[2025-12-24T20:15:03.700692] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-12-24T20:15:03.869127] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-12-24T20:15:04.038143] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-12-24T20:15:04.208953] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-12-24T20:15:04.209456] [WARN ] [STATE     ] State set to: WAITING
[2025-12-24T20:15:04.209521] [INFO ] [STATE     ] Checking TDM service status...
[2025-12-24T20:15:04.279468] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-24T20:15:04.283390] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-24), and is a dependency of this service.
[2025-12-24T20:15:04.352974] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-24T20:15:04.421953] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-24T20:15:04.490878] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-24T20:15:04.491174] [WARN ] [STATE     ] State set to: RUNNING
[2025-12-24T20:15:04.491261] [INFO ] [CACHE     ] Starting cache update
[2025-12-24T20:15:04.491316] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-12-24T20:15:04.495701] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-12-24T20:15:04.496043] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-12-24T20:15:04.496102] [INFO ] [CACHE     ] Cache update completed successfully
[2025-12-24T20:15:04.496149] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2025-12-24T20:15:04.496197] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-24T20:15:04.574532] [DEBUG] [REMOTE    ] Fetched 3551 unique symbols from directory listing.
[2025-12-24T20:15:04.583202] [INFO ] [sig       ] Skipping 3551 symbols with existing configuration
[2025-12-24T20:15:04.583333] [INFO ] [sig       ] All symbols already have configuration. Nothing to process.
[2025-12-24T20:15:04.584869] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-12-24T20:15:04.584920] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-24T20:15:04.703894] [DEBUG] [REMOTE    ] Fetched 3551 unique symbols from directory listing.
[2025-12-24T20:15:04.708058] [INFO ] [sig       ] Found 3551 active symbols to forecast
[2025-12-24T20:15:04.712505] [INFO ] [sig       ] [1/3551] Forecasting A...
[2025-12-24T20:15:04.712612] [INFO ] [sig       ] Generating forecast for: A
[2025-12-24T20:15:04.712655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-12-24T20:15:04.726139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'A'.
[2025-12-24T20:15:04.726487] [INFO ] [FORECASTER] Starting predict_future for A
[2025-12-24T20:15:04.727399] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-12-24T20:15:04.727456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:04.727490] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:04.727520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:04.727605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:04.786318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:04.787249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:04.787358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:04.787395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:04.919157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:04.919311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:04.919382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:04.919455] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:04.923696] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=2.45%)
[2025-12-24T20:15:04.924007] [INFO ] [FORECASTER] Completed predict_future for A
[2025-12-24T20:15:04.924182] [INFO ] [sig       ] A: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:05.077021] [INFO ] [LOCAL     ] Saved forecast: A	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/A.txt
[2025-12-24T20:15:05.077184] [INFO ] [sig       ] [1/3551] Completed A in 0.4s | 2.74 sym/s | Total: 0.4s | ETA: 21.6m
[2025-12-24T20:15:05.077227] [INFO ] [sig       ] [2/3551] Forecasting AAL...
[2025-12-24T20:15:05.077454] [INFO ] [sig       ] Generating forecast for: AAL
[2025-12-24T20:15:05.077486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2025-12-24T20:15:05.090262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAL'.
[2025-12-24T20:15:05.090601] [INFO ] [FORECASTER] Starting predict_future for AAL
[2025-12-24T20:15:05.091406] [DEBUG] [LOCAL     ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt
[2025-12-24T20:15:05.091461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:05.091494] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:05.091521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:05.091605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:05.155331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:05.156383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:05.156707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:05.156745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:05.291125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:05.291303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:05.291363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:05.291411] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:05.296110] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: UP (p=91.18%)
[2025-12-24T20:15:05.296675] [INFO ] [FORECASTER] Completed predict_future for AAL
[2025-12-24T20:15:05.296829] [INFO ] [sig       ] AAL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:05.446630] [INFO ] [LOCAL     ] Saved forecast: AAL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AAL.txt
[2025-12-24T20:15:05.446807] [INFO ] [sig       ] [2/3551] Completed AAL in 0.4s | 2.72 sym/s | Total: 0.7s | ETA: 21.7m
[2025-12-24T20:15:05.446852] [INFO ] [sig       ] [3/3551] Forecasting AAOI...
[2025-12-24T20:15:05.446883] [INFO ] [sig       ] Generating forecast for: AAOI
[2025-12-24T20:15:05.446915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2025-12-24T20:15:05.465725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2025-12-24T20:15:05.466124] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2025-12-24T20:15:05.467053] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2025-12-24T20:15:05.467109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:05.467144] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:05.467173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:05.467230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:05.531723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:05.532782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:05.532909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:05.532957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:05.668044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:05.668201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:05.668243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:05.668274] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:05.672099] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: UP (p=50.84%)
[2025-12-24T20:15:05.672469] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2025-12-24T20:15:05.672665] [INFO ] [sig       ] AAOI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:05.826427] [INFO ] [LOCAL     ] Saved forecast: AAOI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AAOI.txt
[2025-12-24T20:15:05.826611] [INFO ] [sig       ] [3/3551] Completed AAOI in 0.4s | 2.69 sym/s | Total: 1.1s | ETA: 22.0m
[2025-12-24T20:15:05.826657] [INFO ] [sig       ] [4/3551] Forecasting AAON...
[2025-12-24T20:15:05.826689] [INFO ] [sig       ] Generating forecast for: AAON
[2025-12-24T20:15:05.826723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2025-12-24T20:15:05.839303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2025-12-24T20:15:05.839750] [INFO ] [FORECASTER] Starting predict_future for AAON
[2025-12-24T20:15:05.840626] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2025-12-24T20:15:05.840690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:05.840726] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:05.840753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:05.840814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:05.909774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:05.910936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:05.911028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:05.911063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:06.040062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:06.040229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:06.040287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:06.040333] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:06.044530] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: UP (p=87.59%)
[2025-12-24T20:15:06.044892] [INFO ] [FORECASTER] Completed predict_future for AAON
[2025-12-24T20:15:06.045086] [INFO ] [sig       ] AAON: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:06.197009] [INFO ] [LOCAL     ] Saved forecast: AAON	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AAON.txt
[2025-12-24T20:15:06.197158] [INFO ] [sig       ] [4/3551] Completed AAON in 0.4s | 2.69 sym/s | Total: 1.5s | ETA: 21.9m
[2025-12-24T20:15:06.197199] [INFO ] [sig       ] [5/3551] Forecasting AAP...
[2025-12-24T20:15:06.197229] [INFO ] [sig       ] Generating forecast for: AAP
[2025-12-24T20:15:06.197260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-12-24T20:15:06.211002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2025-12-24T20:15:06.211550] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-12-24T20:15:06.212595] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-12-24T20:15:06.212650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:06.212683] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:06.212711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:06.212779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:06.275049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:06.275966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:06.276057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:06.276092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:06.399649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:06.399810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:06.399851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:06.399881] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:06.403441] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: DOWN (p=11.98%)
[2025-12-24T20:15:06.403754] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-12-24T20:15:06.403895] [INFO ] [sig       ] AAP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:06.564465] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AAP.txt
[2025-12-24T20:15:06.564647] [INFO ] [sig       ] [5/3551] Completed AAP in 0.4s | 2.70 sym/s | Total: 1.9s | ETA: 21.9m
[2025-12-24T20:15:06.564690] [INFO ] [sig       ] [6/3551] Forecasting AAPB...
[2025-12-24T20:15:06.564722] [INFO ] [sig       ] Generating forecast for: AAPB
[2025-12-24T20:15:06.564752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2025-12-24T20:15:06.578236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2025-12-24T20:15:06.578603] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2025-12-24T20:15:06.579426] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2025-12-24T20:15:06.579481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:06.579515] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:06.579542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:06.579616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:06.642927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:06.643874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:06.643967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:06.643999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:06.768919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:06.769083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:06.769126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:06.769157] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:06.773179] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: UP (p=54.35%)
[2025-12-24T20:15:06.773485] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2025-12-24T20:15:06.773657] [INFO ] [sig       ] AAPB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:06.924376] [INFO ] [LOCAL     ] Saved forecast: AAPB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AAPB.txt
[2025-12-24T20:15:06.924585] [INFO ] [sig       ] [6/3551] Completed AAPB in 0.4s | 2.71 sym/s | Total: 2.2s | ETA: 21.8m
[2025-12-24T20:15:06.924630] [INFO ] [sig       ] [7/3551] Forecasting AAPD...
[2025-12-24T20:15:06.924662] [INFO ] [sig       ] Generating forecast for: AAPD
[2025-12-24T20:15:06.924692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-12-24T20:15:06.938834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2025-12-24T20:15:06.939222] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2025-12-24T20:15:06.943285] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2025-12-24T20:15:06.943379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:06.943418] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:06.943447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:06.943503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:07.002105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:07.003000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:07.003087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:07.003121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:07.132916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:07.133073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:07.133113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:07.133141] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:07.136922] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: DOWN (p=19.88%)
[2025-12-24T20:15:07.137226] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2025-12-24T20:15:07.137364] [INFO ] [sig       ] AAPD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:07.277657] [INFO ] [LOCAL     ] Saved forecast: AAPD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AAPD.txt
[2025-12-24T20:15:07.277820] [INFO ] [sig       ] [7/3551] Completed AAPD in 0.4s | 2.73 sym/s | Total: 2.6s | ETA: 21.6m
[2025-12-24T20:15:07.277862] [INFO ] [sig       ] [8/3551] Forecasting AAPL...
[2025-12-24T20:15:07.277893] [INFO ] [sig       ] Generating forecast for: AAPL
[2025-12-24T20:15:07.277924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2025-12-24T20:15:07.290164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2025-12-24T20:15:07.290521] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2025-12-24T20:15:07.291327] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2025-12-24T20:15:07.291380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:07.291412] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:07.291439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:07.291495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:07.351651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:07.352552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:07.352659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:07.352695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:07.482077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:07.482234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:07.482275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:07.482305] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:07.485815] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: UP (p=91.65%)
[2025-12-24T20:15:07.486100] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2025-12-24T20:15:07.486239] [INFO ] [sig       ] AAPL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:07.629980] [INFO ] [LOCAL     ] Saved forecast: AAPL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AAPL.txt
[2025-12-24T20:15:07.630145] [INFO ] [sig       ] [8/3551] Completed AAPL in 0.4s | 2.74 sym/s | Total: 2.9s | ETA: 21.5m
[2025-12-24T20:15:07.630189] [INFO ] [sig       ] [9/3551] Forecasting AAXJ...
[2025-12-24T20:15:07.630219] [INFO ] [sig       ] Generating forecast for: AAXJ
[2025-12-24T20:15:07.630251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2025-12-24T20:15:07.642487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2025-12-24T20:15:07.642802] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2025-12-24T20:15:07.643617] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2025-12-24T20:15:07.643671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:07.643710] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:07.643768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:07.643839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:07.708632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:07.709622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:07.709722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:07.709778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:07.842693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:07.842861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:07.842913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:07.842956] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:07.846555] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2025-12-24T20:15:07.846908] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2025-12-24T20:15:07.847054] [INFO ] [sig       ] AAXJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:07.993433] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AAXJ.txt
[2025-12-24T20:15:07.993616] [INFO ] [sig       ] [9/3551] Completed AAXJ in 0.4s | 2.74 sym/s | Total: 3.3s | ETA: 21.5m
[2025-12-24T20:15:07.993659] [INFO ] [sig       ] [10/3551] Forecasting AB...
[2025-12-24T20:15:07.993692] [INFO ] [sig       ] Generating forecast for: AB
[2025-12-24T20:15:07.993734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-12-24T20:15:08.007200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2025-12-24T20:15:08.007625] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-12-24T20:15:08.008443] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-12-24T20:15:08.008499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:08.008558] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:08.008605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:08.008666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:08.068792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:08.069750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:08.069849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:08.069883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:08.199468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:08.199661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:08.199703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:08.199733] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:08.203606] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: UP (p=55.84%)
[2025-12-24T20:15:08.203960] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-12-24T20:15:08.204129] [INFO ] [sig       ] AB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:08.351613] [INFO ] [LOCAL     ] Saved forecast: AB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AB.txt
[2025-12-24T20:15:08.351779] [INFO ] [sig       ] [10/3551] Completed AB in 0.4s | 2.75 sym/s | Total: 3.6s | ETA: 21.5m
[2025-12-24T20:15:08.351822] [INFO ] [sig       ] [11/3551] Forecasting ABCB...
[2025-12-24T20:15:08.351853] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-12-24T20:15:08.351882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-12-24T20:15:08.368643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2025-12-24T20:15:08.369049] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-12-24T20:15:08.369964] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-12-24T20:15:08.370020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:08.370052] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:08.370079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:08.370136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:08.431792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:08.432703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:08.432793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:08.432828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:08.562609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:08.562785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:08.562827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:08.562858] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:08.566526] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-12-24T20:15:08.566847] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-12-24T20:15:08.566997] [INFO ] [sig       ] ABCB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:08.721629] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ABCB.txt
[2025-12-24T20:15:08.721811] [INFO ] [sig       ] [11/3551] Completed ABCB in 0.4s | 2.74 sym/s | Total: 4.0s | ETA: 21.5m
[2025-12-24T20:15:08.721864] [INFO ] [sig       ] [12/3551] Forecasting ABCL...
[2025-12-24T20:15:08.721895] [INFO ] [sig       ] Generating forecast for: ABCL
[2025-12-24T20:15:08.721927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2025-12-24T20:15:08.734655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2025-12-24T20:15:08.735032] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2025-12-24T20:15:08.735826] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2025-12-24T20:15:08.735879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:08.735911] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:08.735938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:08.735995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:08.795649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:08.796555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:08.796662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:08.796697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:08.924634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:08.924788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:08.924828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:08.924856] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:08.928204] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: UP (p=92.08%)
[2025-12-24T20:15:08.928502] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2025-12-24T20:15:08.928653] [INFO ] [sig       ] ABCL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:09.068714] [INFO ] [LOCAL     ] Saved forecast: ABCL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ABCL.txt
[2025-12-24T20:15:09.068839] [INFO ] [sig       ] [12/3551] Completed ABCL in 0.3s | 2.75 sym/s | Total: 4.4s | ETA: 21.4m
[2025-12-24T20:15:09.068878] [INFO ] [sig       ] [13/3551] Forecasting ABEO...
[2025-12-24T20:15:09.068908] [INFO ] [sig       ] Generating forecast for: ABEO
[2025-12-24T20:15:09.068940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2025-12-24T20:15:09.079799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2025-12-24T20:15:09.080091] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2025-12-24T20:15:09.080875] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2025-12-24T20:15:09.080928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:09.080960] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:09.080987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:09.081044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:09.138009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:09.138852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:09.138935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:09.138969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:09.261635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:09.261841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:09.261882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:09.261944] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:09.265476] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: DOWN (p=13.17%)
[2025-12-24T20:15:09.265797] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2025-12-24T20:15:09.265949] [INFO ] [sig       ] ABEO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:09.406171] [INFO ] [LOCAL     ] Saved forecast: ABEO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ABEO.txt
[2025-12-24T20:15:09.406299] [INFO ] [sig       ] [13/3551] Completed ABEO in 0.3s | 2.77 sym/s | Total: 4.7s | ETA: 21.3m
[2025-12-24T20:15:09.406339] [INFO ] [sig       ] [14/3551] Forecasting ABG...
[2025-12-24T20:15:09.406369] [INFO ] [sig       ] Generating forecast for: ABG
[2025-12-24T20:15:09.406400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-12-24T20:15:09.418372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2025-12-24T20:15:09.418666] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-12-24T20:15:09.419447] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-12-24T20:15:09.419499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:09.419531] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:09.419558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:09.419633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:09.475421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:09.476046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:09.476128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:09.476160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:09.594237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:09.594413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:09.594455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:09.594484] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:09.598309] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: UP (p=96.39%)
[2025-12-24T20:15:09.598618] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-12-24T20:15:09.598757] [INFO ] [sig       ] ABG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:09.747842] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ABG.txt
[2025-12-24T20:15:09.748003] [INFO ] [sig       ] [14/3551] Completed ABG in 0.3s | 2.78 sym/s | Total: 5.0s | ETA: 21.2m
[2025-12-24T20:15:09.748043] [INFO ] [sig       ] [15/3551] Forecasting ABL...
[2025-12-24T20:15:09.748076] [INFO ] [sig       ] Generating forecast for: ABL
[2025-12-24T20:15:09.748106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'.
[2025-12-24T20:15:09.759954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABL'.
[2025-12-24T20:15:09.760326] [INFO ] [FORECASTER] Starting predict_future for ABL
[2025-12-24T20:15:09.761131] [DEBUG] [LOCAL     ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt
[2025-12-24T20:15:09.761185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:09.761216] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:09.761243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:09.761300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:09.826902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:09.827814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:09.827912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:09.827946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:09.948980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:09.949129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:09.949169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:09.949198] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:09.952616] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: UP (p=85.42%)
[2025-12-24T20:15:09.952893] [INFO ] [FORECASTER] Completed predict_future for ABL
[2025-12-24T20:15:09.953020] [INFO ] [sig       ] ABL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:10.108560] [INFO ] [LOCAL     ] Saved forecast: ABL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ABL.txt
[2025-12-24T20:15:10.108749] [INFO ] [sig       ] [15/3551] Completed ABL in 0.4s | 2.78 sym/s | Total: 5.4s | ETA: 21.2m
[2025-12-24T20:15:10.108792] [INFO ] [sig       ] [16/3551] Forecasting ABM...
[2025-12-24T20:15:10.108821] [INFO ] [sig       ] Generating forecast for: ABM
[2025-12-24T20:15:10.108852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-12-24T20:15:10.122670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2025-12-24T20:15:10.123054] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-12-24T20:15:10.123881] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-12-24T20:15:10.123935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:10.123966] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:10.123992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:10.124048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:10.185052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:10.186001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:10.186099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:10.186133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:10.311838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:10.311998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:10.312039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:10.312068] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:10.315488] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: DOWN (p=31.99%)
[2025-12-24T20:15:10.315823] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-12-24T20:15:10.315961] [INFO ] [sig       ] ABM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:10.465220] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ABM.txt
[2025-12-24T20:15:10.465365] [INFO ] [sig       ] [16/3551] Completed ABM in 0.4s | 2.78 sym/s | Total: 5.8s | ETA: 21.2m
[2025-12-24T20:15:10.465414] [INFO ] [sig       ] [17/3551] Forecasting ABNB...
[2025-12-24T20:15:10.465446] [INFO ] [sig       ] Generating forecast for: ABNB
[2025-12-24T20:15:10.465477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2025-12-24T20:15:10.478457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2025-12-24T20:15:10.478743] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2025-12-24T20:15:10.479528] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2025-12-24T20:15:10.479602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:10.479635] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:10.479662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:10.479717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:10.542126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:10.542811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:10.542896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:10.542929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:10.669218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:10.669390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:10.669633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:10.669662] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:10.673274] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: DOWN (p=6.07%)
[2025-12-24T20:15:10.673754] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2025-12-24T20:15:10.673889] [INFO ] [sig       ] ABNB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:10.816493] [INFO ] [LOCAL     ] Saved forecast: ABNB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ABNB.txt
[2025-12-24T20:15:10.816696] [INFO ] [sig       ] [17/3551] Completed ABNB in 0.4s | 2.78 sym/s | Total: 6.1s | ETA: 21.1m
[2025-12-24T20:15:10.816742] [INFO ] [sig       ] [18/3551] Forecasting ABOS...
[2025-12-24T20:15:10.816774] [INFO ] [sig       ] Generating forecast for: ABOS
[2025-12-24T20:15:10.816804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2025-12-24T20:15:10.830477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2025-12-24T20:15:10.830940] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2025-12-24T20:15:10.831899] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2025-12-24T20:15:10.831958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:10.832004] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:10.832032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:10.832089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:10.892346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:10.893222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:10.893313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:10.893346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:11.016834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:11.016998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:11.017038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:11.017067] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:11.021122] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: DOWN (p=23.65%)
[2025-12-24T20:15:11.021405] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2025-12-24T20:15:11.021536] [INFO ] [sig       ] ABOS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:11.163284] [INFO ] [LOCAL     ] Saved forecast: ABOS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ABOS.txt
[2025-12-24T20:15:11.163416] [INFO ] [sig       ] [18/3551] Completed ABOS in 0.3s | 2.79 sym/s | Total: 6.5s | ETA: 21.1m
[2025-12-24T20:15:11.163458] [INFO ] [sig       ] [19/3551] Forecasting ABSI...
[2025-12-24T20:15:11.163695] [INFO ] [sig       ] Generating forecast for: ABSI
[2025-12-24T20:15:11.163730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2025-12-24T20:15:11.175416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2025-12-24T20:15:11.175798] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2025-12-24T20:15:11.176564] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2025-12-24T20:15:11.176639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:11.176671] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:11.176698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:11.176755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:11.236114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:11.236881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:11.236967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:11.237001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:11.363870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:11.364051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:11.364110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:11.364152] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:11.368167] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: DOWN (p=4.49%)
[2025-12-24T20:15:11.368458] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2025-12-24T20:15:11.368625] [INFO ] [sig       ] ABSI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:11.509805] [INFO ] [LOCAL     ] Saved forecast: ABSI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ABSI.txt
[2025-12-24T20:15:11.509964] [INFO ] [sig       ] [19/3551] Completed ABSI in 0.3s | 2.80 sym/s | Total: 6.8s | ETA: 21.1m
[2025-12-24T20:15:11.510006] [INFO ] [sig       ] [20/3551] Forecasting ABUS...
[2025-12-24T20:15:11.510035] [INFO ] [sig       ] Generating forecast for: ABUS
[2025-12-24T20:15:11.510065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-12-24T20:15:11.523399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2025-12-24T20:15:11.523796] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2025-12-24T20:15:11.524607] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2025-12-24T20:15:11.524661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:11.524694] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:11.524723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:11.524782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:11.585362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:11.586187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:11.586307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:11.586342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:11.706859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:11.707023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:11.707065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:11.707095] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:11.711054] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: DOWN (p=10.20%)
[2025-12-24T20:15:11.711350] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2025-12-24T20:15:11.711484] [INFO ] [sig       ] ABUS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:11.865097] [INFO ] [LOCAL     ] Saved forecast: ABUS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ABUS.txt
[2025-12-24T20:15:11.865265] [INFO ] [sig       ] [20/3551] Completed ABUS in 0.4s | 2.80 sym/s | Total: 7.2s | ETA: 21.0m
[2025-12-24T20:15:11.865307] [INFO ] [sig       ] [21/3551] Forecasting ABVC...
[2025-12-24T20:15:11.865340] [INFO ] [sig       ] Generating forecast for: ABVC
[2025-12-24T20:15:11.865371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2025-12-24T20:15:11.878756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2025-12-24T20:15:11.879135] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2025-12-24T20:15:11.880050] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2025-12-24T20:15:11.880105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:11.880137] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:11.880162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:11.880219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:11.941412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:11.942262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:11.942352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:11.942385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:12.067418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:12.067587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:12.067628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:12.067658] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:12.071075] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: DOWN (p=4.59%)
[2025-12-24T20:15:12.071359] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2025-12-24T20:15:12.071703] [INFO ] [sig       ] ABVC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:12.213434] [INFO ] [LOCAL     ] Saved forecast: ABVC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ABVC.txt
[2025-12-24T20:15:12.213610] [INFO ] [sig       ] [21/3551] Completed ABVC in 0.3s | 2.80 sym/s | Total: 7.5s | ETA: 21.0m
[2025-12-24T20:15:12.213658] [INFO ] [sig       ] [22/3551] Forecasting ABVE...
[2025-12-24T20:15:12.213690] [INFO ] [sig       ] Generating forecast for: ABVE
[2025-12-24T20:15:12.213720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2025-12-24T20:15:12.225945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2025-12-24T20:15:12.226292] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2025-12-24T20:15:12.227086] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2025-12-24T20:15:12.227139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:12.227170] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:12.227196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:12.227250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:12.282840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:12.283665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:12.283754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:12.283787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:12.408834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:12.408995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:12.409037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:12.409071] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:12.412665] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: DOWN (p=6.03%)
[2025-12-24T20:15:12.412963] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2025-12-24T20:15:12.413105] [INFO ] [sig       ] ABVE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:12.555185] [INFO ] [LOCAL     ] Saved forecast: ABVE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ABVE.txt
[2025-12-24T20:15:12.555317] [INFO ] [sig       ] [22/3551] Completed ABVE in 0.3s | 2.81 sym/s | Total: 7.8s | ETA: 21.0m
[2025-12-24T20:15:12.555359] [INFO ] [sig       ] [23/3551] Forecasting ABVX...
[2025-12-24T20:15:12.555389] [INFO ] [sig       ] Generating forecast for: ABVX
[2025-12-24T20:15:12.555420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2025-12-24T20:15:12.567601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2025-12-24T20:15:12.567893] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2025-12-24T20:15:12.568667] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2025-12-24T20:15:12.568720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:12.568754] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:12.568781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:12.568838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:12.627071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:12.627792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:12.627878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:12.627912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:12.749660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:12.749818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:12.749859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:12.749889] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:12.753419] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: DOWN (p=13.02%)
[2025-12-24T20:15:12.753722] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2025-12-24T20:15:12.753872] [INFO ] [sig       ] ABVX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:12.893927] [INFO ] [LOCAL     ] Saved forecast: ABVX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ABVX.txt
[2025-12-24T20:15:12.894095] [INFO ] [sig       ] [23/3551] Completed ABVX in 0.3s | 2.81 sym/s | Total: 8.2s | ETA: 20.9m
[2025-12-24T20:15:12.894139] [INFO ] [sig       ] [24/3551] Forecasting ACA...
[2025-12-24T20:15:12.894168] [INFO ] [sig       ] Generating forecast for: ACA
[2025-12-24T20:15:12.894198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-12-24T20:15:12.905537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2025-12-24T20:15:12.905869] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-12-24T20:15:12.906648] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-12-24T20:15:12.906701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:12.906734] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:12.906760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:12.906817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:12.966259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:12.967314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:12.967425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:12.967478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:13.090686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:13.090851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:13.090894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:13.090924] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:13.094673] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: UP (p=70.97%)
[2025-12-24T20:15:13.095009] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-12-24T20:15:13.095161] [INFO ] [sig       ] ACA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:13.236305] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ACA.txt
[2025-12-24T20:15:13.236464] [INFO ] [sig       ] [24/3551] Completed ACA in 0.3s | 2.82 sym/s | Total: 8.5s | ETA: 20.9m
[2025-12-24T20:15:13.236507] [INFO ] [sig       ] [25/3551] Forecasting ACAD...
[2025-12-24T20:15:13.236536] [INFO ] [sig       ] Generating forecast for: ACAD
[2025-12-24T20:15:13.236567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2025-12-24T20:15:13.257394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2025-12-24T20:15:13.257694] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2025-12-24T20:15:13.258451] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2025-12-24T20:15:13.258503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:13.258535] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:13.258562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:13.258640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:13.314919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:13.315523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:13.315622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:13.315656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:13.432012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:13.432137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:13.432177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:13.432221] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:13.435796] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: UP (p=51.32%)
[2025-12-24T20:15:13.436069] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2025-12-24T20:15:13.436199] [INFO ] [sig       ] ACAD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:13.574312] [INFO ] [LOCAL     ] Saved forecast: ACAD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ACAD.txt
[2025-12-24T20:15:13.574442] [INFO ] [sig       ] [25/3551] Completed ACAD in 0.3s | 2.82 sym/s | Total: 8.9s | ETA: 20.8m
[2025-12-24T20:15:13.574481] [INFO ] [sig       ] [26/3551] Forecasting ACB...
[2025-12-24T20:15:13.574511] [INFO ] [sig       ] Generating forecast for: ACB
[2025-12-24T20:15:13.574541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2025-12-24T20:15:13.585743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2025-12-24T20:15:13.586054] [INFO ] [FORECASTER] Starting predict_future for ACB
[2025-12-24T20:15:13.586842] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2025-12-24T20:15:13.586894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:13.586926] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:13.586953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:13.587008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:13.646089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:13.646778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:13.646864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:13.646898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:13.767545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:13.767718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:13.767757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:13.767786] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:13.771715] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: DOWN (p=16.63%)
[2025-12-24T20:15:13.771991] [INFO ] [FORECASTER] Completed predict_future for ACB
[2025-12-24T20:15:13.772119] [INFO ] [sig       ] ACB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:13.911152] [INFO ] [LOCAL     ] Saved forecast: ACB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACB.txt
[2025-12-24T20:15:13.911286] [INFO ] [sig       ] [26/3551] Completed ACB in 0.3s | 2.83 sym/s | Total: 9.2s | ETA: 20.8m
[2025-12-24T20:15:13.911328] [INFO ] [sig       ] [27/3551] Forecasting ACCO...
[2025-12-24T20:15:13.911358] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-12-24T20:15:13.911389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-12-24T20:15:13.923186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2025-12-24T20:15:13.923457] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-12-24T20:15:13.924434] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-12-24T20:15:13.924486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:13.924541] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:13.924586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:13.924647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:13.981906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:13.982505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:13.982603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:13.982652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:14.106214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:14.106365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:14.106403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:14.106433] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:14.109792] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: UP (p=70.42%)
[2025-12-24T20:15:14.110063] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-12-24T20:15:14.110193] [INFO ] [sig       ] ACCO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:14.249145] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ACCO.txt
[2025-12-24T20:15:14.249267] [INFO ] [sig       ] [27/3551] Completed ACCO in 0.3s | 2.83 sym/s | Total: 9.5s | ETA: 20.7m
[2025-12-24T20:15:14.249308] [INFO ] [sig       ] [28/3551] Forecasting ACDC...
[2025-12-24T20:15:14.249338] [INFO ] [sig       ] Generating forecast for: ACDC
[2025-12-24T20:15:14.249382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2025-12-24T20:15:14.261029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACDC'.
[2025-12-24T20:15:14.261295] [INFO ] [FORECASTER] Starting predict_future for ACDC
[2025-12-24T20:15:14.262072] [DEBUG] [LOCAL     ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt
[2025-12-24T20:15:14.262124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:14.262155] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:14.262181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:14.262236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:14.319325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:14.320278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:14.320380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:14.320414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:14.437257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:14.437403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:14.437445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:14.437473] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:14.440856] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: DOWN (p=25.23%)
[2025-12-24T20:15:14.441130] [INFO ] [FORECASTER] Completed predict_future for ACDC
[2025-12-24T20:15:14.441263] [INFO ] [sig       ] ACDC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:14.581777] [INFO ] [LOCAL     ] Saved forecast: ACDC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACDC.txt
[2025-12-24T20:15:14.581902] [INFO ] [sig       ] [28/3551] Completed ACDC in 0.3s | 2.84 sym/s | Total: 9.9s | ETA: 20.7m
[2025-12-24T20:15:14.581943] [INFO ] [sig       ] [29/3551] Forecasting ACEL...
[2025-12-24T20:15:14.581972] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-12-24T20:15:14.582002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-12-24T20:15:14.595964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2025-12-24T20:15:14.596239] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-12-24T20:15:14.597015] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-12-24T20:15:14.597068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:14.597101] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:14.597138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:14.597196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:14.661037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:14.661846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:14.661935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:14.661969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:14.778220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:14.778383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:14.778423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:14.778451] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:14.782111] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: DOWN (p=40.24%)
[2025-12-24T20:15:14.782411] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-12-24T20:15:14.782550] [INFO ] [sig       ] ACEL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:14.923964] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACEL.txt
[2025-12-24T20:15:14.924101] [INFO ] [sig       ] [29/3551] Completed ACEL in 0.3s | 2.84 sym/s | Total: 10.2s | ETA: 20.7m
[2025-12-24T20:15:14.924141] [INFO ] [sig       ] [30/3551] Forecasting ACGL...
[2025-12-24T20:15:14.924170] [INFO ] [sig       ] Generating forecast for: ACGL
[2025-12-24T20:15:14.924203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2025-12-24T20:15:14.937642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2025-12-24T20:15:14.937984] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2025-12-24T20:15:14.938775] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2025-12-24T20:15:14.938828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:14.938860] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:14.938887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:14.938943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:14.997654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:14.998539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:14.998645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:14.998681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:15.119746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:15.119904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:15.119947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:15.120011] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:15.123838] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-12-24T20:15:15.124114] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2025-12-24T20:15:15.124251] [INFO ] [sig       ] ACGL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:15.267480] [INFO ] [LOCAL     ] Saved forecast: ACGL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACGL.txt
[2025-12-24T20:15:15.267823] [INFO ] [sig       ] [30/3551] Completed ACGL in 0.3s | 2.84 sym/s | Total: 10.6s | ETA: 20.6m
[2025-12-24T20:15:15.267863] [INFO ] [sig       ] [31/3551] Forecasting ACGLN...
[2025-12-24T20:15:15.267893] [INFO ] [sig       ] Generating forecast for: ACGLN
[2025-12-24T20:15:15.267923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-12-24T20:15:15.281897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-12-24T20:15:15.282172] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2025-12-24T20:15:15.282985] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2025-12-24T20:15:15.283039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:15.283071] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:15.283098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:15.283156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:15.341774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:15.342602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:15.342690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:15.342723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:15.466474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:15.466657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:15.466699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:15.466729] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:15.470120] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: DOWN (p=39.94%)
[2025-12-24T20:15:15.470391] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2025-12-24T20:15:15.470522] [INFO ] [sig       ] ACGLN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:15.609913] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACGLN.txt
[2025-12-24T20:15:15.610043] [INFO ] [sig       ] [31/3551] Completed ACGLN in 0.3s | 2.84 sym/s | Total: 10.9s | ETA: 20.6m
[2025-12-24T20:15:15.610084] [INFO ] [sig       ] [32/3551] Forecasting ACGLO...
[2025-12-24T20:15:15.610113] [INFO ] [sig       ] Generating forecast for: ACGLO
[2025-12-24T20:15:15.610143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2025-12-24T20:15:15.622136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2025-12-24T20:15:15.622413] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2025-12-24T20:15:15.623383] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2025-12-24T20:15:15.623435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:15.623466] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:15.623492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:15.623548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:15.682832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:15.683632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:15.683716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:15.683749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:15.808351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:15.808518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:15.808559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:15.808611] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:15.812087] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: DOWN (p=37.32%)
[2025-12-24T20:15:15.812370] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2025-12-24T20:15:15.812504] [INFO ] [sig       ] ACGLO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:15.956195] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACGLO.txt
[2025-12-24T20:15:15.956330] [INFO ] [sig       ] [32/3551] Completed ACGLO in 0.3s | 2.85 sym/s | Total: 11.2s | ETA: 20.6m
[2025-12-24T20:15:15.956370] [INFO ] [sig       ] [33/3551] Forecasting ACHC...
[2025-12-24T20:15:15.956405] [INFO ] [sig       ] Generating forecast for: ACHC
[2025-12-24T20:15:15.956437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2025-12-24T20:15:15.976215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2025-12-24T20:15:15.976797] [INFO ] [FORECASTER] Starting predict_future for ACHC
[2025-12-24T20:15:15.978063] [DEBUG] [LOCAL     ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt
[2025-12-24T20:15:15.978133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:15.978185] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:15.978231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:15.978318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:16.038632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:16.039622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:16.039716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:16.039749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:16.164829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:16.165004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:16.165046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:16.165074] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:16.168464] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: DOWN (p=7.29%)
[2025-12-24T20:15:16.168758] [INFO ] [FORECASTER] Completed predict_future for ACHC
[2025-12-24T20:15:16.168891] [INFO ] [sig       ] ACHC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:16.311690] [INFO ] [LOCAL     ] Saved forecast: ACHC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACHC.txt
[2025-12-24T20:15:16.311827] [INFO ] [sig       ] [33/3551] Completed ACHC in 0.4s | 2.84 sym/s | Total: 11.6s | ETA: 20.6m
[2025-12-24T20:15:16.311870] [INFO ] [sig       ] [34/3551] Forecasting ACI...
[2025-12-24T20:15:16.311899] [INFO ] [sig       ] Generating forecast for: ACI
[2025-12-24T20:15:16.311929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-12-24T20:15:16.324472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2025-12-24T20:15:16.324800] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-12-24T20:15:16.325601] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-12-24T20:15:16.325653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:16.325685] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:16.325712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:16.325767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:16.383254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:16.383993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:16.384081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:16.384114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:16.505255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:16.505411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:16.505452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:16.505481] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:16.509404] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=40.41%)
[2025-12-24T20:15:16.509727] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-12-24T20:15:16.509867] [INFO ] [sig       ] ACI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:16.653626] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACI.txt
[2025-12-24T20:15:16.653760] [INFO ] [sig       ] [34/3551] Completed ACI in 0.3s | 2.85 sym/s | Total: 11.9s | ETA: 20.6m
[2025-12-24T20:15:16.653802] [INFO ] [sig       ] [35/3551] Forecasting ACIC...
[2025-12-24T20:15:16.653831] [INFO ] [sig       ] Generating forecast for: ACIC
[2025-12-24T20:15:16.653861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2025-12-24T20:15:16.666709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2025-12-24T20:15:16.667007] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2025-12-24T20:15:16.668010] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2025-12-24T20:15:16.668063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:16.668095] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:16.668121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:16.668177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:16.727332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:16.728070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:16.728157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:16.728191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:16.852144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:16.852295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:16.852335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:16.852364] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:16.855736] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: DOWN (p=12.48%)
[2025-12-24T20:15:16.856008] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2025-12-24T20:15:16.856136] [INFO ] [sig       ] ACIC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:17.010680] [INFO ] [LOCAL     ] Saved forecast: ACIC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACIC.txt
[2025-12-24T20:15:17.010846] [INFO ] [sig       ] [35/3551] Completed ACIC in 0.4s | 2.85 sym/s | Total: 12.3s | ETA: 20.6m
[2025-12-24T20:15:17.010892] [INFO ] [sig       ] [36/3551] Forecasting ACLS...
[2025-12-24T20:15:17.010923] [INFO ] [sig       ] Generating forecast for: ACLS
[2025-12-24T20:15:17.010953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2025-12-24T20:15:17.024035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2025-12-24T20:15:17.024396] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2025-12-24T20:15:17.025245] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2025-12-24T20:15:17.025299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:17.025341] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:17.025379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:17.025458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:17.088550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:17.089436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:17.089525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:17.089559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:17.223162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:17.223319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:17.223360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:17.223407] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:17.226972] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=62.88%)
[2025-12-24T20:15:17.227291] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2025-12-24T20:15:17.227450] [INFO ] [sig       ] ACLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:17.381762] [INFO ] [LOCAL     ] Saved forecast: ACLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ACLS.txt
[2025-12-24T20:15:17.381941] [INFO ] [sig       ] [36/3551] Completed ACLS in 0.4s | 2.84 sym/s | Total: 12.7s | ETA: 20.6m
[2025-12-24T20:15:17.381994] [INFO ] [sig       ] [37/3551] Forecasting ACLX...
[2025-12-24T20:15:17.382026] [INFO ] [sig       ] Generating forecast for: ACLX
[2025-12-24T20:15:17.382057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2025-12-24T20:15:17.394044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2025-12-24T20:15:17.394412] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2025-12-24T20:15:17.395323] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2025-12-24T20:15:17.395377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:17.395409] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:17.395440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:17.395499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:17.462549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:17.463427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:17.463549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:17.463614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:17.600506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:17.600890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:17.600937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:17.600965] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:17.604696] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: DOWN (p=11.17%)
[2025-12-24T20:15:17.605019] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2025-12-24T20:15:17.605165] [INFO ] [sig       ] ACLX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:17.752878] [INFO ] [LOCAL     ] Saved forecast: ACLX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACLX.txt
[2025-12-24T20:15:17.753028] [INFO ] [sig       ] [37/3551] Completed ACLX in 0.4s | 2.84 sym/s | Total: 13.0s | ETA: 20.6m
[2025-12-24T20:15:17.753071] [INFO ] [sig       ] [38/3551] Forecasting ACM...
[2025-12-24T20:15:17.753101] [INFO ] [sig       ] Generating forecast for: ACM
[2025-12-24T20:15:17.753131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-12-24T20:15:17.765881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2025-12-24T20:15:17.766261] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-12-24T20:15:17.767321] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-12-24T20:15:17.767377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:17.767410] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:17.767438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:17.767500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:17.828265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:17.829137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:17.829253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:17.829289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:17.951370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:17.951535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:17.951598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:17.951632] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:17.955210] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: UP (p=74.90%)
[2025-12-24T20:15:17.955525] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-12-24T20:15:17.955873] [INFO ] [sig       ] ACM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:18.105497] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ACM.txt
[2025-12-24T20:15:18.105667] [INFO ] [sig       ] [38/3551] Completed ACM in 0.4s | 2.84 sym/s | Total: 13.4s | ETA: 20.6m
[2025-12-24T20:15:18.105712] [INFO ] [sig       ] [39/3551] Forecasting ACN...
[2025-12-24T20:15:18.105740] [INFO ] [sig       ] Generating forecast for: ACN
[2025-12-24T20:15:18.105770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-12-24T20:15:18.119816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2025-12-24T20:15:18.120153] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-12-24T20:15:18.121011] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-12-24T20:15:18.121065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:18.121097] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:18.121123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:18.121180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:18.184618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:18.185603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:18.185699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:18.185733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:18.310354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:18.310514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:18.310555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:18.310603] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:18.314009] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: UP (p=91.54%)
[2025-12-24T20:15:18.314283] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-12-24T20:15:18.314413] [INFO ] [sig       ] ACN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:18.453525] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ACN.txt
[2025-12-24T20:15:18.453681] [INFO ] [sig       ] [39/3551] Completed ACN in 0.3s | 2.84 sym/s | Total: 13.7s | ETA: 20.6m
[2025-12-24T20:15:18.453723] [INFO ] [sig       ] [40/3551] Forecasting ACNB...
[2025-12-24T20:15:18.453752] [INFO ] [sig       ] Generating forecast for: ACNB
[2025-12-24T20:15:18.453783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2025-12-24T20:15:18.466923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2025-12-24T20:15:18.467303] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2025-12-24T20:15:18.468137] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2025-12-24T20:15:18.468192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:18.468225] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:18.468253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:18.468320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:18.527451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:18.528356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:18.528446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:18.528479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:18.644139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:18.644306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:18.644347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:18.644377] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:18.648138] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: DOWN (p=28.03%)
[2025-12-24T20:15:18.648417] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2025-12-24T20:15:18.648552] [INFO ] [sig       ] ACNB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:18.790751] [INFO ] [LOCAL     ] Saved forecast: ACNB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACNB.txt
[2025-12-24T20:15:18.790949] [INFO ] [sig       ] [40/3551] Completed ACNB in 0.3s | 2.84 sym/s | Total: 14.1s | ETA: 20.6m
[2025-12-24T20:15:18.790994] [INFO ] [sig       ] [41/3551] Forecasting ACON...
[2025-12-24T20:15:18.791024] [INFO ] [sig       ] Generating forecast for: ACON
[2025-12-24T20:15:18.791054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2025-12-24T20:15:18.802969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2025-12-24T20:15:18.803316] [INFO ] [FORECASTER] Starting predict_future for ACON
[2025-12-24T20:15:18.804314] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2025-12-24T20:15:18.804368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:18.804400] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:18.804425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:18.804481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:18.861564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:18.862379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:18.862462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:18.862494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:18.976391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:18.976529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:18.976587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:18.976619] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:18.980636] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: UP (p=86.78%)
[2025-12-24T20:15:18.980902] [INFO ] [FORECASTER] Completed predict_future for ACON
[2025-12-24T20:15:18.981032] [INFO ] [sig       ] ACON: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:19.121417] [INFO ] [LOCAL     ] Saved forecast: ACON	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ACON.txt
[2025-12-24T20:15:19.121591] [INFO ] [sig       ] [41/3551] Completed ACON in 0.3s | 2.85 sym/s | Total: 14.4s | ETA: 20.6m
[2025-12-24T20:15:19.121633] [INFO ] [sig       ] [42/3551] Forecasting ACP...
[2025-12-24T20:15:19.121665] [INFO ] [sig       ] Generating forecast for: ACP
[2025-12-24T20:15:19.121696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-12-24T20:15:19.133557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2025-12-24T20:15:19.133974] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-12-24T20:15:19.134783] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-12-24T20:15:19.134847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:19.134881] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:19.134909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:19.134966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:19.192560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:19.193489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:19.193607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:19.193642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:19.312388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:19.312588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:19.312631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:19.312660] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:19.316028] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=99.63%)
[2025-12-24T20:15:19.316302] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-12-24T20:15:19.316431] [INFO ] [sig       ] ACP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:19.456367] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ACP.txt
[2025-12-24T20:15:19.456533] [INFO ] [sig       ] [42/3551] Completed ACP in 0.3s | 2.85 sym/s | Total: 14.7s | ETA: 20.5m
[2025-12-24T20:15:19.456594] [INFO ] [sig       ] [43/3551] Forecasting ACRE...
[2025-12-24T20:15:19.456627] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-12-24T20:15:19.456656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-12-24T20:15:19.467980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2025-12-24T20:15:19.468310] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-12-24T20:15:19.469110] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-12-24T20:15:19.469164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:19.469196] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:19.469222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:19.469276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:19.529403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:19.530538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:19.530678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:19.530714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:19.651985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:19.652147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:19.652187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:19.652215] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:19.656000] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2025-12-24T20:15:19.656276] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-12-24T20:15:19.656407] [INFO ] [sig       ] ACRE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:19.799468] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACRE.txt
[2025-12-24T20:15:19.799825] [INFO ] [sig       ] [43/3551] Completed ACRE in 0.3s | 2.85 sym/s | Total: 15.1s | ETA: 20.5m
[2025-12-24T20:15:19.799870] [INFO ] [sig       ] [44/3551] Forecasting ACRS...
[2025-12-24T20:15:19.799899] [INFO ] [sig       ] Generating forecast for: ACRS
[2025-12-24T20:15:19.799929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2025-12-24T20:15:19.812501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2025-12-24T20:15:19.812953] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2025-12-24T20:15:19.813795] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2025-12-24T20:15:19.813849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:19.813942] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:19.813981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:19.814062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:19.871248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:19.872157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:19.872243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:19.872277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:19.991951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:19.992114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:19.992156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:19.992184] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:19.995659] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=30.60%)
[2025-12-24T20:15:19.995943] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2025-12-24T20:15:19.996076] [INFO ] [sig       ] ACRS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:20.140361] [INFO ] [LOCAL     ] Saved forecast: ACRS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACRS.txt
[2025-12-24T20:15:20.140524] [INFO ] [sig       ] [44/3551] Completed ACRS in 0.3s | 2.85 sym/s | Total: 15.4s | ETA: 20.5m
[2025-12-24T20:15:20.140567] [INFO ] [sig       ] [45/3551] Forecasting ACTG...
[2025-12-24T20:15:20.140618] [INFO ] [sig       ] Generating forecast for: ACTG
[2025-12-24T20:15:20.140844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2025-12-24T20:15:20.152548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2025-12-24T20:15:20.152931] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2025-12-24T20:15:20.153726] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2025-12-24T20:15:20.153779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:20.153810] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:20.153836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:20.153892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:20.210985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:20.211907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:20.211998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:20.212030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:20.334287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:20.334454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:20.334498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:20.334526] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:20.337982] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: DOWN (p=6.55%)
[2025-12-24T20:15:20.338269] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2025-12-24T20:15:20.338404] [INFO ] [sig       ] ACTG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:20.480693] [INFO ] [LOCAL     ] Saved forecast: ACTG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACTG.txt
[2025-12-24T20:15:20.480874] [INFO ] [sig       ] [45/3551] Completed ACTG in 0.3s | 2.85 sym/s | Total: 15.8s | ETA: 20.5m
[2025-12-24T20:15:20.480920] [INFO ] [sig       ] [46/3551] Forecasting ACVA...
[2025-12-24T20:15:20.480951] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-12-24T20:15:20.480982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-12-24T20:15:20.494345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2025-12-24T20:15:20.494952] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-12-24T20:15:20.495989] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-12-24T20:15:20.496045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:20.496078] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:20.496105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:20.496161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:20.555374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:20.556314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:20.556411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:20.556445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:20.679486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:20.679665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:20.679706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:20.679734] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:20.683163] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: DOWN (p=2.99%)
[2025-12-24T20:15:20.683458] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-12-24T20:15:20.683620] [INFO ] [sig       ] ACVA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:20.833118] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACVA.txt
[2025-12-24T20:15:20.833293] [INFO ] [sig       ] [46/3551] Completed ACVA in 0.4s | 2.85 sym/s | Total: 16.1s | ETA: 20.5m
[2025-12-24T20:15:20.833349] [INFO ] [sig       ] [47/3551] Forecasting ACWI...
[2025-12-24T20:15:20.833381] [INFO ] [sig       ] Generating forecast for: ACWI
[2025-12-24T20:15:20.833414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2025-12-24T20:15:20.846356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2025-12-24T20:15:20.846754] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2025-12-24T20:15:20.847619] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2025-12-24T20:15:20.847676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:20.847710] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:20.847748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:20.847811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:20.911236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:20.912128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:20.912223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:20.912257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:21.040742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:21.041112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:21.041153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:21.041223] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:21.045187] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: DOWN (p=48.42%)
[2025-12-24T20:15:21.045610] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2025-12-24T20:15:21.045774] [INFO ] [sig       ] ACWI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:21.197280] [INFO ] [LOCAL     ] Saved forecast: ACWI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACWI.txt
[2025-12-24T20:15:21.197446] [INFO ] [sig       ] [47/3551] Completed ACWI in 0.4s | 2.85 sym/s | Total: 16.5s | ETA: 20.5m
[2025-12-24T20:15:21.197489] [INFO ] [sig       ] [48/3551] Forecasting ACWX...
[2025-12-24T20:15:21.197519] [INFO ] [sig       ] Generating forecast for: ACWX
[2025-12-24T20:15:21.197551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2025-12-24T20:15:21.210079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2025-12-24T20:15:21.210470] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2025-12-24T20:15:21.211257] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2025-12-24T20:15:21.211309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:21.211341] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:21.211367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:21.211423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:21.269621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:21.270476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:21.270562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:21.270617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:21.394844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:21.395009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:21.395052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:21.395081] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:21.398561] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: DOWN (p=11.87%)
[2025-12-24T20:15:21.398867] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2025-12-24T20:15:21.399003] [INFO ] [sig       ] ACWX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:21.544899] [INFO ] [LOCAL     ] Saved forecast: ACWX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACWX.txt
[2025-12-24T20:15:21.545034] [INFO ] [sig       ] [48/3551] Completed ACWX in 0.3s | 2.85 sym/s | Total: 16.8s | ETA: 20.5m
[2025-12-24T20:15:21.545074] [INFO ] [sig       ] [49/3551] Forecasting ACXP...
[2025-12-24T20:15:21.545103] [INFO ] [sig       ] Generating forecast for: ACXP
[2025-12-24T20:15:21.545132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2025-12-24T20:15:21.557435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2025-12-24T20:15:21.557755] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2025-12-24T20:15:21.558520] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2025-12-24T20:15:21.558592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:21.558626] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:21.558653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:21.558710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:21.615193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:21.615860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:21.615940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:21.615973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:21.730411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:21.730610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:21.730654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:21.730685] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:21.734530] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: DOWN (p=18.64%)
[2025-12-24T20:15:21.735025] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2025-12-24T20:15:21.735156] [INFO ] [sig       ] ACXP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:21.878420] [INFO ] [LOCAL     ] Saved forecast: ACXP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ACXP.txt
[2025-12-24T20:15:21.878556] [INFO ] [sig       ] [49/3551] Completed ACXP in 0.3s | 2.85 sym/s | Total: 17.2s | ETA: 20.4m
[2025-12-24T20:15:21.878615] [INFO ] [sig       ] [50/3551] Forecasting ADBE...
[2025-12-24T20:15:21.878646] [INFO ] [sig       ] Generating forecast for: ADBE
[2025-12-24T20:15:21.878677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2025-12-24T20:15:21.890526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2025-12-24T20:15:21.890850] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2025-12-24T20:15:21.891691] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2025-12-24T20:15:21.891746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:21.891779] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:21.891806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:21.891863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:21.949413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:21.950318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:21.950411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:21.950445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:22.074878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:22.075039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:22.075080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:22.075110] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:22.078705] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: DOWN (p=25.01%)
[2025-12-24T20:15:22.078992] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2025-12-24T20:15:22.079126] [INFO ] [sig       ] ADBE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:22.219950] [INFO ] [LOCAL     ] Saved forecast: ADBE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADBE.txt
[2025-12-24T20:15:22.220099] [INFO ] [sig       ] [50/3551] Completed ADBE in 0.3s | 2.86 sym/s | Total: 17.5s | ETA: 20.4m
[2025-12-24T20:15:22.220140] [INFO ] [sig       ] [51/3551] Forecasting ADC...
[2025-12-24T20:15:22.220169] [INFO ] [sig       ] Generating forecast for: ADC
[2025-12-24T20:15:22.220200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-12-24T20:15:22.236309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2025-12-24T20:15:22.236975] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-12-24T20:15:22.238151] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-12-24T20:15:22.238210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:22.238245] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:22.238274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:22.238332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:22.297934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:22.299150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:22.299257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:22.299291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:22.420624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:22.421080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:22.421129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:22.421160] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:22.425660] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2025-12-24T20:15:22.426176] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-12-24T20:15:22.426321] [INFO ] [sig       ] ADC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:22.572968] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADC.txt
[2025-12-24T20:15:22.573149] [INFO ] [sig       ] [51/3551] Completed ADC in 0.4s | 2.86 sym/s | Total: 17.9s | ETA: 20.4m
[2025-12-24T20:15:22.573192] [INFO ] [sig       ] [52/3551] Forecasting ADEA...
[2025-12-24T20:15:22.573222] [INFO ] [sig       ] Generating forecast for: ADEA
[2025-12-24T20:15:22.573254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2025-12-24T20:15:22.586489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2025-12-24T20:15:22.586944] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2025-12-24T20:15:22.587862] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2025-12-24T20:15:22.587916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:22.587948] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:22.587975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:22.588049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:22.647615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:22.648702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:22.648810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:22.648844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:22.772329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:22.772614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:22.772667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:22.772698] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:22.776524] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: DOWN (p=32.61%)
[2025-12-24T20:15:22.776891] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2025-12-24T20:15:22.777044] [INFO ] [sig       ] ADEA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:22.927029] [INFO ] [LOCAL     ] Saved forecast: ADEA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADEA.txt
[2025-12-24T20:15:22.927243] [INFO ] [sig       ] [52/3551] Completed ADEA in 0.4s | 2.85 sym/s | Total: 18.2s | ETA: 20.4m
[2025-12-24T20:15:22.927288] [INFO ] [sig       ] [53/3551] Forecasting ADI...
[2025-12-24T20:15:22.927320] [INFO ] [sig       ] Generating forecast for: ADI
[2025-12-24T20:15:22.927352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2025-12-24T20:15:22.944851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2025-12-24T20:15:22.945421] [INFO ] [FORECASTER] Starting predict_future for ADI
[2025-12-24T20:15:22.946382] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2025-12-24T20:15:22.946438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:22.946485] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:22.946514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:22.946592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:23.005429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:23.006429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:23.006551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:23.006610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:23.134844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:23.135030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:23.135083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:23.135113] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:23.138670] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: DOWN (p=6.36%)
[2025-12-24T20:15:23.138984] [INFO ] [FORECASTER] Completed predict_future for ADI
[2025-12-24T20:15:23.139126] [INFO ] [sig       ] ADI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:23.285490] [INFO ] [LOCAL     ] Saved forecast: ADI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADI.txt
[2025-12-24T20:15:23.285666] [INFO ] [sig       ] [53/3551] Completed ADI in 0.4s | 2.85 sym/s | Total: 18.6s | ETA: 20.4m
[2025-12-24T20:15:23.285711] [INFO ] [sig       ] [54/3551] Forecasting ADM...
[2025-12-24T20:15:23.285740] [INFO ] [sig       ] Generating forecast for: ADM
[2025-12-24T20:15:23.285770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-12-24T20:15:23.299086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2025-12-24T20:15:23.299495] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-12-24T20:15:23.300303] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-12-24T20:15:23.300358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:23.300389] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:23.300417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:23.300473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:23.359327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:23.360237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:23.360363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:23.360398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:23.493647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:23.493812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:23.493853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:23.493885] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:23.497367] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: DOWN (p=43.10%)
[2025-12-24T20:15:23.497680] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-12-24T20:15:23.497822] [INFO ] [sig       ] ADM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:23.641695] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADM.txt
[2025-12-24T20:15:23.642033] [INFO ] [sig       ] [54/3551] Completed ADM in 0.4s | 2.85 sym/s | Total: 18.9s | ETA: 20.4m
[2025-12-24T20:15:23.642074] [INFO ] [sig       ] [55/3551] Forecasting ADMA...
[2025-12-24T20:15:23.642104] [INFO ] [sig       ] Generating forecast for: ADMA
[2025-12-24T20:15:23.642134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2025-12-24T20:15:23.654794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2025-12-24T20:15:23.655216] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2025-12-24T20:15:23.656022] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2025-12-24T20:15:23.656075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:23.656106] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:23.656132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:23.656188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:23.711994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:23.713065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:23.713155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:23.713187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:23.837267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:23.837428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:23.837469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:23.837498] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:23.840923] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: DOWN (p=10.75%)
[2025-12-24T20:15:23.841204] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2025-12-24T20:15:23.841339] [INFO ] [sig       ] ADMA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:23.982764] [INFO ] [LOCAL     ] Saved forecast: ADMA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADMA.txt
[2025-12-24T20:15:23.982899] [INFO ] [sig       ] [55/3551] Completed ADMA in 0.3s | 2.85 sym/s | Total: 19.3s | ETA: 20.4m
[2025-12-24T20:15:23.982938] [INFO ] [sig       ] [56/3551] Forecasting ADP...
[2025-12-24T20:15:23.982966] [INFO ] [sig       ] Generating forecast for: ADP
[2025-12-24T20:15:23.982996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2025-12-24T20:15:23.995017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2025-12-24T20:15:23.995308] [INFO ] [FORECASTER] Starting predict_future for ADP
[2025-12-24T20:15:23.996084] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2025-12-24T20:15:23.996136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:23.996168] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:23.996194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:23.996250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:24.057448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:24.058422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:24.058524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:24.058561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:24.183474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:24.183660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:24.183704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:24.183733] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:24.187168] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: DOWN (p=4.77%)
[2025-12-24T20:15:24.187446] [INFO ] [FORECASTER] Completed predict_future for ADP
[2025-12-24T20:15:24.187598] [INFO ] [sig       ] ADP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:24.334478] [INFO ] [LOCAL     ] Saved forecast: ADP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADP.txt
[2025-12-24T20:15:24.334634] [INFO ] [sig       ] [56/3551] Completed ADP in 0.4s | 2.85 sym/s | Total: 19.6s | ETA: 20.4m
[2025-12-24T20:15:24.334681] [INFO ] [sig       ] [57/3551] Forecasting ADSE...
[2025-12-24T20:15:24.334711] [INFO ] [sig       ] Generating forecast for: ADSE
[2025-12-24T20:15:24.334740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2025-12-24T20:15:24.348101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2025-12-24T20:15:24.348420] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2025-12-24T20:15:24.349207] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2025-12-24T20:15:24.349259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:24.349292] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:24.349318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:24.349401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:24.406419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:24.407349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:24.407440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:24.407473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:24.526478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:24.526661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:24.526703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:24.526735] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:24.530207] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: DOWN (p=46.31%)
[2025-12-24T20:15:24.530491] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2025-12-24T20:15:24.530657] [INFO ] [sig       ] ADSE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:24.686414] [INFO ] [LOCAL     ] Saved forecast: ADSE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADSE.txt
[2025-12-24T20:15:24.686670] [INFO ] [sig       ] [57/3551] Completed ADSE in 0.4s | 2.85 sym/s | Total: 20.0s | ETA: 20.4m
[2025-12-24T20:15:24.686729] [INFO ] [sig       ] [58/3551] Forecasting ADSK...
[2025-12-24T20:15:24.686764] [INFO ] [sig       ] Generating forecast for: ADSK
[2025-12-24T20:15:24.686795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2025-12-24T20:15:24.699461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2025-12-24T20:15:24.699892] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2025-12-24T20:15:24.700802] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2025-12-24T20:15:24.700869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:24.700916] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:24.700955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:24.701037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:24.763640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:24.764497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:24.764612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:24.764649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:24.890856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:24.891031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:24.891074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:24.891103] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:24.895029] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: DOWN (p=30.20%)
[2025-12-24T20:15:24.895336] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2025-12-24T20:15:24.895496] [INFO ] [sig       ] ADSK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:25.035242] [INFO ] [LOCAL     ] Saved forecast: ADSK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADSK.txt
[2025-12-24T20:15:25.035388] [INFO ] [sig       ] [58/3551] Completed ADSK in 0.3s | 2.85 sym/s | Total: 20.3s | ETA: 20.4m
[2025-12-24T20:15:25.035428] [INFO ] [sig       ] [59/3551] Forecasting ADTN...
[2025-12-24T20:15:25.035457] [INFO ] [sig       ] Generating forecast for: ADTN
[2025-12-24T20:15:25.035487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2025-12-24T20:15:25.054400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2025-12-24T20:15:25.055110] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2025-12-24T20:15:25.056231] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2025-12-24T20:15:25.056302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:25.056338] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:25.056368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:25.056430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:25.118047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:25.119202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:25.119323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:25.119389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:25.247253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:25.247492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:25.247541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:25.247588] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:25.251626] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: DOWN (p=8.11%)
[2025-12-24T20:15:25.251972] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2025-12-24T20:15:25.252126] [INFO ] [sig       ] ADTN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:25.406305] [INFO ] [LOCAL     ] Saved forecast: ADTN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADTN.txt
[2025-12-24T20:15:25.406508] [INFO ] [sig       ] [59/3551] Completed ADTN in 0.4s | 2.85 sym/s | Total: 20.7s | ETA: 20.4m
[2025-12-24T20:15:25.406550] [INFO ] [sig       ] [60/3551] Forecasting ADTX...
[2025-12-24T20:15:25.406602] [INFO ] [sig       ] Generating forecast for: ADTX
[2025-12-24T20:15:25.406636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'.
[2025-12-24T20:15:25.420519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTX'.
[2025-12-24T20:15:25.421067] [INFO ] [FORECASTER] Starting predict_future for ADTX
[2025-12-24T20:15:25.422015] [DEBUG] [LOCAL     ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt
[2025-12-24T20:15:25.422070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:25.422104] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:25.422130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:25.422189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:25.482776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:25.483964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:25.484069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:25.484106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:25.608239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:25.608478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:25.608522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:25.608595] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:25.613192] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: DOWN (p=23.54%)
[2025-12-24T20:15:25.613569] [INFO ] [FORECASTER] Completed predict_future for ADTX
[2025-12-24T20:15:25.613758] [INFO ] [sig       ] ADTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:25.763713] [INFO ] [LOCAL     ] Saved forecast: ADTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADTX.txt
[2025-12-24T20:15:25.763950] [INFO ] [sig       ] [60/3551] Completed ADTX in 0.4s | 2.85 sym/s | Total: 21.1s | ETA: 20.4m
[2025-12-24T20:15:25.763999] [INFO ] [sig       ] [61/3551] Forecasting ADUS...
[2025-12-24T20:15:25.764033] [INFO ] [sig       ] Generating forecast for: ADUS
[2025-12-24T20:15:25.764064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2025-12-24T20:15:25.779822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2025-12-24T20:15:25.780516] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2025-12-24T20:15:25.781563] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2025-12-24T20:15:25.781643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:25.781715] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:25.781745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:25.781806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:25.846944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:25.848280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:25.848406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:25.848445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:25.979231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:25.979492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:25.979538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:25.979586] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:25.984933] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: DOWN (p=44.69%)
[2025-12-24T20:15:25.985306] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2025-12-24T20:15:25.985483] [INFO ] [sig       ] ADUS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:26.141472] [INFO ] [LOCAL     ] Saved forecast: ADUS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADUS.txt
[2025-12-24T20:15:26.141719] [INFO ] [sig       ] [61/3551] Completed ADUS in 0.4s | 2.85 sym/s | Total: 21.4s | ETA: 20.4m
[2025-12-24T20:15:26.141767] [INFO ] [sig       ] [62/3551] Forecasting ADX...
[2025-12-24T20:15:26.141801] [INFO ] [sig       ] Generating forecast for: ADX
[2025-12-24T20:15:26.141836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-12-24T20:15:26.158802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2025-12-24T20:15:26.159522] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-12-24T20:15:26.160741] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-12-24T20:15:26.160809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:26.160853] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:26.160891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:26.160974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:26.234248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:26.235464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:26.235673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:26.235712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:26.370986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:26.371232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:26.371280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:26.371312] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:26.376168] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: DOWN (p=47.53%)
[2025-12-24T20:15:26.376716] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-12-24T20:15:26.376919] [INFO ] [sig       ] ADX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:26.534199] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ADX.txt
[2025-12-24T20:15:26.534427] [INFO ] [sig       ] [62/3551] Completed ADX in 0.4s | 2.84 sym/s | Total: 21.8s | ETA: 20.5m
[2025-12-24T20:15:26.534471] [INFO ] [sig       ] [63/3551] Forecasting AEE...
[2025-12-24T20:15:26.534505] [INFO ] [sig       ] Generating forecast for: AEE
[2025-12-24T20:15:26.534538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-12-24T20:15:26.548783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2025-12-24T20:15:26.549393] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-12-24T20:15:26.550364] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-12-24T20:15:26.550427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:26.550462] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:26.550491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:26.550554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:26.614663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:26.615888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:26.615994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:26.616028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:26.753823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:26.754079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:26.754125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:26.754154] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:26.758670] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: DOWN (p=9.42%)
[2025-12-24T20:15:26.759195] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-12-24T20:15:26.759462] [INFO ] [sig       ] AEE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:26.935313] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AEE.txt
[2025-12-24T20:15:26.935606] [INFO ] [sig       ] [63/3551] Completed AEE in 0.4s | 2.83 sym/s | Total: 22.2s | ETA: 20.5m
[2025-12-24T20:15:26.935667] [INFO ] [sig       ] [64/3551] Forecasting AEFC...
[2025-12-24T20:15:26.935709] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-12-24T20:15:26.935756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-12-24T20:15:26.951672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2025-12-24T20:15:26.952364] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-12-24T20:15:26.953612] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-12-24T20:15:26.953689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:26.953724] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:26.953774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:26.953836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:27.029314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:27.030850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:27.031019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:27.031069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:27.178189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:27.178424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:27.178469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:27.178544] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:27.182764] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=3.30%)
[2025-12-24T20:15:27.183168] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-12-24T20:15:27.183337] [INFO ] [sig       ] AEFC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:27.336148] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AEFC.txt
[2025-12-24T20:15:27.336400] [INFO ] [sig       ] [64/3551] Completed AEFC in 0.4s | 2.83 sym/s | Total: 22.6s | ETA: 20.5m
[2025-12-24T20:15:27.336447] [INFO ] [sig       ] [65/3551] Forecasting AEG...
[2025-12-24T20:15:27.336482] [INFO ] [sig       ] Generating forecast for: AEG
[2025-12-24T20:15:27.336517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-12-24T20:15:27.351144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2025-12-24T20:15:27.351784] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-12-24T20:15:27.352886] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-12-24T20:15:27.352947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:27.352984] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:27.353012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:27.353075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:27.418358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:27.419849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:27.420022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:27.420062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:27.556197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:27.556431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:27.556479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:27.556509] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:27.560850] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: UP (p=87.22%)
[2025-12-24T20:15:27.561314] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-12-24T20:15:27.561496] [INFO ] [sig       ] AEG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:27.719478] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AEG.txt
[2025-12-24T20:15:27.719712] [INFO ] [sig       ] [65/3551] Completed AEG in 0.4s | 2.83 sym/s | Total: 23.0s | ETA: 20.6m
[2025-12-24T20:15:27.719792] [INFO ] [sig       ] [66/3551] Forecasting AEHL...
[2025-12-24T20:15:27.719826] [INFO ] [sig       ] Generating forecast for: AEHL
[2025-12-24T20:15:27.719862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'.
[2025-12-24T20:15:27.735147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEHL'.
[2025-12-24T20:15:27.735826] [INFO ] [FORECASTER] Starting predict_future for AEHL
[2025-12-24T20:15:27.736797] [DEBUG] [LOCAL     ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt
[2025-12-24T20:15:27.736854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:27.736887] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:27.736914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:27.736973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:27.797803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:27.798984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:27.799091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:27.799126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:27.930405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:27.930668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:27.930714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:27.930748] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:27.934979] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: DOWN (p=39.26%)
[2025-12-24T20:15:27.935379] [INFO ] [FORECASTER] Completed predict_future for AEHL
[2025-12-24T20:15:27.935549] [INFO ] [sig       ] AEHL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:28.092326] [INFO ] [LOCAL     ] Saved forecast: AEHL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AEHL.txt
[2025-12-24T20:15:28.092588] [INFO ] [sig       ] [66/3551] Completed AEHL in 0.4s | 2.82 sym/s | Total: 23.4s | ETA: 20.6m
[2025-12-24T20:15:28.092636] [INFO ] [sig       ] [67/3551] Forecasting AEI...
[2025-12-24T20:15:28.092671] [INFO ] [sig       ] Generating forecast for: AEI
[2025-12-24T20:15:28.092713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2025-12-24T20:15:28.106764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2025-12-24T20:15:28.107424] [INFO ] [FORECASTER] Starting predict_future for AEI
[2025-12-24T20:15:28.108443] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2025-12-24T20:15:28.108502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:28.108535] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:28.108563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:28.108660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:28.171789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:28.173323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:28.173459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:28.173506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:28.313599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:28.313867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:28.313919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:28.313951] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:28.318536] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: DOWN (p=49.68%)
[2025-12-24T20:15:28.319007] [INFO ] [FORECASTER] Completed predict_future for AEI
[2025-12-24T20:15:28.319180] [INFO ] [sig       ] AEI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:28.485777] [INFO ] [LOCAL     ] Saved forecast: AEI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AEI.txt
[2025-12-24T20:15:28.485995] [INFO ] [sig       ] [67/3551] Completed AEI in 0.4s | 2.82 sym/s | Total: 23.8s | ETA: 20.6m
[2025-12-24T20:15:28.486041] [INFO ] [sig       ] [68/3551] Forecasting AEIS...
[2025-12-24T20:15:28.486076] [INFO ] [sig       ] Generating forecast for: AEIS
[2025-12-24T20:15:28.486114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2025-12-24T20:15:28.501204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2025-12-24T20:15:28.501897] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2025-12-24T20:15:28.502878] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2025-12-24T20:15:28.502936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:28.502971] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:28.502999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:28.503058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:28.575847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:28.577336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:28.577510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:28.577556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:28.723606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:28.723871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:28.723922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:28.723954] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:28.728798] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: DOWN (p=6.46%)
[2025-12-24T20:15:28.729312] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2025-12-24T20:15:28.729547] [INFO ] [sig       ] AEIS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:28.888969] [INFO ] [LOCAL     ] Saved forecast: AEIS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AEIS.txt
[2025-12-24T20:15:28.889193] [INFO ] [sig       ] [68/3551] Completed AEIS in 0.4s | 2.81 sym/s | Total: 24.2s | ETA: 20.6m
[2025-12-24T20:15:28.889238] [INFO ] [sig       ] [69/3551] Forecasting AEM...
[2025-12-24T20:15:28.889269] [INFO ] [sig       ] Generating forecast for: AEM
[2025-12-24T20:15:28.889303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-12-24T20:15:28.905017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2025-12-24T20:15:28.905641] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-12-24T20:15:28.906669] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-12-24T20:15:28.906750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:28.906785] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:28.906813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:28.906877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:28.969981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:28.971196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:28.971340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:28.971383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:29.108043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:29.108284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:29.108331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:29.108362] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:29.112569] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: DOWN (p=27.40%)
[2025-12-24T20:15:29.112993] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-12-24T20:15:29.113155] [INFO ] [sig       ] AEM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:29.282109] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AEM.txt
[2025-12-24T20:15:29.282341] [INFO ] [sig       ] [69/3551] Completed AEM in 0.4s | 2.81 sym/s | Total: 24.6s | ETA: 20.7m
[2025-12-24T20:15:29.282388] [INFO ] [sig       ] [70/3551] Forecasting AEO...
[2025-12-24T20:15:29.282419] [INFO ] [sig       ] Generating forecast for: AEO
[2025-12-24T20:15:29.282453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-12-24T20:15:29.296914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2025-12-24T20:15:29.297471] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-12-24T20:15:29.298359] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-12-24T20:15:29.298414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:29.298447] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:29.298474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:29.298533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:29.361711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:29.362903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:29.363050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:29.363086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:29.502711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:29.503148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:29.503193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:29.503222] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:29.508009] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: DOWN (p=41.95%)
[2025-12-24T20:15:29.508549] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-12-24T20:15:29.508781] [INFO ] [sig       ] AEO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:29.674843] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AEO.txt
[2025-12-24T20:15:29.675054] [INFO ] [sig       ] [70/3551] Completed AEO in 0.4s | 2.80 sym/s | Total: 25.0s | ETA: 20.7m
[2025-12-24T20:15:29.675098] [INFO ] [sig       ] [71/3551] Forecasting AEP...
[2025-12-24T20:15:29.675131] [INFO ] [sig       ] Generating forecast for: AEP
[2025-12-24T20:15:29.675163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2025-12-24T20:15:29.709279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2025-12-24T20:15:29.709932] [INFO ] [FORECASTER] Starting predict_future for AEP
[2025-12-24T20:15:29.710890] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2025-12-24T20:15:29.710946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:29.710981] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:29.711010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:29.711070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:29.775286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:29.776789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:29.776973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:29.777014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:29.914260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:29.914499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:29.914547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:29.914600] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:29.918869] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: DOWN (p=3.84%)
[2025-12-24T20:15:29.919308] [INFO ] [FORECASTER] Completed predict_future for AEP
[2025-12-24T20:15:29.919511] [INFO ] [sig       ] AEP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:30.083304] [INFO ] [LOCAL     ] Saved forecast: AEP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AEP.txt
[2025-12-24T20:15:30.083537] [INFO ] [sig       ] [71/3551] Completed AEP in 0.4s | 2.80 sym/s | Total: 25.4s | ETA: 20.7m
[2025-12-24T20:15:30.083608] [INFO ] [sig       ] [72/3551] Forecasting AES...
[2025-12-24T20:15:30.083651] [INFO ] [sig       ] Generating forecast for: AES
[2025-12-24T20:15:30.083684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-12-24T20:15:30.099490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2025-12-24T20:15:30.100107] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-12-24T20:15:30.101068] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-12-24T20:15:30.101125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:30.101158] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:30.101184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:30.101243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:30.165068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:30.166338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:30.166457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:30.166493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:30.299681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:30.299923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:30.299971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:30.300001] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:30.304812] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: UP (p=93.79%)
[2025-12-24T20:15:30.305298] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-12-24T20:15:30.305497] [INFO ] [sig       ] AES: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:30.466553] [INFO ] [LOCAL     ] Saved forecast: AES	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AES.txt
[2025-12-24T20:15:30.466788] [INFO ] [sig       ] [72/3551] Completed AES in 0.4s | 2.80 sym/s | Total: 25.8s | ETA: 20.7m
[2025-12-24T20:15:30.466831] [INFO ] [sig       ] [73/3551] Forecasting AESI...
[2025-12-24T20:15:30.466863] [INFO ] [sig       ] Generating forecast for: AESI
[2025-12-24T20:15:30.466894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-12-24T20:15:30.482817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2025-12-24T20:15:30.483407] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-12-24T20:15:30.484374] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-12-24T20:15:30.484431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:30.484465] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:30.484492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:30.484551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:30.547569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:30.548652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:30.548751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:30.548784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:30.666371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:30.666552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:30.666613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:30.666644] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:30.670681] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: UP (p=64.06%)
[2025-12-24T20:15:30.670965] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-12-24T20:15:30.671098] [INFO ] [sig       ] AESI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:30.814790] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AESI.txt
[2025-12-24T20:15:30.815272] [INFO ] [sig       ] [73/3551] Completed AESI in 0.3s | 2.80 sym/s | Total: 26.1s | ETA: 20.7m
[2025-12-24T20:15:30.815328] [INFO ] [sig       ] [74/3551] Forecasting AEVA...
[2025-12-24T20:15:30.815363] [INFO ] [sig       ] Generating forecast for: AEVA
[2025-12-24T20:15:30.815397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2025-12-24T20:15:30.831692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2025-12-24T20:15:30.832232] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2025-12-24T20:15:30.833195] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2025-12-24T20:15:30.833253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:30.833288] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:30.833315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:30.833373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:30.895108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:30.896328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:30.896438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:30.896473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:31.026608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:31.026866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:31.026915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:31.026945] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:31.031606] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: DOWN (p=44.86%)
[2025-12-24T20:15:31.031930] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2025-12-24T20:15:31.032283] [INFO ] [sig       ] AEVA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:31.180866] [INFO ] [LOCAL     ] Saved forecast: AEVA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AEVA.txt
[2025-12-24T20:15:31.181170] [INFO ] [sig       ] [74/3551] Completed AEVA in 0.4s | 2.80 sym/s | Total: 26.5s | ETA: 20.7m
[2025-12-24T20:15:31.181223] [INFO ] [sig       ] [75/3551] Forecasting AEYE...
[2025-12-24T20:15:31.181264] [INFO ] [sig       ] Generating forecast for: AEYE
[2025-12-24T20:15:31.181296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2025-12-24T20:15:31.196336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2025-12-24T20:15:31.196757] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2025-12-24T20:15:31.197725] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2025-12-24T20:15:31.197781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:31.197815] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:31.197841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:31.197902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:31.260699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:31.261808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:31.261912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:31.261946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:31.388974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:31.389238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:31.389285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:31.389314] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:31.393550] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: UP (p=68.49%)
[2025-12-24T20:15:31.393918] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2025-12-24T20:15:31.394068] [INFO ] [sig       ] AEYE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:31.553417] [INFO ] [LOCAL     ] Saved forecast: AEYE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AEYE.txt
[2025-12-24T20:15:31.553717] [INFO ] [sig       ] [75/3551] Completed AEYE in 0.4s | 2.79 sym/s | Total: 26.8s | ETA: 20.7m
[2025-12-24T20:15:31.553781] [INFO ] [sig       ] [76/3551] Forecasting AFB...
[2025-12-24T20:15:31.553825] [INFO ] [sig       ] Generating forecast for: AFB
[2025-12-24T20:15:31.553868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-12-24T20:15:31.571894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2025-12-24T20:15:31.572547] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-12-24T20:15:31.573708] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-12-24T20:15:31.573774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:31.573818] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:31.573847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:31.573926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:31.645927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:31.646961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:31.647060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:31.647095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:31.777814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:31.777984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:31.778035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:31.778066] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:31.782055] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: DOWN (p=41.17%)
[2025-12-24T20:15:31.782365] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-12-24T20:15:31.782515] [INFO ] [sig       ] AFB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:31.929869] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AFB.txt
[2025-12-24T20:15:31.930149] [INFO ] [sig       ] [76/3551] Completed AFB in 0.4s | 2.79 sym/s | Total: 27.2s | ETA: 20.7m
[2025-12-24T20:15:31.930204] [INFO ] [sig       ] [77/3551] Forecasting AFCG...
[2025-12-24T20:15:31.930241] [INFO ] [sig       ] Generating forecast for: AFCG
[2025-12-24T20:15:31.930274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2025-12-24T20:15:31.948114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2025-12-24T20:15:31.948616] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2025-12-24T20:15:31.949697] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2025-12-24T20:15:31.949777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:31.949822] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:31.949861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:31.949941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:32.016268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:32.017216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:32.017314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:32.017348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:32.142172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:32.142334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:32.142379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:32.142409] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:32.145886] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: UP (p=87.05%)
[2025-12-24T20:15:32.146164] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2025-12-24T20:15:32.146293] [INFO ] [sig       ] AFCG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:32.287889] [INFO ] [LOCAL     ] Saved forecast: AFCG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AFCG.txt
[2025-12-24T20:15:32.288211] [INFO ] [sig       ] [77/3551] Completed AFCG in 0.4s | 2.79 sym/s | Total: 27.6s | ETA: 20.7m
[2025-12-24T20:15:32.288251] [INFO ] [sig       ] [78/3551] Forecasting AFG...
[2025-12-24T20:15:32.288282] [INFO ] [sig       ] Generating forecast for: AFG
[2025-12-24T20:15:32.288313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-12-24T20:15:32.301004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2025-12-24T20:15:32.301292] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-12-24T20:15:32.302070] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-12-24T20:15:32.302123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:32.302180] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:32.302208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:32.302265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:32.360132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:32.360930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:32.361016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:32.361050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:32.484945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:32.485130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:32.485179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:32.485209] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:32.489056] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: DOWN (p=1.67%)
[2025-12-24T20:15:32.489339] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-12-24T20:15:32.489501] [INFO ] [sig       ] AFG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:32.637636] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AFG.txt
[2025-12-24T20:15:32.637803] [INFO ] [sig       ] [78/3551] Completed AFG in 0.3s | 2.79 sym/s | Total: 27.9s | ETA: 20.7m
[2025-12-24T20:15:32.637845] [INFO ] [sig       ] [79/3551] Forecasting AFGC...
[2025-12-24T20:15:32.637877] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-12-24T20:15:32.637909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-12-24T20:15:32.650915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFGC'.
[2025-12-24T20:15:32.651278] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-12-24T20:15:32.652080] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-12-24T20:15:32.652132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:32.652164] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:32.652191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:32.652247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:32.723371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:32.724249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:32.724335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:32.724369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:32.831660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:32.831839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:32.831882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:32.831910] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:32.835744] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: DOWN (p=17.38%)
[2025-12-24T20:15:32.836024] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-12-24T20:15:32.836154] [INFO ] [sig       ] AFGC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:32.987951] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AFGC.txt
[2025-12-24T20:15:32.988121] [INFO ] [sig       ] [79/3551] Completed AFGC in 0.4s | 2.79 sym/s | Total: 28.3s | ETA: 20.7m
[2025-12-24T20:15:32.988163] [INFO ] [sig       ] [80/3551] Forecasting AFL...
[2025-12-24T20:15:32.988193] [INFO ] [sig       ] Generating forecast for: AFL
[2025-12-24T20:15:32.988224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-12-24T20:15:33.001397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2025-12-24T20:15:33.001702] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-12-24T20:15:33.002496] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-12-24T20:15:33.002550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:33.002602] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:33.002631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:33.002703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:33.062934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:33.063918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:33.064203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:33.064237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:33.186370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:33.186527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:33.186568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:33.186616] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:33.190028] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2025-12-24T20:15:33.190312] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-12-24T20:15:33.190445] [INFO ] [sig       ] AFL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:33.335767] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AFL.txt
[2025-12-24T20:15:33.335926] [INFO ] [sig       ] [80/3551] Completed AFL in 0.3s | 2.79 sym/s | Total: 28.6s | ETA: 20.7m
[2025-12-24T20:15:33.335973] [INFO ] [sig       ] [81/3551] Forecasting AFRI...
[2025-12-24T20:15:33.336004] [INFO ] [sig       ] Generating forecast for: AFRI
[2025-12-24T20:15:33.336034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2025-12-24T20:15:33.346243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRI'.
[2025-12-24T20:15:33.346484] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2025-12-24T20:15:33.347433] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2025-12-24T20:15:33.347488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:33.347520] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:33.347547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:33.347623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:33.404845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:33.405440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:33.405522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:33.405554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:33.507074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:33.507202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:33.507242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:33.507305] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:33.510650] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: UP (p=80.16%)
[2025-12-24T20:15:33.510920] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2025-12-24T20:15:33.511049] [INFO ] [sig       ] AFRI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:33.651277] [INFO ] [LOCAL     ] Saved forecast: AFRI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AFRI.txt
[2025-12-24T20:15:33.651402] [INFO ] [sig       ] [81/3551] Completed AFRI in 0.3s | 2.80 sym/s | Total: 28.9s | ETA: 20.7m
[2025-12-24T20:15:33.651442] [INFO ] [sig       ] [82/3551] Forecasting AFRM...
[2025-12-24T20:15:33.651472] [INFO ] [sig       ] Generating forecast for: AFRM
[2025-12-24T20:15:33.651502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2025-12-24T20:15:33.667992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2025-12-24T20:15:33.668455] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2025-12-24T20:15:33.669326] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2025-12-24T20:15:33.669407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:33.669441] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:33.669470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:33.669528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:33.739215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:33.740497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:33.740636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:33.740696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:33.868980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:33.869151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:33.869193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:33.869244] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:33.872833] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: DOWN (p=10.68%)
[2025-12-24T20:15:33.873119] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2025-12-24T20:15:33.873269] [INFO ] [sig       ] AFRM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:34.018148] [INFO ] [LOCAL     ] Saved forecast: AFRM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AFRM.txt
[2025-12-24T20:15:34.018313] [INFO ] [sig       ] [82/3551] Completed AFRM in 0.4s | 2.80 sym/s | Total: 29.3s | ETA: 20.7m
[2025-12-24T20:15:34.018353] [INFO ] [sig       ] [83/3551] Forecasting AFYA...
[2025-12-24T20:15:34.018383] [INFO ] [sig       ] Generating forecast for: AFYA
[2025-12-24T20:15:34.018416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2025-12-24T20:15:34.030586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2025-12-24T20:15:34.030978] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2025-12-24T20:15:34.031975] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2025-12-24T20:15:34.032209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:34.032271] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:34.032330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:34.032394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:34.091091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:34.091994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:34.092095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:34.092129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:34.221258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:34.221463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:34.221530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:34.221599] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:34.226293] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: DOWN (p=17.00%)
[2025-12-24T20:15:34.226655] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2025-12-24T20:15:34.226806] [INFO ] [sig       ] AFYA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:34.370963] [INFO ] [LOCAL     ] Saved forecast: AFYA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AFYA.txt
[2025-12-24T20:15:34.371126] [INFO ] [sig       ] [83/3551] Completed AFYA in 0.4s | 2.80 sym/s | Total: 29.7s | ETA: 20.7m
[2025-12-24T20:15:34.371168] [INFO ] [sig       ] [84/3551] Forecasting AG...
[2025-12-24T20:15:34.371198] [INFO ] [sig       ] Generating forecast for: AG
[2025-12-24T20:15:34.371231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-12-24T20:15:34.448662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2025-12-24T20:15:34.449021] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-12-24T20:15:34.449860] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-12-24T20:15:34.449926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:34.449966] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:34.449993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:34.450050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:34.509943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:34.510853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:34.510944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:34.510979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:34.636077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:34.636252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:34.636311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:34.636343] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:34.640221] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: DOWN (p=7.72%)
[2025-12-24T20:15:34.640552] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-12-24T20:15:34.640725] [INFO ] [sig       ] AG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:34.789770] [INFO ] [LOCAL     ] Saved forecast: AG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AG.txt
[2025-12-24T20:15:34.789926] [INFO ] [sig       ] [84/3551] Completed AG in 0.4s | 2.79 sym/s | Total: 30.1s | ETA: 20.7m
[2025-12-24T20:15:34.789967] [INFO ] [sig       ] [85/3551] Forecasting AGCO...
[2025-12-24T20:15:34.789998] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-12-24T20:15:34.790028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-12-24T20:15:34.802407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2025-12-24T20:15:34.802743] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-12-24T20:15:34.803565] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-12-24T20:15:34.803643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:34.803677] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:34.803704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:34.803762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:34.864317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:34.865170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:34.865259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:34.865295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:34.988173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:34.988334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:34.988375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:34.988403] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:34.991904] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-12-24T20:15:34.992190] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-12-24T20:15:34.992323] [INFO ] [sig       ] AGCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:35.132854] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AGCO.txt
[2025-12-24T20:15:35.133008] [INFO ] [sig       ] [85/3551] Completed AGCO in 0.3s | 2.79 sym/s | Total: 30.4s | ETA: 20.7m
[2025-12-24T20:15:35.133049] [INFO ] [sig       ] [86/3551] Forecasting AGD...
[2025-12-24T20:15:35.133079] [INFO ] [sig       ] Generating forecast for: AGD
[2025-12-24T20:15:35.133110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-12-24T20:15:35.145357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2025-12-24T20:15:35.145672] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-12-24T20:15:35.146429] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-12-24T20:15:35.146483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:35.146515] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:35.146542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:35.146616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:35.202657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:35.203468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:35.203563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:35.203616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:35.331131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:35.331328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:35.331370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:35.331405] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:35.335067] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=72.69%)
[2025-12-24T20:15:35.335410] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-12-24T20:15:35.335555] [INFO ] [sig       ] AGD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:35.483542] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AGD.txt
[2025-12-24T20:15:35.483756] [INFO ] [sig       ] [86/3551] Completed AGD in 0.4s | 2.79 sym/s | Total: 30.8s | ETA: 20.7m
[2025-12-24T20:15:35.483804] [INFO ] [sig       ] [87/3551] Forecasting AGEN...
[2025-12-24T20:15:35.483834] [INFO ] [sig       ] Generating forecast for: AGEN
[2025-12-24T20:15:35.483864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2025-12-24T20:15:35.496854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2025-12-24T20:15:35.497257] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2025-12-24T20:15:35.498090] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2025-12-24T20:15:35.498144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:35.498176] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:35.498202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:35.498258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:35.557864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:35.558844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:35.558945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:35.558979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:35.689149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:35.689309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:35.689349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:35.689411] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:35.692974] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: UP (p=91.61%)
[2025-12-24T20:15:35.693279] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2025-12-24T20:15:35.693420] [INFO ] [sig       ] AGEN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:35.838930] [INFO ] [LOCAL     ] Saved forecast: AGEN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AGEN.txt
[2025-12-24T20:15:35.839099] [INFO ] [sig       ] [87/3551] Completed AGEN in 0.4s | 2.80 sym/s | Total: 31.1s | ETA: 20.7m
[2025-12-24T20:15:35.839140] [INFO ] [sig       ] [88/3551] Forecasting AGI...
[2025-12-24T20:15:35.839169] [INFO ] [sig       ] Generating forecast for: AGI
[2025-12-24T20:15:35.839200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-12-24T20:15:35.852253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2025-12-24T20:15:35.852679] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-12-24T20:15:35.853510] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-12-24T20:15:35.853602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:35.853651] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:35.853695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:35.853753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:35.919838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:35.921212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:35.921353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:35.921388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:36.046433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:36.046607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:36.046662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:36.046698] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:36.050198] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-12-24T20:15:36.050486] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-12-24T20:15:36.050648] [INFO ] [sig       ] AGI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:36.201363] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AGI.txt
[2025-12-24T20:15:36.201507] [INFO ] [sig       ] [88/3551] Completed AGI in 0.4s | 2.79 sym/s | Total: 31.5s | ETA: 20.7m
[2025-12-24T20:15:36.201554] [INFO ] [sig       ] [89/3551] Forecasting AGIO...
[2025-12-24T20:15:36.201612] [INFO ] [sig       ] Generating forecast for: AGIO
[2025-12-24T20:15:36.201647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2025-12-24T20:15:36.215462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2025-12-24T20:15:36.215935] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2025-12-24T20:15:36.216754] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2025-12-24T20:15:36.216815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:36.216846] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:36.216874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:36.216933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:36.279099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:36.280237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:36.280357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:36.280391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:36.409300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:36.409495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:36.409539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:36.409569] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:36.413134] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: UP (p=89.16%)
[2025-12-24T20:15:36.413424] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2025-12-24T20:15:36.413560] [INFO ] [sig       ] AGIO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:36.564336] [INFO ] [LOCAL     ] Saved forecast: AGIO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AGIO.txt
[2025-12-24T20:15:36.564496] [INFO ] [sig       ] [89/3551] Completed AGIO in 0.4s | 2.79 sym/s | Total: 31.9s | ETA: 20.7m
[2025-12-24T20:15:36.564538] [INFO ] [sig       ] [90/3551] Forecasting AGM...
[2025-12-24T20:15:36.564567] [INFO ] [sig       ] Generating forecast for: AGM
[2025-12-24T20:15:36.564634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-12-24T20:15:36.577272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2025-12-24T20:15:36.577690] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-12-24T20:15:36.578506] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-12-24T20:15:36.578559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:36.578614] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:36.578642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:36.578698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:36.638537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:36.639462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:36.639552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:36.639605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:36.763126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:36.763288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:36.763329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:36.763357] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:36.766857] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: DOWN (p=25.34%)
[2025-12-24T20:15:36.767322] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-12-24T20:15:36.767457] [INFO ] [sig       ] AGM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:36.940888] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AGM.txt
[2025-12-24T20:15:36.941056] [INFO ] [sig       ] [90/3551] Completed AGM in 0.4s | 2.79 sym/s | Total: 32.2s | ETA: 20.7m
[2025-12-24T20:15:36.941120] [INFO ] [sig       ] [91/3551] Forecasting AGMH...
[2025-12-24T20:15:36.941166] [INFO ] [sig       ] Generating forecast for: AGMH
[2025-12-24T20:15:36.941198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2025-12-24T20:15:36.954744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2025-12-24T20:15:36.955311] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2025-12-24T20:15:36.956170] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2025-12-24T20:15:36.956233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:36.956280] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:36.956324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:36.956393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:37.019901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:37.020736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:37.020826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:37.020861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:37.141538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:37.141707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:37.141750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:37.141780] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:37.145751] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: UP (p=53.33%)
[2025-12-24T20:15:37.146031] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2025-12-24T20:15:37.146346] [INFO ] [sig       ] AGMH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:37.284676] [INFO ] [LOCAL     ] Saved forecast: AGMH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AGMH.txt
[2025-12-24T20:15:37.284844] [INFO ] [sig       ] [91/3551] Completed AGMH in 0.3s | 2.79 sym/s | Total: 32.6s | ETA: 20.6m
[2025-12-24T20:15:37.284886] [INFO ] [sig       ] [92/3551] Forecasting AGNC...
[2025-12-24T20:15:37.284916] [INFO ] [sig       ] Generating forecast for: AGNC
[2025-12-24T20:15:37.284951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2025-12-24T20:15:37.296989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2025-12-24T20:15:37.297313] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2025-12-24T20:15:37.298114] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2025-12-24T20:15:37.298166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:37.298198] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:37.298224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:37.298280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:37.357654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:37.358523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:37.358636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:37.358672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:37.480823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:37.480986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:37.481026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:37.481055] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:37.484640] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: DOWN (p=32.07%)
[2025-12-24T20:15:37.484919] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2025-12-24T20:15:37.485232] [INFO ] [sig       ] AGNC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:37.634030] [INFO ] [LOCAL     ] Saved forecast: AGNC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AGNC.txt
[2025-12-24T20:15:37.634187] [INFO ] [sig       ] [92/3551] Completed AGNC in 0.3s | 2.79 sym/s | Total: 32.9s | ETA: 20.6m
[2025-12-24T20:15:37.634229] [INFO ] [sig       ] [93/3551] Forecasting AGNCL...
[2025-12-24T20:15:37.634259] [INFO ] [sig       ] Generating forecast for: AGNCL
[2025-12-24T20:15:37.634289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2025-12-24T20:15:37.646649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2025-12-24T20:15:37.647054] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2025-12-24T20:15:37.647914] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2025-12-24T20:15:37.647969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:37.648001] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:37.648028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:37.648087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:37.711975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:37.712801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:37.712893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:37.712928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:37.833189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:37.833346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:37.833388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:37.833418] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:37.837107] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: UP (p=63.22%)
[2025-12-24T20:15:37.837392] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2025-12-24T20:15:37.837525] [INFO ] [sig       ] AGNCL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:37.991806] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AGNCL.txt
[2025-12-24T20:15:37.991980] [INFO ] [sig       ] [93/3551] Completed AGNCL in 0.4s | 2.79 sym/s | Total: 33.3s | ETA: 20.6m
[2025-12-24T20:15:37.992026] [INFO ] [sig       ] [94/3551] Forecasting AGNCM...
[2025-12-24T20:15:37.992056] [INFO ] [sig       ] Generating forecast for: AGNCM
[2025-12-24T20:15:37.992088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2025-12-24T20:15:38.003885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2025-12-24T20:15:38.004264] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2025-12-24T20:15:38.005148] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2025-12-24T20:15:38.005203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:38.005238] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:38.005266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:38.005327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:38.068741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:38.069615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:38.069705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:38.069738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:38.186364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:38.186531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:38.186599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:38.186634] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:38.190696] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: DOWN (p=40.90%)
[2025-12-24T20:15:38.191030] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2025-12-24T20:15:38.191378] [INFO ] [sig       ] AGNCM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:38.343526] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AGNCM.txt
[2025-12-24T20:15:38.343728] [INFO ] [sig       ] [94/3551] Completed AGNCM in 0.4s | 2.80 sym/s | Total: 33.6s | ETA: 20.6m
[2025-12-24T20:15:38.343783] [INFO ] [sig       ] [95/3551] Forecasting AGNCN...
[2025-12-24T20:15:38.343824] [INFO ] [sig       ] Generating forecast for: AGNCN
[2025-12-24T20:15:38.343871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2025-12-24T20:15:38.357123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2025-12-24T20:15:38.357509] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2025-12-24T20:15:38.358371] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2025-12-24T20:15:38.358428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:38.358508] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:38.358539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:38.358619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:38.422746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:38.423657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:38.423761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:38.423798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:38.551922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:38.552308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:38.552368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:38.552417] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:38.557099] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: DOWN (p=40.98%)
[2025-12-24T20:15:38.557604] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2025-12-24T20:15:38.557756] [INFO ] [sig       ] AGNCN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:38.714158] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AGNCN.txt
[2025-12-24T20:15:38.714358] [INFO ] [sig       ] [95/3551] Completed AGNCN in 0.4s | 2.79 sym/s | Total: 34.0s | ETA: 20.6m
[2025-12-24T20:15:38.714420] [INFO ] [sig       ] [96/3551] Forecasting AGNCO...
[2025-12-24T20:15:38.714453] [INFO ] [sig       ] Generating forecast for: AGNCO
[2025-12-24T20:15:38.714484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2025-12-24T20:15:38.727188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2025-12-24T20:15:38.727624] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2025-12-24T20:15:38.728732] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2025-12-24T20:15:38.728787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:38.728830] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:38.728870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:38.728939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:38.797308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:38.798239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:38.798342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:38.798390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:38.930737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:38.930914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:38.930978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:38.931016] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:38.934960] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: UP (p=64.17%)
[2025-12-24T20:15:38.935282] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2025-12-24T20:15:38.935422] [INFO ] [sig       ] AGNCO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:39.092525] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AGNCO.txt
[2025-12-24T20:15:39.092709] [INFO ] [sig       ] [96/3551] Completed AGNCO in 0.4s | 2.79 sym/s | Total: 34.4s | ETA: 20.6m
[2025-12-24T20:15:39.092756] [INFO ] [sig       ] [97/3551] Forecasting AGNCP...
[2025-12-24T20:15:39.092795] [INFO ] [sig       ] Generating forecast for: AGNCP
[2025-12-24T20:15:39.092827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2025-12-24T20:15:39.108010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'.
[2025-12-24T20:15:39.108378] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2025-12-24T20:15:39.109224] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2025-12-24T20:15:39.109278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:39.109312] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:39.109339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:39.109424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:39.170341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:39.171411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:39.171503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:39.171564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:39.296327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:39.296484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:39.296524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:39.296553] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:39.300041] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: UP (p=86.02%)
[2025-12-24T20:15:39.300319] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2025-12-24T20:15:39.300452] [INFO ] [sig       ] AGNCP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:39.444425] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AGNCP.txt
[2025-12-24T20:15:39.444557] [INFO ] [sig       ] [97/3551] Completed AGNCP in 0.4s | 2.79 sym/s | Total: 34.7s | ETA: 20.6m
[2025-12-24T20:15:39.444617] [INFO ] [sig       ] [98/3551] Forecasting AGO...
[2025-12-24T20:15:39.444648] [INFO ] [sig       ] Generating forecast for: AGO
[2025-12-24T20:15:39.444679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-12-24T20:15:39.457909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2025-12-24T20:15:39.458270] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-12-24T20:15:39.459056] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-12-24T20:15:39.459108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:39.459140] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:39.459168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:39.459224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:39.516898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:39.517978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:39.518071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:39.518104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:39.637427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:39.637606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:39.637647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:39.637706] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:39.641368] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=32.30%)
[2025-12-24T20:15:39.641666] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-12-24T20:15:39.641797] [INFO ] [sig       ] AGO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:39.788359] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AGO.txt
[2025-12-24T20:15:39.788522] [INFO ] [sig       ] [98/3551] Completed AGO in 0.3s | 2.79 sym/s | Total: 35.1s | ETA: 20.6m
[2025-12-24T20:15:39.788566] [INFO ] [sig       ] [99/3551] Forecasting AGRO...
[2025-12-24T20:15:39.788614] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-12-24T20:15:39.788645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-12-24T20:15:39.801688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2025-12-24T20:15:39.802064] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-12-24T20:15:39.802864] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-12-24T20:15:39.802927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:39.802960] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:39.802998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:39.803056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:39.875680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:39.876609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:39.876697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:39.876730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:39.999469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:39.999653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:39.999696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:39.999725] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:40.003452] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: DOWN (p=34.43%)
[2025-12-24T20:15:40.003839] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-12-24T20:15:40.003987] [INFO ] [sig       ] AGRO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:40.144843] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AGRO.txt
[2025-12-24T20:15:40.145007] [INFO ] [sig       ] [99/3551] Completed AGRO in 0.4s | 2.79 sym/s | Total: 35.4s | ETA: 20.6m
[2025-12-24T20:15:40.145049] [INFO ] [sig       ] [100/3551] Forecasting AGX...
[2025-12-24T20:15:40.145078] [INFO ] [sig       ] Generating forecast for: AGX
[2025-12-24T20:15:40.145108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-12-24T20:15:40.159148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2025-12-24T20:15:40.159635] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-12-24T20:15:40.160497] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-12-24T20:15:40.160553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:40.160610] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:40.160641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:40.160701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:40.218595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:40.219480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:40.219594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:40.219632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:40.339677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:40.339844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:40.339887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:40.339918] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:40.343522] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=70.49%)
[2025-12-24T20:15:40.343831] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-12-24T20:15:40.343971] [INFO ] [sig       ] AGX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:40.485085] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AGX.txt
[2025-12-24T20:15:40.485456] [INFO ] [sig       ] [100/3551] Completed AGX in 0.3s | 2.80 sym/s | Total: 35.8s | ETA: 20.6m
[2025-12-24T20:15:40.485500] [INFO ] [sig       ] [101/3551] Forecasting AGYS...
[2025-12-24T20:15:40.485533] [INFO ] [sig       ] Generating forecast for: AGYS
[2025-12-24T20:15:40.485593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2025-12-24T20:15:40.502826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2025-12-24T20:15:40.503359] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2025-12-24T20:15:40.504617] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2025-12-24T20:15:40.504697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:40.504750] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:40.504798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:40.504891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:40.572846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:40.574006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:40.574103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:40.574139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:40.703991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:40.704210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:40.704268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:40.704304] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:40.710454] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: DOWN (p=3.56%)
[2025-12-24T20:15:40.710895] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2025-12-24T20:15:40.711089] [INFO ] [sig       ] AGYS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:40.866306] [INFO ] [LOCAL     ] Saved forecast: AGYS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AGYS.txt
[2025-12-24T20:15:40.866509] [INFO ] [sig       ] [101/3551] Completed AGYS in 0.4s | 2.79 sym/s | Total: 36.2s | ETA: 20.6m
[2025-12-24T20:15:40.866563] [INFO ] [sig       ] [102/3551] Forecasting AGZD...
[2025-12-24T20:15:40.866619] [INFO ] [sig       ] Generating forecast for: AGZD
[2025-12-24T20:15:40.866659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2025-12-24T20:15:40.878481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2025-12-24T20:15:40.878928] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2025-12-24T20:15:40.879787] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2025-12-24T20:15:40.879842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:40.879873] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:40.879900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:40.879955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:40.936133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:40.937019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:40.937117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:40.937150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:41.050643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:41.050814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:41.050855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:41.050883] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:41.054344] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: DOWN (p=1.03%)
[2025-12-24T20:15:41.054651] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2025-12-24T20:15:41.054791] [INFO ] [sig       ] AGZD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:41.198686] [INFO ] [LOCAL     ] Saved forecast: AGZD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AGZD.txt
[2025-12-24T20:15:41.198852] [INFO ] [sig       ] [102/3551] Completed AGZD in 0.3s | 2.80 sym/s | Total: 36.5s | ETA: 20.6m
[2025-12-24T20:15:41.198894] [INFO ] [sig       ] [103/3551] Forecasting AHCO...
[2025-12-24T20:15:41.198925] [INFO ] [sig       ] Generating forecast for: AHCO
[2025-12-24T20:15:41.198961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2025-12-24T20:15:41.211681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2025-12-24T20:15:41.212157] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2025-12-24T20:15:41.213596] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2025-12-24T20:15:41.213667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:41.213709] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:41.213746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:41.213823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:41.278420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:41.279389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:41.279490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:41.279525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:41.404617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:41.404780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:41.404821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:41.404849] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:41.408323] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: DOWN (p=6.98%)
[2025-12-24T20:15:41.408674] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2025-12-24T20:15:41.408821] [INFO ] [sig       ] AHCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:41.558036] [INFO ] [LOCAL     ] Saved forecast: AHCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AHCO.txt
[2025-12-24T20:15:41.558204] [INFO ] [sig       ] [103/3551] Completed AHCO in 0.4s | 2.80 sym/s | Total: 36.8s | ETA: 20.6m
[2025-12-24T20:15:41.558245] [INFO ] [sig       ] [104/3551] Forecasting AHH...
[2025-12-24T20:15:41.558278] [INFO ] [sig       ] Generating forecast for: AHH
[2025-12-24T20:15:41.558307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-12-24T20:15:41.578557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2025-12-24T20:15:41.579035] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-12-24T20:15:41.579924] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-12-24T20:15:41.579979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:41.580015] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:41.580043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:41.580101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:41.639425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:41.640379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:41.640470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:41.640508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:41.779867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:41.780033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:41.780077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:41.780107] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:41.784041] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: UP (p=87.67%)
[2025-12-24T20:15:41.784554] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-12-24T20:15:41.784720] [INFO ] [sig       ] AHH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:41.955764] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AHH.txt
[2025-12-24T20:15:41.956003] [INFO ] [sig       ] [104/3551] Completed AHH in 0.4s | 2.79 sym/s | Total: 37.2s | ETA: 20.6m
[2025-12-24T20:15:41.956091] [INFO ] [sig       ] [105/3551] Forecasting AI...
[2025-12-24T20:15:41.956154] [INFO ] [sig       ] Generating forecast for: AI
[2025-12-24T20:15:41.956201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-12-24T20:15:41.974826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2025-12-24T20:15:41.975325] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-12-24T20:15:41.976694] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-12-24T20:15:41.976772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:41.976817] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:41.976857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:41.976943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:42.054934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:42.055862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:42.055987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:42.056021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:42.184412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:42.184594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:42.184637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:42.184666] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:42.188065] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: UP (p=95.20%)
[2025-12-24T20:15:42.188349] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-12-24T20:15:42.188483] [INFO ] [sig       ] AI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:42.334973] [INFO ] [LOCAL     ] Saved forecast: AI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AI.txt
[2025-12-24T20:15:42.335141] [INFO ] [sig       ] [105/3551] Completed AI in 0.4s | 2.79 sym/s | Total: 37.6s | ETA: 20.6m
[2025-12-24T20:15:42.335181] [INFO ] [sig       ] [106/3551] Forecasting AIA...
[2025-12-24T20:15:42.335212] [INFO ] [sig       ] Generating forecast for: AIA
[2025-12-24T20:15:42.335244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2025-12-24T20:15:42.346655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2025-12-24T20:15:42.347036] [INFO ] [FORECASTER] Starting predict_future for AIA
[2025-12-24T20:15:42.347883] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2025-12-24T20:15:42.347938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:42.347973] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:42.348002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:42.348061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:42.410310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:42.411407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:42.411507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:42.411540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:42.539647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:42.539817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:42.539860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:42.539890] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:42.543558] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-12-24T20:15:42.543919] [INFO ] [FORECASTER] Completed predict_future for AIA
[2025-12-24T20:15:42.544072] [INFO ] [sig       ] AIA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:42.695334] [INFO ] [LOCAL     ] Saved forecast: AIA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AIA.txt
[2025-12-24T20:15:42.695503] [INFO ] [sig       ] [106/3551] Completed AIA in 0.4s | 2.79 sym/s | Total: 38.0s | ETA: 20.6m
[2025-12-24T20:15:42.695544] [INFO ] [sig       ] [107/3551] Forecasting AIFF...
[2025-12-24T20:15:42.695597] [INFO ] [sig       ] Generating forecast for: AIFF
[2025-12-24T20:15:42.695629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'.
[2025-12-24T20:15:42.707724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIFF'.
[2025-12-24T20:15:42.708144] [INFO ] [FORECASTER] Starting predict_future for AIFF
[2025-12-24T20:15:42.708963] [DEBUG] [LOCAL     ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt
[2025-12-24T20:15:42.709019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:42.709052] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:42.709079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:42.709135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:42.765941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:42.766843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:42.766934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:42.766967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:42.894336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:42.894499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:42.894542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:42.894590] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:42.898485] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: DOWN (p=5.63%)
[2025-12-24T20:15:42.898787] [INFO ] [FORECASTER] Completed predict_future for AIFF
[2025-12-24T20:15:42.898924] [INFO ] [sig       ] AIFF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:43.040078] [INFO ] [LOCAL     ] Saved forecast: AIFF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AIFF.txt
[2025-12-24T20:15:43.040219] [INFO ] [sig       ] [107/3551] Completed AIFF in 0.3s | 2.79 sym/s | Total: 38.3s | ETA: 20.6m
[2025-12-24T20:15:43.040258] [INFO ] [sig       ] [108/3551] Forecasting AIG...
[2025-12-24T20:15:43.040287] [INFO ] [sig       ] Generating forecast for: AIG
[2025-12-24T20:15:43.040317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-12-24T20:15:43.052766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIG'.
[2025-12-24T20:15:43.053073] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-12-24T20:15:43.053889] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-12-24T20:15:43.053943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:43.053975] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:43.054003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:43.054060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:43.110357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:43.111283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:43.111374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:43.111407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:43.242179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:43.242355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:43.242398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:43.242430] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:43.245817] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2025-12-24T20:15:43.246095] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-12-24T20:15:43.246226] [INFO ] [sig       ] AIG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:43.390198] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AIG.txt
[2025-12-24T20:15:43.390371] [INFO ] [sig       ] [108/3551] Completed AIG in 0.4s | 2.79 sym/s | Total: 38.7s | ETA: 20.6m
[2025-12-24T20:15:43.390412] [INFO ] [sig       ] [109/3551] Forecasting AIMD...
[2025-12-24T20:15:43.390441] [INFO ] [sig       ] Generating forecast for: AIMD
[2025-12-24T20:15:43.390472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2025-12-24T20:15:43.401793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2025-12-24T20:15:43.402129] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2025-12-24T20:15:43.402948] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2025-12-24T20:15:43.403002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:43.403035] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:43.403064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:43.403125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:43.459960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:43.460657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:43.460739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:43.460772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:43.575262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:43.575416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:43.575457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:43.575486] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:43.579019] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: UP (p=93.56%)
[2025-12-24T20:15:43.579510] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2025-12-24T20:15:43.579660] [INFO ] [sig       ] AIMD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:43.722417] [INFO ] [LOCAL     ] Saved forecast: AIMD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AIMD.txt
[2025-12-24T20:15:43.722555] [INFO ] [sig       ] [109/3551] Completed AIMD in 0.3s | 2.79 sym/s | Total: 39.0s | ETA: 20.5m
[2025-12-24T20:15:43.722615] [INFO ] [sig       ] [110/3551] Forecasting AIO...
[2025-12-24T20:15:43.722645] [INFO ] [sig       ] Generating forecast for: AIO
[2025-12-24T20:15:43.722675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-12-24T20:15:43.734712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2025-12-24T20:15:43.735070] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-12-24T20:15:43.735917] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-12-24T20:15:43.735977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:43.736024] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:43.736065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:43.736125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:43.800949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:43.801705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:43.801792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:43.801829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:43.928563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:43.928737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:43.928785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:43.928821] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:43.932456] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: DOWN (p=11.55%)
[2025-12-24T20:15:43.932774] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-12-24T20:15:43.932932] [INFO ] [sig       ] AIO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:44.087084] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AIO.txt
[2025-12-24T20:15:44.087267] [INFO ] [sig       ] [110/3551] Completed AIO in 0.4s | 2.79 sym/s | Total: 39.4s | ETA: 20.5m
[2025-12-24T20:15:44.087316] [INFO ] [sig       ] [111/3551] Forecasting AIP...
[2025-12-24T20:15:44.087361] [INFO ] [sig       ] Generating forecast for: AIP
[2025-12-24T20:15:44.087396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2025-12-24T20:15:44.099870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2025-12-24T20:15:44.100223] [INFO ] [FORECASTER] Starting predict_future for AIP
[2025-12-24T20:15:44.101072] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2025-12-24T20:15:44.101127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:44.101171] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:44.101203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:44.101259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:44.162821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:44.163644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:44.163743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:44.163778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:44.290971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:44.291132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:44.291183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:44.291213] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:44.294856] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: UP (p=72.44%)
[2025-12-24T20:15:44.295152] [INFO ] [FORECASTER] Completed predict_future for AIP
[2025-12-24T20:15:44.295295] [INFO ] [sig       ] AIP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:44.450068] [INFO ] [LOCAL     ] Saved forecast: AIP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AIP.txt
[2025-12-24T20:15:44.450218] [INFO ] [sig       ] [111/3551] Completed AIP in 0.4s | 2.79 sym/s | Total: 39.7s | ETA: 20.5m
[2025-12-24T20:15:44.450263] [INFO ] [sig       ] [112/3551] Forecasting AIPI...
[2025-12-24T20:15:44.450293] [INFO ] [sig       ] Generating forecast for: AIPI
[2025-12-24T20:15:44.450322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2025-12-24T20:15:44.462152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2025-12-24T20:15:44.462478] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2025-12-24T20:15:44.463555] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2025-12-24T20:15:44.463635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:44.463704] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:44.463745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:44.463808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:44.526182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:44.526909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:44.526996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:44.527030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:44.654622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:44.654774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:44.654815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:44.654845] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:44.658701] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: UP (p=71.76%)
[2025-12-24T20:15:44.659004] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2025-12-24T20:15:44.659145] [INFO ] [sig       ] AIPI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:44.814146] [INFO ] [LOCAL     ] Saved forecast: AIPI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AIPI.txt
[2025-12-24T20:15:44.814308] [INFO ] [sig       ] [112/3551] Completed AIPI in 0.4s | 2.79 sym/s | Total: 40.1s | ETA: 20.5m
[2025-12-24T20:15:44.814352] [INFO ] [sig       ] [113/3551] Forecasting AIQ...
[2025-12-24T20:15:44.814387] [INFO ] [sig       ] Generating forecast for: AIQ
[2025-12-24T20:15:44.814428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2025-12-24T20:15:44.826542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2025-12-24T20:15:44.826896] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2025-12-24T20:15:44.827772] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2025-12-24T20:15:44.827834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:44.827868] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:44.827897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:44.827967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:44.893603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:44.894460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:44.894552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:44.894604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:45.023761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:45.023914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:45.023956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:45.023984] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:45.027713] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: UP (p=55.69%)
[2025-12-24T20:15:45.027995] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2025-12-24T20:15:45.028172] [INFO ] [sig       ] AIQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:45.177332] [INFO ] [LOCAL     ] Saved forecast: AIQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AIQ.txt
[2025-12-24T20:15:45.177704] [INFO ] [sig       ] [113/3551] Completed AIQ in 0.4s | 2.79 sym/s | Total: 40.5s | ETA: 20.5m
[2025-12-24T20:15:45.177750] [INFO ] [sig       ] [114/3551] Forecasting AIRG...
[2025-12-24T20:15:45.177781] [INFO ] [sig       ] Generating forecast for: AIRG
[2025-12-24T20:15:45.177812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2025-12-24T20:15:45.190074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2025-12-24T20:15:45.190426] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2025-12-24T20:15:45.191273] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2025-12-24T20:15:45.191327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:45.191548] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:45.191592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:45.191663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:45.252277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:45.253017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:45.253115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:45.253155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:45.368403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:45.368554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:45.368613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:45.368646] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:45.372289] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: UP (p=56.03%)
[2025-12-24T20:15:45.372618] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2025-12-24T20:15:45.372772] [INFO ] [sig       ] AIRG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:45.515780] [INFO ] [LOCAL     ] Saved forecast: AIRG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AIRG.txt
[2025-12-24T20:15:45.515904] [INFO ] [sig       ] [114/3551] Completed AIRG in 0.3s | 2.79 sym/s | Total: 40.8s | ETA: 20.5m
[2025-12-24T20:15:45.515943] [INFO ] [sig       ] [115/3551] Forecasting AIRJ...
[2025-12-24T20:15:45.515972] [INFO ] [sig       ] Generating forecast for: AIRJ
[2025-12-24T20:15:45.516002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2025-12-24T20:15:45.527813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2025-12-24T20:15:45.528112] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2025-12-24T20:15:45.529014] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2025-12-24T20:15:45.529067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:45.529097] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:45.529123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:45.529178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:45.586606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:45.587235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:45.587317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:45.587349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:45.712462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:45.712651] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-24T20:15:45.712693] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:45.712758] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:45.717552] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2025-12-24T20:15:45.717891] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2025-12-24T20:15:45.718034] [INFO ] [sig       ] AIRJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:45.875856] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AIRJ.txt
[2025-12-24T20:15:45.876017] [INFO ] [sig       ] [115/3551] Completed AIRJ in 0.4s | 2.79 sym/s | Total: 41.2s | ETA: 20.5m
[2025-12-24T20:15:45.876070] [INFO ] [sig       ] [116/3551] Forecasting AIRS...
[2025-12-24T20:15:45.876102] [INFO ] [sig       ] Generating forecast for: AIRS
[2025-12-24T20:15:45.876132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2025-12-24T20:15:45.889703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2025-12-24T20:15:45.890059] [INFO ] [FORECASTER] Starting predict_future for AIRS
[2025-12-24T20:15:45.891103] [DEBUG] [LOCAL     ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt
[2025-12-24T20:15:45.891162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:45.891194] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:45.891222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:45.891279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:45.948980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:45.949822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:45.949911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:45.949945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:46.071897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:46.072053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:46.072093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:46.072122] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:46.075965] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: DOWN (p=7.73%)
[2025-12-24T20:15:46.076243] [INFO ] [FORECASTER] Completed predict_future for AIRS
[2025-12-24T20:15:46.076561] [INFO ] [sig       ] AIRS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:46.216539] [INFO ] [LOCAL     ] Saved forecast: AIRS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AIRS.txt
[2025-12-24T20:15:46.216699] [INFO ] [sig       ] [116/3551] Completed AIRS in 0.3s | 2.79 sym/s | Total: 41.5s | ETA: 20.5m
[2025-12-24T20:15:46.216741] [INFO ] [sig       ] [117/3551] Forecasting AISP...
[2025-12-24T20:15:46.216771] [INFO ] [sig       ] Generating forecast for: AISP
[2025-12-24T20:15:46.216801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2025-12-24T20:15:46.228875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2025-12-24T20:15:46.229237] [INFO ] [FORECASTER] Starting predict_future for AISP
[2025-12-24T20:15:46.230077] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2025-12-24T20:15:46.230130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:46.230161] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:46.230187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:46.230243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:46.290844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:46.291971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:46.292060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:46.292092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:46.422396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:46.422604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:46.422647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:46.422677] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:46.426307] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: UP (p=77.42%)
[2025-12-24T20:15:46.426623] [INFO ] [FORECASTER] Completed predict_future for AISP
[2025-12-24T20:15:46.426813] [INFO ] [sig       ] AISP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:46.571557] [INFO ] [LOCAL     ] Saved forecast: AISP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AISP.txt
[2025-12-24T20:15:46.571740] [INFO ] [sig       ] [117/3551] Completed AISP in 0.4s | 2.80 sym/s | Total: 41.9s | ETA: 20.5m
[2025-12-24T20:15:46.571782] [INFO ] [sig       ] [118/3551] Forecasting AIZN...
[2025-12-24T20:15:46.571812] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-12-24T20:15:46.571843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-12-24T20:15:46.585046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2025-12-24T20:15:46.585348] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-12-24T20:15:46.586150] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-12-24T20:15:46.586204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:46.586237] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:46.586263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:46.586318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:46.643083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:46.644022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:46.644116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:46.644149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:46.768931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:46.769162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:46.769231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:46.769285] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:46.774795] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: DOWN (p=1.43%)
[2025-12-24T20:15:46.775268] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-12-24T20:15:46.775478] [INFO ] [sig       ] AIZN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:46.961507] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AIZN.txt
[2025-12-24T20:15:46.961849] [INFO ] [sig       ] [118/3551] Completed AIZN in 0.4s | 2.79 sym/s | Total: 42.2s | ETA: 20.5m
[2025-12-24T20:15:46.961899] [INFO ] [sig       ] [119/3551] Forecasting AJG...
[2025-12-24T20:15:46.961944] [INFO ] [sig       ] Generating forecast for: AJG
[2025-12-24T20:15:46.961997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-12-24T20:15:46.980149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2025-12-24T20:15:46.980689] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-12-24T20:15:46.981839] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-12-24T20:15:46.981906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:46.981943] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:46.981973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:46.982032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:47.044903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:47.045891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:47.046034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:47.046071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:47.191355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:47.191536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:47.191599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:47.191657] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:47.197066] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: DOWN (p=3.49%)
[2025-12-24T20:15:47.197624] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-12-24T20:15:47.197834] [INFO ] [sig       ] AJG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:47.413714] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AJG.txt
[2025-12-24T20:15:47.413958] [INFO ] [sig       ] [119/3551] Completed AJG in 0.5s | 2.79 sym/s | Total: 42.7s | ETA: 20.5m
[2025-12-24T20:15:47.414030] [INFO ] [sig       ] [120/3551] Forecasting AKAM...
[2025-12-24T20:15:47.414085] [INFO ] [sig       ] Generating forecast for: AKAM
[2025-12-24T20:15:47.414138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2025-12-24T20:15:47.432154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKAM'.
[2025-12-24T20:15:47.433729] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2025-12-24T20:15:47.435507] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2025-12-24T20:15:47.435625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:47.435684] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:47.435733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:47.435827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:47.517242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:47.518461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:47.518602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:47.518649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:47.683084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:47.683260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:47.683304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:47.683333] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:47.687364] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: DOWN (p=2.41%)
[2025-12-24T20:15:47.687715] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2025-12-24T20:15:47.687865] [INFO ] [sig       ] AKAM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:47.871808] [INFO ] [LOCAL     ] Saved forecast: AKAM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AKAM.txt
[2025-12-24T20:15:47.872032] [INFO ] [sig       ] [120/3551] Completed AKAM in 0.5s | 2.78 sym/s | Total: 43.2s | ETA: 20.6m
[2025-12-24T20:15:47.872089] [INFO ] [sig       ] [121/3551] Forecasting AKBA...
[2025-12-24T20:15:47.872133] [INFO ] [sig       ] Generating forecast for: AKBA
[2025-12-24T20:15:47.872173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2025-12-24T20:15:47.898249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2025-12-24T20:15:47.899031] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2025-12-24T20:15:47.900323] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2025-12-24T20:15:47.900387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:47.900422] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:47.900449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:47.900508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:47.966824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:47.968646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:47.968943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:47.968982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:48.107022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:48.107200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:48.107244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:48.107273] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:48.110961] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: UP (p=97.51%)
[2025-12-24T20:15:48.111273] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2025-12-24T20:15:48.111417] [INFO ] [sig       ] AKBA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:48.265481] [INFO ] [LOCAL     ] Saved forecast: AKBA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AKBA.txt
[2025-12-24T20:15:48.265671] [INFO ] [sig       ] [121/3551] Completed AKBA in 0.4s | 2.78 sym/s | Total: 43.6s | ETA: 20.6m
[2025-12-24T20:15:48.265715] [INFO ] [sig       ] [122/3551] Forecasting AL...
[2025-12-24T20:15:48.265747] [INFO ] [sig       ] Generating forecast for: AL
[2025-12-24T20:15:48.265777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-12-24T20:15:48.279511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2025-12-24T20:15:48.280062] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-12-24T20:15:48.281183] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-12-24T20:15:48.281255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:48.281299] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:48.281340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:48.281406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:48.355372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:48.356412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:48.356570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:48.356652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:48.485560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:48.485748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:48.485791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:48.485822] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:48.489591] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: DOWN (p=27.61%)
[2025-12-24T20:15:48.489964] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-12-24T20:15:48.490116] [INFO ] [sig       ] AL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:48.636084] [INFO ] [LOCAL     ] Saved forecast: AL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AL.txt
[2025-12-24T20:15:48.636267] [INFO ] [sig       ] [122/3551] Completed AL in 0.4s | 2.78 sym/s | Total: 43.9s | ETA: 20.6m
[2025-12-24T20:15:48.636312] [INFO ] [sig       ] [123/3551] Forecasting ALAB...
[2025-12-24T20:15:48.636345] [INFO ] [sig       ] Generating forecast for: ALAB
[2025-12-24T20:15:48.636377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2025-12-24T20:15:48.651005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2025-12-24T20:15:48.651441] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2025-12-24T20:15:48.652362] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2025-12-24T20:15:48.652431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:48.652473] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:48.652528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:48.652626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:48.732778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:48.733680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:48.733782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:48.733831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:48.889917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:48.890079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:48.890121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:48.890152] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:48.893676] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: UP (p=89.96%)
[2025-12-24T20:15:48.893991] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2025-12-24T20:15:48.894134] [INFO ] [sig       ] ALAB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:49.048034] [INFO ] [LOCAL     ] Saved forecast: ALAB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ALAB.txt
[2025-12-24T20:15:49.048201] [INFO ] [sig       ] [123/3551] Completed ALAB in 0.4s | 2.77 sym/s | Total: 44.3s | ETA: 20.6m
[2025-12-24T20:15:49.048244] [INFO ] [sig       ] [124/3551] Forecasting ALB...
[2025-12-24T20:15:49.048277] [INFO ] [sig       ] Generating forecast for: ALB
[2025-12-24T20:15:49.048308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-12-24T20:15:49.060424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2025-12-24T20:15:49.060832] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-12-24T20:15:49.061666] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-12-24T20:15:49.061724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:49.061756] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:49.061783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:49.061841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:49.125126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:49.126092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:49.126211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:49.126263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:49.259337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:49.259540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:49.259599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:49.259632] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:49.263143] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=35.37%)
[2025-12-24T20:15:49.263470] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-12-24T20:15:49.263662] [INFO ] [sig       ] ALB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:49.411489] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALB.txt
[2025-12-24T20:15:49.411672] [INFO ] [sig       ] [124/3551] Completed ALB in 0.4s | 2.77 sym/s | Total: 44.7s | ETA: 20.6m
[2025-12-24T20:15:49.411716] [INFO ] [sig       ] [125/3551] Forecasting ALC...
[2025-12-24T20:15:49.411747] [INFO ] [sig       ] Generating forecast for: ALC
[2025-12-24T20:15:49.411777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-12-24T20:15:49.423099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2025-12-24T20:15:49.423464] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-12-24T20:15:49.424385] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-12-24T20:15:49.424441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:49.424474] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:49.424502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:49.424559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:49.484141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:49.485095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:49.485199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:49.485233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:49.606593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:49.606752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:49.606794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:49.606823] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:49.610261] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: DOWN (p=3.71%)
[2025-12-24T20:15:49.610548] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-12-24T20:15:49.610704] [INFO ] [sig       ] ALC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:49.748790] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALC.txt
[2025-12-24T20:15:49.748984] [INFO ] [sig       ] [125/3551] Completed ALC in 0.3s | 2.78 sym/s | Total: 45.0s | ETA: 20.6m
[2025-12-24T20:15:49.749026] [INFO ] [sig       ] [126/3551] Forecasting ALCO...
[2025-12-24T20:15:49.749057] [INFO ] [sig       ] Generating forecast for: ALCO
[2025-12-24T20:15:49.749087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2025-12-24T20:15:49.760608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2025-12-24T20:15:49.760940] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2025-12-24T20:15:49.761728] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2025-12-24T20:15:49.761782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:49.761815] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:49.761841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:49.761898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:49.817729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:49.818608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:49.818699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:49.818732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:49.942013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:49.942145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:49.942188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:49.942217] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:49.945543] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: UP (p=70.84%)
[2025-12-24T20:15:49.945831] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2025-12-24T20:15:49.945959] [INFO ] [sig       ] ALCO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:50.088198] [INFO ] [LOCAL     ] Saved forecast: ALCO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ALCO.txt
[2025-12-24T20:15:50.088359] [INFO ] [sig       ] [126/3551] Completed ALCO in 0.3s | 2.78 sym/s | Total: 45.4s | ETA: 20.6m
[2025-12-24T20:15:50.088398] [INFO ] [sig       ] [127/3551] Forecasting ALDX...
[2025-12-24T20:15:50.088428] [INFO ] [sig       ] Generating forecast for: ALDX
[2025-12-24T20:15:50.088466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2025-12-24T20:15:50.099805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2025-12-24T20:15:50.100137] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2025-12-24T20:15:50.100928] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2025-12-24T20:15:50.100981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:50.101013] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:50.101040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:50.101096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:50.156101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:50.156919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:50.157003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:50.157036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:50.277414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:50.277588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:50.277631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:50.277659] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:50.281053] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: DOWN (p=23.56%)
[2025-12-24T20:15:50.281327] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2025-12-24T20:15:50.281454] [INFO ] [sig       ] ALDX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:50.419399] [INFO ] [LOCAL     ] Saved forecast: ALDX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALDX.txt
[2025-12-24T20:15:50.419532] [INFO ] [sig       ] [127/3551] Completed ALDX in 0.3s | 2.78 sym/s | Total: 45.7s | ETA: 20.5m
[2025-12-24T20:15:50.419588] [INFO ] [sig       ] [128/3551] Forecasting ALEX...
[2025-12-24T20:15:50.419622] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-12-24T20:15:50.419662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-12-24T20:15:50.430951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2025-12-24T20:15:50.431252] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-12-24T20:15:50.432025] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-12-24T20:15:50.432079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:50.432112] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:50.432139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:50.432196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:50.487488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:50.488128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:50.488210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:50.488243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:50.613222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:50.613376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:50.613417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:50.613447] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:50.617001] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=12.18%)
[2025-12-24T20:15:50.617284] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-12-24T20:15:50.617412] [INFO ] [sig       ] ALEX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:50.765873] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALEX.txt
[2025-12-24T20:15:50.766037] [INFO ] [sig       ] [128/3551] Completed ALEX in 0.3s | 2.78 sym/s | Total: 46.1s | ETA: 20.5m
[2025-12-24T20:15:50.766093] [INFO ] [sig       ] [129/3551] Forecasting ALG...
[2025-12-24T20:15:50.766126] [INFO ] [sig       ] Generating forecast for: ALG
[2025-12-24T20:15:50.766157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-12-24T20:15:50.779752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2025-12-24T20:15:50.780122] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-12-24T20:15:50.780951] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-12-24T20:15:50.781006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:50.781065] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:50.781094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:50.781151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:50.840963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:50.841837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:50.841928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:50.841963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:50.964218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:50.964379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:50.964422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:50.964450] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:50.967996] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=10.63%)
[2025-12-24T20:15:50.968288] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-12-24T20:15:50.968422] [INFO ] [sig       ] ALG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:51.134874] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALG.txt
[2025-12-24T20:15:51.135033] [INFO ] [sig       ] [129/3551] Completed ALG in 0.4s | 2.78 sym/s | Total: 46.4s | ETA: 20.5m
[2025-12-24T20:15:51.135075] [INFO ] [sig       ] [130/3551] Forecasting ALGM...
[2025-12-24T20:15:51.135105] [INFO ] [sig       ] Generating forecast for: ALGM
[2025-12-24T20:15:51.135136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2025-12-24T20:15:51.147475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2025-12-24T20:15:51.147826] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2025-12-24T20:15:51.148659] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2025-12-24T20:15:51.148715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:51.148747] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:51.148774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:51.148830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:51.206634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:51.207352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:51.207437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:51.207471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:51.332123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:51.332284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:51.332326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:51.332356] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:51.335883] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: DOWN (p=13.80%)
[2025-12-24T20:15:51.336166] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2025-12-24T20:15:51.336304] [INFO ] [sig       ] ALGM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:51.548876] [INFO ] [LOCAL     ] Saved forecast: ALGM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALGM.txt
[2025-12-24T20:15:51.549039] [INFO ] [sig       ] [130/3551] Completed ALGM in 0.4s | 2.78 sym/s | Total: 46.8s | ETA: 20.5m
[2025-12-24T20:15:51.549082] [INFO ] [sig       ] [131/3551] Forecasting ALGN...
[2025-12-24T20:15:51.549112] [INFO ] [sig       ] Generating forecast for: ALGN
[2025-12-24T20:15:51.549143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2025-12-24T20:15:51.563723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2025-12-24T20:15:51.564179] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2025-12-24T20:15:51.565142] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2025-12-24T20:15:51.565213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:51.565263] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:51.565304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:51.565392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:51.640543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:51.641425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:51.641523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:51.641558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:51.785840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:51.786004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:51.786046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:51.786075] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:51.789658] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: UP (p=81.93%)
[2025-12-24T20:15:51.789971] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2025-12-24T20:15:51.790110] [INFO ] [sig       ] ALGN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:51.938704] [INFO ] [LOCAL     ] Saved forecast: ALGN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ALGN.txt
[2025-12-24T20:15:51.938876] [INFO ] [sig       ] [131/3551] Completed ALGN in 0.4s | 2.77 sym/s | Total: 47.2s | ETA: 20.5m
[2025-12-24T20:15:51.938918] [INFO ] [sig       ] [132/3551] Forecasting ALGS...
[2025-12-24T20:15:51.938949] [INFO ] [sig       ] Generating forecast for: ALGS
[2025-12-24T20:15:51.938980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2025-12-24T20:15:51.952068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2025-12-24T20:15:51.952421] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2025-12-24T20:15:51.953214] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2025-12-24T20:15:51.953278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:51.953317] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:51.953349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:51.953417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:52.009897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:52.010786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:52.010877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:52.010910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:52.134758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:52.134918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:52.134957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:52.135415] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:52.138865] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: UP (p=81.03%)
[2025-12-24T20:15:52.139139] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2025-12-24T20:15:52.139271] [INFO ] [sig       ] ALGS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:52.280987] [INFO ] [LOCAL     ] Saved forecast: ALGS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ALGS.txt
[2025-12-24T20:15:52.281151] [INFO ] [sig       ] [132/3551] Completed ALGS in 0.3s | 2.77 sym/s | Total: 47.6s | ETA: 20.5m
[2025-12-24T20:15:52.281194] [INFO ] [sig       ] [133/3551] Forecasting ALHC...
[2025-12-24T20:15:52.281224] [INFO ] [sig       ] Generating forecast for: ALHC
[2025-12-24T20:15:52.281255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2025-12-24T20:15:52.294017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2025-12-24T20:15:52.294436] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2025-12-24T20:15:52.295276] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2025-12-24T20:15:52.295332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:52.295366] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:52.295393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:52.295450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:52.362975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:52.364115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:52.364244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:52.364294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:52.484610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:52.484776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:52.484818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:52.484847] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:52.488466] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: UP (p=91.41%)
[2025-12-24T20:15:52.488828] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2025-12-24T20:15:52.488976] [INFO ] [sig       ] ALHC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:52.628181] [INFO ] [LOCAL     ] Saved forecast: ALHC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ALHC.txt
[2025-12-24T20:15:52.628333] [INFO ] [sig       ] [133/3551] Completed ALHC in 0.3s | 2.78 sym/s | Total: 47.9s | ETA: 20.5m
[2025-12-24T20:15:52.628372] [INFO ] [sig       ] [134/3551] Forecasting ALK...
[2025-12-24T20:15:52.628402] [INFO ] [sig       ] Generating forecast for: ALK
[2025-12-24T20:15:52.628432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-12-24T20:15:52.640745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2025-12-24T20:15:52.641026] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-12-24T20:15:52.641810] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-12-24T20:15:52.641863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:52.641895] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:52.641921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:52.641988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:52.698404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:52.699220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:52.699302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:52.699336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:52.832218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:52.832369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:52.832408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:52.832438] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:52.836166] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=66.55%)
[2025-12-24T20:15:52.836521] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-12-24T20:15:52.836696] [INFO ] [sig       ] ALK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:52.980319] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ALK.txt
[2025-12-24T20:15:52.980688] [INFO ] [sig       ] [134/3551] Completed ALK in 0.4s | 2.78 sym/s | Total: 48.3s | ETA: 20.5m
[2025-12-24T20:15:52.980733] [INFO ] [sig       ] [135/3551] Forecasting ALKS...
[2025-12-24T20:15:52.980762] [INFO ] [sig       ] Generating forecast for: ALKS
[2025-12-24T20:15:52.980793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2025-12-24T20:15:52.992498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2025-12-24T20:15:52.992882] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2025-12-24T20:15:52.993665] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2025-12-24T20:15:52.993718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:52.993749] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:52.993775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:52.993830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:53.063309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:53.064379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:53.064490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:53.064532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:53.191235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:53.191403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:53.191444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:53.191473] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:53.195074] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: DOWN (p=49.33%)
[2025-12-24T20:15:53.195431] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2025-12-24T20:15:53.195593] [INFO ] [sig       ] ALKS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:53.347589] [INFO ] [LOCAL     ] Saved forecast: ALKS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALKS.txt
[2025-12-24T20:15:53.347752] [INFO ] [sig       ] [135/3551] Completed ALKS in 0.4s | 2.78 sym/s | Total: 48.6s | ETA: 20.5m
[2025-12-24T20:15:53.347793] [INFO ] [sig       ] [136/3551] Forecasting ALL...
[2025-12-24T20:15:53.347823] [INFO ] [sig       ] Generating forecast for: ALL
[2025-12-24T20:15:53.347852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-12-24T20:15:53.364349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2025-12-24T20:15:53.365046] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-12-24T20:15:53.366399] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-12-24T20:15:53.366709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:53.366766] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:53.366808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:53.366894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:53.440780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:53.441730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:53.441821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:53.441855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:53.562370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:53.562528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:53.562568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:53.562616] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:53.566028] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: DOWN (p=6.72%)
[2025-12-24T20:15:53.566360] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-12-24T20:15:53.566496] [INFO ] [sig       ] ALL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:53.711359] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALL.txt
[2025-12-24T20:15:53.711517] [INFO ] [sig       ] [136/3551] Completed ALL in 0.4s | 2.78 sym/s | Total: 49.0s | ETA: 20.5m
[2025-12-24T20:15:53.711558] [INFO ] [sig       ] [137/3551] Forecasting ALLE...
[2025-12-24T20:15:53.711637] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-12-24T20:15:53.711670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-12-24T20:15:53.723592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLE'.
[2025-12-24T20:15:53.723958] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-12-24T20:15:53.724739] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-12-24T20:15:53.724791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:53.724823] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:53.724850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:53.724906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:53.780608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:53.781412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:53.781497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:53.781530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:53.897244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:53.897390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:53.897430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:53.897458] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:53.900762] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=6.31%)
[2025-12-24T20:15:53.901029] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-12-24T20:15:53.901154] [INFO ] [sig       ] ALLE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:54.040537] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALLE.txt
[2025-12-24T20:15:54.040692] [INFO ] [sig       ] [137/3551] Completed ALLE in 0.3s | 2.78 sym/s | Total: 49.3s | ETA: 20.5m
[2025-12-24T20:15:54.040732] [INFO ] [sig       ] [138/3551] Forecasting ALLO...
[2025-12-24T20:15:54.040761] [INFO ] [sig       ] Generating forecast for: ALLO
[2025-12-24T20:15:54.040791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2025-12-24T20:15:54.052104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2025-12-24T20:15:54.052428] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2025-12-24T20:15:54.053195] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2025-12-24T20:15:54.053247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:54.053279] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:54.053306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:54.053363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:54.109895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:54.110672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:54.110759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:54.110800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:54.230919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:54.231084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:54.231123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:54.231151] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:54.234736] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2025-12-24T20:15:54.235091] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2025-12-24T20:15:54.235232] [INFO ] [sig       ] ALLO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:54.378305] [INFO ] [LOCAL     ] Saved forecast: ALLO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALLO.txt
[2025-12-24T20:15:54.378461] [INFO ] [sig       ] [138/3551] Completed ALLO in 0.3s | 2.78 sym/s | Total: 49.7s | ETA: 20.5m
[2025-12-24T20:15:54.378501] [INFO ] [sig       ] [139/3551] Forecasting ALLY...
[2025-12-24T20:15:54.378530] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-12-24T20:15:54.378560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-12-24T20:15:54.390266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2025-12-24T20:15:54.390654] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-12-24T20:15:54.391450] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-12-24T20:15:54.391504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:54.391537] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:54.391565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:54.391642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:54.450094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:54.451085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:54.451238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:54.451293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:54.584708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:54.584876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:54.584925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:54.584969] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:54.588744] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-12-24T20:15:54.589077] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-12-24T20:15:54.589234] [INFO ] [sig       ] ALLY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:54.740135] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALLY.txt
[2025-12-24T20:15:54.740292] [INFO ] [sig       ] [139/3551] Completed ALLY in 0.4s | 2.78 sym/s | Total: 50.0s | ETA: 20.5m
[2025-12-24T20:15:54.740334] [INFO ] [sig       ] [140/3551] Forecasting ALMS...
[2025-12-24T20:15:54.740364] [INFO ] [sig       ] Generating forecast for: ALMS
[2025-12-24T20:15:54.740394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2025-12-24T20:15:54.752061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALMS'.
[2025-12-24T20:15:54.752462] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2025-12-24T20:15:54.753326] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2025-12-24T20:15:54.753386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:54.753418] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:54.753446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:54.753503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:54.809599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:54.810459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:54.810550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:54.810601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:54.936383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:54.936543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:54.936601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:54.936632] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:54.940035] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: DOWN (p=23.55%)
[2025-12-24T20:15:54.940319] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2025-12-24T20:15:54.940452] [INFO ] [sig       ] ALMS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:55.080594] [INFO ] [LOCAL     ] Saved forecast: ALMS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALMS.txt
[2025-12-24T20:15:55.080764] [INFO ] [sig       ] [140/3551] Completed ALMS in 0.3s | 2.78 sym/s | Total: 50.4s | ETA: 20.5m
[2025-12-24T20:15:55.080807] [INFO ] [sig       ] [141/3551] Forecasting ALNY...
[2025-12-24T20:15:55.080838] [INFO ] [sig       ] Generating forecast for: ALNY
[2025-12-24T20:15:55.080870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2025-12-24T20:15:55.098843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2025-12-24T20:15:55.099221] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2025-12-24T20:15:55.100048] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2025-12-24T20:15:55.100102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:55.100133] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:55.100160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:55.100216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:55.155653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:55.156422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:55.156506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:55.156539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:55.280307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:55.280470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:55.280513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:55.280542] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:55.284254] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: UP (p=99.02%)
[2025-12-24T20:15:55.284598] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2025-12-24T20:15:55.284758] [INFO ] [sig       ] ALNY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:55.461725] [INFO ] [LOCAL     ] Saved forecast: ALNY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ALNY.txt
[2025-12-24T20:15:55.461887] [INFO ] [sig       ] [141/3551] Completed ALNY in 0.4s | 2.78 sym/s | Total: 50.7s | ETA: 20.5m
[2025-12-24T20:15:55.461929] [INFO ] [sig       ] [142/3551] Forecasting ALRM...
[2025-12-24T20:15:55.461960] [INFO ] [sig       ] Generating forecast for: ALRM
[2025-12-24T20:15:55.461990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2025-12-24T20:15:55.473993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2025-12-24T20:15:55.474407] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2025-12-24T20:15:55.475391] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2025-12-24T20:15:55.475448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:55.475482] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:55.475510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:55.475566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:55.537201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:55.538163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:55.538253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:55.538287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:55.683552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:55.683731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:55.683785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:55.683822] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:55.687408] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: UP (p=94.32%)
[2025-12-24T20:15:55.687728] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2025-12-24T20:15:55.687869] [INFO ] [sig       ] ALRM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:55.835601] [INFO ] [LOCAL     ] Saved forecast: ALRM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ALRM.txt
[2025-12-24T20:15:55.835787] [INFO ] [sig       ] [142/3551] Completed ALRM in 0.4s | 2.78 sym/s | Total: 51.1s | ETA: 20.5m
[2025-12-24T20:15:55.835831] [INFO ] [sig       ] [143/3551] Forecasting ALRS...
[2025-12-24T20:15:55.835862] [INFO ] [sig       ] Generating forecast for: ALRS
[2025-12-24T20:15:55.835900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2025-12-24T20:15:55.848259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2025-12-24T20:15:55.848596] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2025-12-24T20:15:55.849466] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2025-12-24T20:15:55.849525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:55.849588] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:55.849622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:55.849682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:55.910467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:55.911160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:55.911242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:55.911275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:56.027354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:56.027535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:56.027592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:56.027625] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:56.031009] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=19.90%)
[2025-12-24T20:15:56.031276] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2025-12-24T20:15:56.031403] [INFO ] [sig       ] ALRS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:56.171977] [INFO ] [LOCAL     ] Saved forecast: ALRS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALRS.txt
[2025-12-24T20:15:56.172111] [INFO ] [sig       ] [143/3551] Completed ALRS in 0.3s | 2.78 sym/s | Total: 51.5s | ETA: 20.4m
[2025-12-24T20:15:56.172152] [INFO ] [sig       ] [144/3551] Forecasting ALSN...
[2025-12-24T20:15:56.172180] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-12-24T20:15:56.172209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-12-24T20:15:56.184141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2025-12-24T20:15:56.184460] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-12-24T20:15:56.185241] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-12-24T20:15:56.185295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:56.185327] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:56.185354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:56.185408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:56.241306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:56.242050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:56.242137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:56.242170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:56.359927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:56.360090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:56.360130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:56.360158] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:56.364067] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: DOWN (p=12.35%)
[2025-12-24T20:15:56.364358] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-12-24T20:15:56.364489] [INFO ] [sig       ] ALSN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:56.504923] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALSN.txt
[2025-12-24T20:15:56.505088] [INFO ] [sig       ] [144/3551] Completed ALSN in 0.3s | 2.78 sym/s | Total: 51.8s | ETA: 20.4m
[2025-12-24T20:15:56.505132] [INFO ] [sig       ] [145/3551] Forecasting ALTG...
[2025-12-24T20:15:56.505166] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-12-24T20:15:56.505208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-12-24T20:15:56.516296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTG'.
[2025-12-24T20:15:56.516635] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-12-24T20:15:56.517386] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-12-24T20:15:56.517440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:56.517472] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:56.517499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:56.517556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:56.575833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:56.576717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:56.576816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:56.576851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:56.700138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:56.700299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:56.700341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:56.700373] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:56.704082] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: UP (p=81.04%)
[2025-12-24T20:15:56.704421] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-12-24T20:15:56.704591] [INFO ] [sig       ] ALTG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:56.851627] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ALTG.txt
[2025-12-24T20:15:56.851797] [INFO ] [sig       ] [145/3551] Completed ALTG in 0.3s | 2.78 sym/s | Total: 52.1s | ETA: 20.4m
[2025-12-24T20:15:56.851839] [INFO ] [sig       ] [146/3551] Forecasting ALTI...
[2025-12-24T20:15:56.851869] [INFO ] [sig       ] Generating forecast for: ALTI
[2025-12-24T20:15:56.851898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2025-12-24T20:15:56.863046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTI'.
[2025-12-24T20:15:56.863430] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2025-12-24T20:15:56.864252] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2025-12-24T20:15:56.864308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:56.864371] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:56.864401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:56.864459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:56.922065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:56.922960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:56.923048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:56.923082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:57.044552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:57.044723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:57.044764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:57.044792] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:57.048168] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: DOWN (p=4.86%)
[2025-12-24T20:15:57.048447] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2025-12-24T20:15:57.048599] [INFO ] [sig       ] ALTI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:57.200158] [INFO ] [LOCAL     ] Saved forecast: ALTI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALTI.txt
[2025-12-24T20:15:57.200321] [INFO ] [sig       ] [146/3551] Completed ALTI in 0.3s | 2.78 sym/s | Total: 52.5s | ETA: 20.4m
[2025-12-24T20:15:57.200368] [INFO ] [sig       ] [147/3551] Forecasting ALTS...
[2025-12-24T20:15:57.200403] [INFO ] [sig       ] Generating forecast for: ALTS
[2025-12-24T20:15:57.200442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2025-12-24T20:15:57.212369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2025-12-24T20:15:57.212774] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2025-12-24T20:15:57.213826] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2025-12-24T20:15:57.213888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:57.213943] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:57.213984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:57.214050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:57.280981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:57.281936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:57.282048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:57.282083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:57.420413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:57.420587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:57.420643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:57.420684] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:57.424568] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: DOWN (p=14.88%)
[2025-12-24T20:15:57.424895] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2025-12-24T20:15:57.425034] [INFO ] [sig       ] ALTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:57.581655] [INFO ] [LOCAL     ] Saved forecast: ALTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALTS.txt
[2025-12-24T20:15:57.581838] [INFO ] [sig       ] [147/3551] Completed ALTS in 0.4s | 2.78 sym/s | Total: 52.9s | ETA: 20.4m
[2025-12-24T20:15:57.581880] [INFO ] [sig       ] [148/3551] Forecasting ALTY...
[2025-12-24T20:15:57.581922] [INFO ] [sig       ] Generating forecast for: ALTY
[2025-12-24T20:15:57.581963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2025-12-24T20:15:57.595355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2025-12-24T20:15:57.595751] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2025-12-24T20:15:57.596628] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2025-12-24T20:15:57.596691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:57.596727] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:57.596754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:57.596811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:57.661107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:57.662183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:57.662270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:57.662313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:57.776606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:57.776760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:57.776808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:57.776847] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:57.780894] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: DOWN (p=23.55%)
[2025-12-24T20:15:57.781197] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2025-12-24T20:15:57.781335] [INFO ] [sig       ] ALTY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:57.934732] [INFO ] [LOCAL     ] Saved forecast: ALTY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALTY.txt
[2025-12-24T20:15:57.934878] [INFO ] [sig       ] [148/3551] Completed ALTY in 0.4s | 2.78 sym/s | Total: 53.2s | ETA: 20.4m
[2025-12-24T20:15:57.934926] [INFO ] [sig       ] [149/3551] Forecasting ALVO...
[2025-12-24T20:15:57.934970] [INFO ] [sig       ] Generating forecast for: ALVO
[2025-12-24T20:15:57.935006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2025-12-24T20:15:57.947367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2025-12-24T20:15:57.947700] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2025-12-24T20:15:57.948548] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2025-12-24T20:15:57.948620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:57.948654] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:57.948681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:57.948736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:58.011973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:58.012699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:58.012781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:58.012814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:58.143987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:58.144132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:58.144172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:58.144232] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:58.147906] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: DOWN (p=1.94%)
[2025-12-24T20:15:58.148197] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2025-12-24T20:15:58.148340] [INFO ] [sig       ] ALVO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:58.287389] [INFO ] [LOCAL     ] Saved forecast: ALVO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALVO.txt
[2025-12-24T20:15:58.287528] [INFO ] [sig       ] [149/3551] Completed ALVO in 0.4s | 2.78 sym/s | Total: 53.6s | ETA: 20.4m
[2025-12-24T20:15:58.287767] [INFO ] [sig       ] [150/3551] Forecasting ALX...
[2025-12-24T20:15:58.287800] [INFO ] [sig       ] Generating forecast for: ALX
[2025-12-24T20:15:58.287830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-12-24T20:15:58.299999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2025-12-24T20:15:58.300309] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-12-24T20:15:58.301303] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-12-24T20:15:58.301356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:58.301389] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:58.301418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:58.301473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:58.359622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:58.360367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:58.360454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:58.360488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:58.471484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:58.471645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:58.471686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:58.471714] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:58.475006] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: UP (p=96.44%)
[2025-12-24T20:15:58.475278] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-12-24T20:15:58.475402] [INFO ] [sig       ] ALX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:15:58.615419] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ALX.txt
[2025-12-24T20:15:58.615558] [INFO ] [sig       ] [150/3551] Completed ALX in 0.3s | 2.78 sym/s | Total: 53.9s | ETA: 20.4m
[2025-12-24T20:15:58.615620] [INFO ] [sig       ] [151/3551] Forecasting ALXO...
[2025-12-24T20:15:58.615651] [INFO ] [sig       ] Generating forecast for: ALXO
[2025-12-24T20:15:58.615682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2025-12-24T20:15:58.627704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2025-12-24T20:15:58.628044] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2025-12-24T20:15:58.628892] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2025-12-24T20:15:58.628946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:58.628977] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:58.629003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:58.629072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:58.691609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:58.692302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:58.692389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:58.692425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:58.819057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:58.819208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:58.819249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:58.819280] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:58.823424] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=7.61%)
[2025-12-24T20:15:58.823949] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2025-12-24T20:15:58.824088] [INFO ] [sig       ] ALXO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:58.974062] [INFO ] [LOCAL     ] Saved forecast: ALXO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALXO.txt
[2025-12-24T20:15:58.974199] [INFO ] [sig       ] [151/3551] Completed ALXO in 0.4s | 2.78 sym/s | Total: 54.3s | ETA: 20.4m
[2025-12-24T20:15:58.974240] [INFO ] [sig       ] [152/3551] Forecasting ALZN...
[2025-12-24T20:15:58.974269] [INFO ] [sig       ] Generating forecast for: ALZN
[2025-12-24T20:15:58.974298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2025-12-24T20:15:58.985247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2025-12-24T20:15:58.985564] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2025-12-24T20:15:58.986357] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2025-12-24T20:15:58.986410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:58.986442] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:58.986469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:58.986524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:59.042994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:59.043858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:59.043944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:59.043975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:59.165846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:59.166010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:59.166053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:59.166082] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:59.169632] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: DOWN (p=37.74%)
[2025-12-24T20:15:59.169925] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2025-12-24T20:15:59.170075] [INFO ] [sig       ] ALZN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:59.314098] [INFO ] [LOCAL     ] Saved forecast: ALZN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ALZN.txt
[2025-12-24T20:15:59.314254] [INFO ] [sig       ] [152/3551] Completed ALZN in 0.3s | 2.78 sym/s | Total: 54.6s | ETA: 20.3m
[2025-12-24T20:15:59.314296] [INFO ] [sig       ] [153/3551] Forecasting AM...
[2025-12-24T20:15:59.314326] [INFO ] [sig       ] Generating forecast for: AM
[2025-12-24T20:15:59.314357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-12-24T20:15:59.325547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2025-12-24T20:15:59.325819] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-12-24T20:15:59.326563] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-12-24T20:15:59.326635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:59.326667] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:59.326694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:59.326749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:59.384301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:59.385152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:59.385245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:59.385278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:59.502632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:59.502791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:59.502831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:59.502859] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:59.506182] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: DOWN (p=12.68%)
[2025-12-24T20:15:59.506453] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-12-24T20:15:59.506589] [INFO ] [sig       ] AM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:59.649199] [INFO ] [LOCAL     ] Saved forecast: AM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AM.txt
[2025-12-24T20:15:59.649369] [INFO ] [sig       ] [153/3551] Completed AM in 0.3s | 2.79 sym/s | Total: 54.9s | ETA: 20.3m
[2025-12-24T20:15:59.649415] [INFO ] [sig       ] [154/3551] Forecasting AMAL...
[2025-12-24T20:15:59.649445] [INFO ] [sig       ] Generating forecast for: AMAL
[2025-12-24T20:15:59.649475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2025-12-24T20:15:59.660694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2025-12-24T20:15:59.661056] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2025-12-24T20:15:59.661883] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2025-12-24T20:15:59.661938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:59.661970] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:59.661997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:59.662053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:15:59.718820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:15:59.719685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:15:59.719770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:15:59.719804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:15:59.842085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:15:59.842247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:15:59.842304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:15:59.842334] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:15:59.845753] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: DOWN (p=41.58%)
[2025-12-24T20:15:59.846028] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2025-12-24T20:15:59.846151] [INFO ] [sig       ] AMAL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:15:59.986087] [INFO ] [LOCAL     ] Saved forecast: AMAL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMAL.txt
[2025-12-24T20:15:59.986241] [INFO ] [sig       ] [154/3551] Completed AMAL in 0.3s | 2.79 sym/s | Total: 55.3s | ETA: 20.3m
[2025-12-24T20:15:59.986282] [INFO ] [sig       ] [155/3551] Forecasting AMBA...
[2025-12-24T20:15:59.986314] [INFO ] [sig       ] Generating forecast for: AMBA
[2025-12-24T20:15:59.986344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2025-12-24T20:15:59.997480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2025-12-24T20:15:59.997877] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2025-12-24T20:15:59.998664] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2025-12-24T20:15:59.998717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:15:59.998747] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:15:59.998774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:15:59.998829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:00.055486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:00.056350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:00.056434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:00.056467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:00.181390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:00.181551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:00.181612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:00.181643] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:00.185071] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: UP (p=69.60%)
[2025-12-24T20:16:00.185366] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2025-12-24T20:16:00.185497] [INFO ] [sig       ] AMBA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:00.334881] [INFO ] [LOCAL     ] Saved forecast: AMBA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AMBA.txt
[2025-12-24T20:16:00.335012] [INFO ] [sig       ] [155/3551] Completed AMBA in 0.3s | 2.79 sym/s | Total: 55.6s | ETA: 20.3m
[2025-12-24T20:16:00.335051] [INFO ] [sig       ] [156/3551] Forecasting AMBP...
[2025-12-24T20:16:00.335081] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-12-24T20:16:00.335111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-12-24T20:16:00.347496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2025-12-24T20:16:00.347858] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-12-24T20:16:00.348720] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-12-24T20:16:00.348775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:00.348806] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:00.348834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:00.348893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:00.413503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:00.414240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:00.414923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:00.414963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:00.539676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:00.539828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:00.539867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:00.539896] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:00.543415] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=99.61%)
[2025-12-24T20:16:00.543717] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-12-24T20:16:00.543846] [INFO ] [sig       ] AMBP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:00.681414] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AMBP.txt
[2025-12-24T20:16:00.681533] [INFO ] [sig       ] [156/3551] Completed AMBP in 0.3s | 2.79 sym/s | Total: 56.0s | ETA: 20.3m
[2025-12-24T20:16:00.681763] [INFO ] [sig       ] [157/3551] Forecasting AMC...
[2025-12-24T20:16:00.681796] [INFO ] [sig       ] Generating forecast for: AMC
[2025-12-24T20:16:00.681827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-12-24T20:16:00.696354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2025-12-24T20:16:00.696701] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-12-24T20:16:00.697452] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-12-24T20:16:00.697504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:00.697536] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:00.697562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:00.697640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:00.754674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:00.755274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:00.755357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:00.755389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:00.873543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:00.873692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:00.873729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:00.873756] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:00.877123] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-12-24T20:16:00.877385] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-12-24T20:16:00.877510] [INFO ] [sig       ] AMC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:01.022520] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMC.txt
[2025-12-24T20:16:01.022670] [INFO ] [sig       ] [157/3551] Completed AMC in 0.3s | 2.79 sym/s | Total: 56.3s | ETA: 20.3m
[2025-12-24T20:16:01.022905] [INFO ] [sig       ] [158/3551] Forecasting AMCX...
[2025-12-24T20:16:01.022934] [INFO ] [sig       ] Generating forecast for: AMCX
[2025-12-24T20:16:01.022964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2025-12-24T20:16:01.035457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2025-12-24T20:16:01.035935] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2025-12-24T20:16:01.036702] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2025-12-24T20:16:01.036754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:01.036795] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:01.036822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:01.036879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:01.092842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:01.093421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:01.093522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:01.093559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:01.207872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:01.208000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:01.208037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:01.208065] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:01.211293] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: DOWN (p=42.94%)
[2025-12-24T20:16:01.211560] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2025-12-24T20:16:01.211701] [INFO ] [sig       ] AMCX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:01.357004] [INFO ] [LOCAL     ] Saved forecast: AMCX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMCX.txt
[2025-12-24T20:16:01.357172] [INFO ] [sig       ] [158/3551] Completed AMCX in 0.3s | 2.79 sym/s | Total: 56.6s | ETA: 20.3m
[2025-12-24T20:16:01.357214] [INFO ] [sig       ] [159/3551] Forecasting AMD...
[2025-12-24T20:16:01.357247] [INFO ] [sig       ] Generating forecast for: AMD
[2025-12-24T20:16:01.357290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2025-12-24T20:16:01.370387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2025-12-24T20:16:01.370738] [INFO ] [FORECASTER] Starting predict_future for AMD
[2025-12-24T20:16:01.371621] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2025-12-24T20:16:01.371676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:01.371710] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:01.371741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:01.371821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:01.432866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:01.433522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:01.433622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:01.433659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:01.565210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:01.565386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:01.565434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:01.565466] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:01.569143] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: UP (p=83.43%)
[2025-12-24T20:16:01.569477] [INFO ] [FORECASTER] Completed predict_future for AMD
[2025-12-24T20:16:01.569647] [INFO ] [sig       ] AMD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:01.727378] [INFO ] [LOCAL     ] Saved forecast: AMD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AMD.txt
[2025-12-24T20:16:01.727624] [INFO ] [sig       ] [159/3551] Completed AMD in 0.4s | 2.79 sym/s | Total: 57.0s | ETA: 20.3m
[2025-12-24T20:16:01.727686] [INFO ] [sig       ] [160/3551] Forecasting AMDL...
[2025-12-24T20:16:01.727737] [INFO ] [sig       ] Generating forecast for: AMDL
[2025-12-24T20:16:01.727782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2025-12-24T20:16:01.740314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2025-12-24T20:16:01.740787] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2025-12-24T20:16:01.741675] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2025-12-24T20:16:01.741729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:01.741763] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:01.741791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:01.741849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:01.806412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:01.807351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:01.807439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:01.807474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:01.946972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:01.947145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:01.947189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:01.947221] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:01.950788] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: DOWN (p=38.58%)
[2025-12-24T20:16:01.951087] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2025-12-24T20:16:01.951219] [INFO ] [sig       ] AMDL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:02.090070] [INFO ] [LOCAL     ] Saved forecast: AMDL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMDL.txt
[2025-12-24T20:16:02.090231] [INFO ] [sig       ] [160/3551] Completed AMDL in 0.4s | 2.79 sym/s | Total: 57.4s | ETA: 20.3m
[2025-12-24T20:16:02.090273] [INFO ] [sig       ] [161/3551] Forecasting AME...
[2025-12-24T20:16:02.090302] [INFO ] [sig       ] Generating forecast for: AME
[2025-12-24T20:16:02.090332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-12-24T20:16:02.101847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2025-12-24T20:16:02.102174] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-12-24T20:16:02.102953] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-12-24T20:16:02.103006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:02.103036] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:02.103063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:02.103119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:02.157919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:02.158807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:02.158893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:02.158925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:02.278091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:02.278356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:02.278395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:02.278424] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:02.281818] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2025-12-24T20:16:02.282099] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-12-24T20:16:02.282225] [INFO ] [sig       ] AME: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:02.421059] [INFO ] [LOCAL     ] Saved forecast: AME	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AME.txt
[2025-12-24T20:16:02.421201] [INFO ] [sig       ] [161/3551] Completed AME in 0.3s | 2.79 sym/s | Total: 57.7s | ETA: 20.3m
[2025-12-24T20:16:02.421241] [INFO ] [sig       ] [162/3551] Forecasting AMG...
[2025-12-24T20:16:02.421277] [INFO ] [sig       ] Generating forecast for: AMG
[2025-12-24T20:16:02.421309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-12-24T20:16:02.432739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2025-12-24T20:16:02.433093] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-12-24T20:16:02.433875] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-12-24T20:16:02.433928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:02.433959] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:02.433986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:02.434042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:02.492644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:02.493541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:02.493663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:02.493699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:02.606167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:02.606323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:02.606362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:02.606392] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:02.609761] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=65.53%)
[2025-12-24T20:16:02.610024] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-12-24T20:16:02.610144] [INFO ] [sig       ] AMG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:02.753071] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AMG.txt
[2025-12-24T20:16:02.753230] [INFO ] [sig       ] [162/3551] Completed AMG in 0.3s | 2.79 sym/s | Total: 58.0s | ETA: 20.2m
[2025-12-24T20:16:02.753273] [INFO ] [sig       ] [163/3551] Forecasting AMGN...
[2025-12-24T20:16:02.753302] [INFO ] [sig       ] Generating forecast for: AMGN
[2025-12-24T20:16:02.753332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2025-12-24T20:16:02.766067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2025-12-24T20:16:02.766452] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2025-12-24T20:16:02.767223] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2025-12-24T20:16:02.767276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:02.767351] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:02.767379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:02.767435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:02.825546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:02.826604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:02.826694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:02.826728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:02.944752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:02.945100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:02.945138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:02.945167] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:02.948606] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: UP (p=67.40%)
[2025-12-24T20:16:02.949111] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2025-12-24T20:16:02.949243] [INFO ] [sig       ] AMGN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:03.093097] [INFO ] [LOCAL     ] Saved forecast: AMGN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AMGN.txt
[2025-12-24T20:16:03.093259] [INFO ] [sig       ] [163/3551] Completed AMGN in 0.3s | 2.79 sym/s | Total: 58.4s | ETA: 20.2m
[2025-12-24T20:16:03.093300] [INFO ] [sig       ] [164/3551] Forecasting AMH...
[2025-12-24T20:16:03.093331] [INFO ] [sig       ] Generating forecast for: AMH
[2025-12-24T20:16:03.093360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-12-24T20:16:03.104514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2025-12-24T20:16:03.105095] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-12-24T20:16:03.105885] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-12-24T20:16:03.105938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:03.105969] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:03.105996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:03.106052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:03.162537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:03.163389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:03.163479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:03.163511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:03.287222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:03.287383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:03.287423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:03.287452] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:03.290949] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: DOWN (p=3.37%)
[2025-12-24T20:16:03.291247] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-12-24T20:16:03.291380] [INFO ] [sig       ] AMH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:03.437812] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMH.txt
[2025-12-24T20:16:03.437972] [INFO ] [sig       ] [164/3551] Completed AMH in 0.3s | 2.79 sym/s | Total: 58.7s | ETA: 20.2m
[2025-12-24T20:16:03.438013] [INFO ] [sig       ] [165/3551] Forecasting AMLX...
[2025-12-24T20:16:03.438042] [INFO ] [sig       ] Generating forecast for: AMLX
[2025-12-24T20:16:03.438073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2025-12-24T20:16:03.449529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2025-12-24T20:16:03.449916] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2025-12-24T20:16:03.450696] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2025-12-24T20:16:03.450748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:03.450780] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:03.450807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:03.450864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:03.506264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:03.507159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:03.507246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:03.507279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:03.623161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:03.623330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:03.623369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:03.623415] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:03.626879] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: DOWN (p=9.68%)
[2025-12-24T20:16:03.627200] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2025-12-24T20:16:03.627336] [INFO ] [sig       ] AMLX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:03.767032] [INFO ] [LOCAL     ] Saved forecast: AMLX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMLX.txt
[2025-12-24T20:16:03.767194] [INFO ] [sig       ] [165/3551] Completed AMLX in 0.3s | 2.79 sym/s | Total: 59.1s | ETA: 20.2m
[2025-12-24T20:16:03.767235] [INFO ] [sig       ] [166/3551] Forecasting AMN...
[2025-12-24T20:16:03.767264] [INFO ] [sig       ] Generating forecast for: AMN
[2025-12-24T20:16:03.767295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-12-24T20:16:03.778757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2025-12-24T20:16:03.779063] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-12-24T20:16:03.779854] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-12-24T20:16:03.779906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:03.779937] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:03.779963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:03.780019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:03.837598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:03.838459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:03.838551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:03.838604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:03.965229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:03.965431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:03.965477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:03.965543] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:03.970603] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=97.08%)
[2025-12-24T20:16:03.970888] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-12-24T20:16:03.971015] [INFO ] [sig       ] AMN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:04.116897] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AMN.txt
[2025-12-24T20:16:04.117065] [INFO ] [sig       ] [166/3551] Completed AMN in 0.3s | 2.79 sym/s | Total: 59.4s | ETA: 20.2m
[2025-12-24T20:16:04.117107] [INFO ] [sig       ] [167/3551] Forecasting AMP...
[2025-12-24T20:16:04.117136] [INFO ] [sig       ] Generating forecast for: AMP
[2025-12-24T20:16:04.117167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-12-24T20:16:04.129007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMP'.
[2025-12-24T20:16:04.129375] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-12-24T20:16:04.130232] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-12-24T20:16:04.130287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:04.130320] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:04.130348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:04.130404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:04.185738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:04.186513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:04.186622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:04.186657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:04.306140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:04.306289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:04.306328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:04.306356] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:04.310093] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: DOWN (p=0.63%)
[2025-12-24T20:16:04.310364] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-12-24T20:16:04.310492] [INFO ] [sig       ] AMP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:04.462290] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMP.txt
[2025-12-24T20:16:04.462458] [INFO ] [sig       ] [167/3551] Completed AMP in 0.3s | 2.79 sym/s | Total: 59.7s | ETA: 20.2m
[2025-12-24T20:16:04.462506] [INFO ] [sig       ] [168/3551] Forecasting AMPG...
[2025-12-24T20:16:04.462538] [INFO ] [sig       ] Generating forecast for: AMPG
[2025-12-24T20:16:04.462586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2025-12-24T20:16:04.475256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2025-12-24T20:16:04.475651] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2025-12-24T20:16:04.476457] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2025-12-24T20:16:04.476526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:04.476569] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:04.476633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:04.476715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:04.538277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:04.539171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:04.539271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:04.539322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:04.677925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:04.678116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:04.678175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:04.678208] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:04.682252] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: DOWN (p=8.62%)
[2025-12-24T20:16:04.682553] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2025-12-24T20:16:04.682704] [INFO ] [sig       ] AMPG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:04.836547] [INFO ] [LOCAL     ] Saved forecast: AMPG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMPG.txt
[2025-12-24T20:16:04.836723] [INFO ] [sig       ] [168/3551] Completed AMPG in 0.4s | 2.79 sym/s | Total: 1.0m | ETA: 20.2m
[2025-12-24T20:16:04.836765] [INFO ] [sig       ] [169/3551] Forecasting AMPH...
[2025-12-24T20:16:04.836796] [INFO ] [sig       ] Generating forecast for: AMPH
[2025-12-24T20:16:04.836836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2025-12-24T20:16:04.850383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2025-12-24T20:16:04.850763] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2025-12-24T20:16:04.851551] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2025-12-24T20:16:04.851627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:04.851662] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:04.851688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:04.851757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:04.914014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:04.914880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:04.914969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:04.915004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:05.039862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:05.040025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:05.040066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:05.040094] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:05.043649] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: DOWN (p=6.46%)
[2025-12-24T20:16:05.043929] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2025-12-24T20:16:05.044055] [INFO ] [sig       ] AMPH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:05.185409] [INFO ] [LOCAL     ] Saved forecast: AMPH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMPH.txt
[2025-12-24T20:16:05.185553] [INFO ] [sig       ] [169/3551] Completed AMPH in 0.3s | 2.79 sym/s | Total: 1.0m | ETA: 20.2m
[2025-12-24T20:16:05.185614] [INFO ] [sig       ] [170/3551] Forecasting AMPL...
[2025-12-24T20:16:05.185650] [INFO ] [sig       ] Generating forecast for: AMPL
[2025-12-24T20:16:05.185680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2025-12-24T20:16:05.198018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2025-12-24T20:16:05.198381] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2025-12-24T20:16:05.199333] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2025-12-24T20:16:05.199413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:05.199446] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:05.199474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:05.199530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:05.257448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:05.258290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:05.258373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:05.258406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:05.377736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:05.377905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:05.377947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:05.377977] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:05.381428] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-24T20:16:05.381724] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2025-12-24T20:16:05.381852] [INFO ] [sig       ] AMPL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:05.527273] [INFO ] [LOCAL     ] Saved forecast: AMPL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMPL.txt
[2025-12-24T20:16:05.527442] [INFO ] [sig       ] [170/3551] Completed AMPL in 0.3s | 2.80 sym/s | Total: 1.0m | ETA: 20.2m
[2025-12-24T20:16:05.527492] [INFO ] [sig       ] [171/3551] Forecasting AMPX...
[2025-12-24T20:16:05.527525] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-12-24T20:16:05.527560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-12-24T20:16:05.541328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2025-12-24T20:16:05.541738] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-12-24T20:16:05.542491] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-12-24T20:16:05.542590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:05.542633] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:05.542666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:05.542727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:05.600604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:05.601474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:05.601625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:05.601664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:05.724532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:05.724706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:05.724746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:05.724775] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:05.728107] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: UP (p=76.49%)
[2025-12-24T20:16:05.728391] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-12-24T20:16:05.728518] [INFO ] [sig       ] AMPX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:05.870045] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AMPX.txt
[2025-12-24T20:16:05.870197] [INFO ] [sig       ] [171/3551] Completed AMPX in 0.3s | 2.80 sym/s | Total: 1.0m | ETA: 20.1m
[2025-12-24T20:16:05.870237] [INFO ] [sig       ] [172/3551] Forecasting AMRC...
[2025-12-24T20:16:05.870268] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-12-24T20:16:05.870298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-12-24T20:16:05.882056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2025-12-24T20:16:05.882407] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-12-24T20:16:05.883203] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-12-24T20:16:05.883255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:05.883287] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:05.883314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:05.883370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:05.940180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:05.941057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:05.941141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:05.941173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:06.065804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:06.065962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:06.066001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:06.066030] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:06.069385] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: DOWN (p=8.81%)
[2025-12-24T20:16:06.069686] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-12-24T20:16:06.069812] [INFO ] [sig       ] AMRC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:06.219097] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMRC.txt
[2025-12-24T20:16:06.219266] [INFO ] [sig       ] [172/3551] Completed AMRC in 0.3s | 2.80 sym/s | Total: 1.0m | ETA: 20.1m
[2025-12-24T20:16:06.219309] [INFO ] [sig       ] [173/3551] Forecasting AMRN...
[2025-12-24T20:16:06.219338] [INFO ] [sig       ] Generating forecast for: AMRN
[2025-12-24T20:16:06.219392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2025-12-24T20:16:06.231940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2025-12-24T20:16:06.232293] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2025-12-24T20:16:06.233096] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2025-12-24T20:16:06.233151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:06.233184] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:06.233210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:06.233268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:06.290770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:06.291655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:06.291774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:06.291810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:06.416771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:06.416932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:06.416973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:06.417001] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:06.420414] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: DOWN (p=21.77%)
[2025-12-24T20:16:06.420736] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2025-12-24T20:16:06.420870] [INFO ] [sig       ] AMRN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:06.569883] [INFO ] [LOCAL     ] Saved forecast: AMRN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMRN.txt
[2025-12-24T20:16:06.570054] [INFO ] [sig       ] [173/3551] Completed AMRN in 0.4s | 2.80 sym/s | Total: 1.0m | ETA: 20.1m
[2025-12-24T20:16:06.570098] [INFO ] [sig       ] [174/3551] Forecasting AMRX...
[2025-12-24T20:16:06.570128] [INFO ] [sig       ] Generating forecast for: AMRX
[2025-12-24T20:16:06.570160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2025-12-24T20:16:06.582726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2025-12-24T20:16:06.583285] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2025-12-24T20:16:06.584257] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2025-12-24T20:16:06.584310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:06.584342] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:06.584368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:06.584428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:06.641464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:06.642279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:06.642363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:06.642395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:06.763675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:06.764027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:06.764066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:06.764094] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:06.767551] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: DOWN (p=34.04%)
[2025-12-24T20:16:06.767840] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2025-12-24T20:16:06.767963] [INFO ] [sig       ] AMRX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:06.921104] [INFO ] [LOCAL     ] Saved forecast: AMRX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMRX.txt
[2025-12-24T20:16:06.921273] [INFO ] [sig       ] [174/3551] Completed AMRX in 0.4s | 2.80 sym/s | Total: 1.0m | ETA: 20.1m
[2025-12-24T20:16:06.921317] [INFO ] [sig       ] [175/3551] Forecasting AMSC...
[2025-12-24T20:16:06.921348] [INFO ] [sig       ] Generating forecast for: AMSC
[2025-12-24T20:16:06.921378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2025-12-24T20:16:06.933786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2025-12-24T20:16:06.934126] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2025-12-24T20:16:06.934946] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2025-12-24T20:16:06.935000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:06.935032] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:06.935058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:06.935114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:06.991739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:06.992648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:06.992732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:06.992765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:07.114120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:07.114289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:07.114329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:07.114358] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:07.118140] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: DOWN (p=12.03%)
[2025-12-24T20:16:07.118409] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2025-12-24T20:16:07.118531] [INFO ] [sig       ] AMSC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:07.260383] [INFO ] [LOCAL     ] Saved forecast: AMSC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMSC.txt
[2025-12-24T20:16:07.260527] [INFO ] [sig       ] [175/3551] Completed AMSC in 0.3s | 2.80 sym/s | Total: 1.0m | ETA: 20.1m
[2025-12-24T20:16:07.260584] [INFO ] [sig       ] [176/3551] Forecasting AMSF...
[2025-12-24T20:16:07.260617] [INFO ] [sig       ] Generating forecast for: AMSF
[2025-12-24T20:16:07.260647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2025-12-24T20:16:07.273001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2025-12-24T20:16:07.273302] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2025-12-24T20:16:07.274071] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2025-12-24T20:16:07.274124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:07.274157] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:07.274183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:07.274239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:07.331920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:07.332780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:07.332866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:07.332900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:07.454239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:07.454392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:07.454433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:07.454463] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:07.457933] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: DOWN (p=12.90%)
[2025-12-24T20:16:07.458240] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2025-12-24T20:16:07.458369] [INFO ] [sig       ] AMSF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:07.599239] [INFO ] [LOCAL     ] Saved forecast: AMSF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMSF.txt
[2025-12-24T20:16:07.602894] [INFO ] [sig       ] [176/3551] Completed AMSF in 0.3s | 2.80 sym/s | Total: 1.0m | ETA: 20.1m
[2025-12-24T20:16:07.602957] [INFO ] [sig       ] [177/3551] Forecasting AMTB...
[2025-12-24T20:16:07.602990] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-12-24T20:16:07.603022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-12-24T20:16:07.614789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2025-12-24T20:16:07.615106] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-12-24T20:16:07.615946] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-12-24T20:16:07.616001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:07.616033] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:07.616060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:07.616118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:07.672751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:07.673522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:07.673626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:07.673662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:07.793682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:07.793836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:07.793875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:07.793902] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:07.797199] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=69.21%)
[2025-12-24T20:16:07.797466] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-12-24T20:16:07.797605] [INFO ] [sig       ] AMTB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:07.937567] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AMTB.txt
[2025-12-24T20:16:07.937730] [INFO ] [sig       ] [177/3551] Completed AMTB in 0.3s | 2.80 sym/s | Total: 1.1m | ETA: 20.1m
[2025-12-24T20:16:07.937771] [INFO ] [sig       ] [178/3551] Forecasting AMTX...
[2025-12-24T20:16:07.937800] [INFO ] [sig       ] Generating forecast for: AMTX
[2025-12-24T20:16:07.937830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2025-12-24T20:16:07.949687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2025-12-24T20:16:07.950226] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2025-12-24T20:16:07.951047] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2025-12-24T20:16:07.951101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:07.951134] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:07.951161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:07.951218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:08.009757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:08.010643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:08.010730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:08.010763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:08.133981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:08.134161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:08.134202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:08.134232] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:08.137873] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: DOWN (p=9.77%)
[2025-12-24T20:16:08.138145] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2025-12-24T20:16:08.138270] [INFO ] [sig       ] AMTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:08.279673] [INFO ] [LOCAL     ] Saved forecast: AMTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMTX.txt
[2025-12-24T20:16:08.279901] [INFO ] [sig       ] [178/3551] Completed AMTX in 0.3s | 2.80 sym/s | Total: 1.1m | ETA: 20.1m
[2025-12-24T20:16:08.279964] [INFO ] [sig       ] [179/3551] Forecasting AMWD...
[2025-12-24T20:16:08.279998] [INFO ] [sig       ] Generating forecast for: AMWD
[2025-12-24T20:16:08.280030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2025-12-24T20:16:08.292251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2025-12-24T20:16:08.292671] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2025-12-24T20:16:08.293491] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2025-12-24T20:16:08.293546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:08.293609] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:08.293644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:08.293702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:08.352747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:08.353873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:08.353982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:08.354017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:08.476058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:08.476215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:08.476257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:08.476288] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:08.480173] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: DOWN (p=30.91%)
[2025-12-24T20:16:08.480450] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2025-12-24T20:16:08.480604] [INFO ] [sig       ] AMWD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:08.624146] [INFO ] [LOCAL     ] Saved forecast: AMWD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMWD.txt
[2025-12-24T20:16:08.624283] [INFO ] [sig       ] [179/3551] Completed AMWD in 0.3s | 2.80 sym/s | Total: 1.1m | ETA: 20.1m
[2025-12-24T20:16:08.624327] [INFO ] [sig       ] [180/3551] Forecasting AMWL...
[2025-12-24T20:16:08.624357] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-12-24T20:16:08.624388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-12-24T20:16:08.637643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWL'.
[2025-12-24T20:16:08.637943] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-12-24T20:16:08.638765] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-12-24T20:16:08.638820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:08.638886] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:08.638916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:08.638975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:08.697727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:08.698431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:08.698515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:08.698549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:08.823791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:08.823940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:08.823979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:08.824007] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:08.827303] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=13.07%)
[2025-12-24T20:16:08.827589] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-12-24T20:16:08.827715] [INFO ] [sig       ] AMWL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:08.971721] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMWL.txt
[2025-12-24T20:16:08.971891] [INFO ] [sig       ] [180/3551] Completed AMWL in 0.3s | 2.80 sym/s | Total: 1.1m | ETA: 20.1m
[2025-12-24T20:16:08.971936] [INFO ] [sig       ] [181/3551] Forecasting AMX...
[2025-12-24T20:16:08.971966] [INFO ] [sig       ] Generating forecast for: AMX
[2025-12-24T20:16:08.971997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-12-24T20:16:08.984303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2025-12-24T20:16:08.984737] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-12-24T20:16:08.985804] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-12-24T20:16:08.985858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:08.985891] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:08.985917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:08.986167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:09.048751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:09.049631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:09.049723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:09.049757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:09.172122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:09.172312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:09.172353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:09.172382] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:09.176043] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: UP (p=75.78%)
[2025-12-24T20:16:09.176307] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-12-24T20:16:09.176428] [INFO ] [sig       ] AMX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:09.318185] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AMX.txt
[2025-12-24T20:16:09.318314] [INFO ] [sig       ] [181/3551] Completed AMX in 0.3s | 2.80 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-24T20:16:09.318355] [INFO ] [sig       ] [182/3551] Forecasting AMZD...
[2025-12-24T20:16:09.318384] [INFO ] [sig       ] Generating forecast for: AMZD
[2025-12-24T20:16:09.318414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2025-12-24T20:16:09.331457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2025-12-24T20:16:09.331847] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2025-12-24T20:16:09.332675] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2025-12-24T20:16:09.332753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:09.332794] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:09.332825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:09.332882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:09.395242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:09.396122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:09.396235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:09.396271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:09.519371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:09.519541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:09.519632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:09.519665] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:09.523218] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: UP (p=55.11%)
[2025-12-24T20:16:09.523508] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2025-12-24T20:16:09.523695] [INFO ] [sig       ] AMZD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:09.671633] [INFO ] [LOCAL     ] Saved forecast: AMZD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AMZD.txt
[2025-12-24T20:16:09.671829] [INFO ] [sig       ] [182/3551] Completed AMZD in 0.4s | 2.80 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-24T20:16:09.671870] [INFO ] [sig       ] [183/3551] Forecasting AMZN...
[2025-12-24T20:16:09.671902] [INFO ] [sig       ] Generating forecast for: AMZN
[2025-12-24T20:16:09.671933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2025-12-24T20:16:09.684702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2025-12-24T20:16:09.685327] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2025-12-24T20:16:09.686333] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2025-12-24T20:16:09.686399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:09.686440] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:09.686474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:09.686547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:09.754423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:09.755304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:09.755396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:09.755428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:09.885266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:09.885425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:09.885464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:09.885527] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:09.889295] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: DOWN (p=15.55%)
[2025-12-24T20:16:09.890020] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2025-12-24T20:16:09.890170] [INFO ] [sig       ] AMZN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:10.038222] [INFO ] [LOCAL     ] Saved forecast: AMZN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AMZN.txt
[2025-12-24T20:16:10.038381] [INFO ] [sig       ] [183/3551] Completed AMZN in 0.4s | 2.80 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-24T20:16:10.038421] [INFO ] [sig       ] [184/3551] Forecasting AMZZ...
[2025-12-24T20:16:10.038451] [INFO ] [sig       ] Generating forecast for: AMZZ
[2025-12-24T20:16:10.038482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2025-12-24T20:16:10.051202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2025-12-24T20:16:10.051562] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2025-12-24T20:16:10.052375] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2025-12-24T20:16:10.052429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:10.052461] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:10.052487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:10.052543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:10.110648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:10.111502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:10.111605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:10.111648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:10.238606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:10.238783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:10.238824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:10.238853] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:10.242505] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: UP (p=87.78%)
[2025-12-24T20:16:10.242834] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2025-12-24T20:16:10.242978] [INFO ] [sig       ] AMZZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:10.388794] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AMZZ.txt
[2025-12-24T20:16:10.388954] [INFO ] [sig       ] [184/3551] Completed AMZZ in 0.4s | 2.80 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-24T20:16:10.388994] [INFO ] [sig       ] [185/3551] Forecasting AN...
[2025-12-24T20:16:10.389023] [INFO ] [sig       ] Generating forecast for: AN
[2025-12-24T20:16:10.389054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-12-24T20:16:10.401301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2025-12-24T20:16:10.401690] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-12-24T20:16:10.402706] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-12-24T20:16:10.402759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:10.402791] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:10.402818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:10.402875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:10.460961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:10.461872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:10.461963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:10.461996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:10.589124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:10.589280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:10.589321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:10.589369] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:10.592802] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=61.89%)
[2025-12-24T20:16:10.593106] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-12-24T20:16:10.593241] [INFO ] [sig       ] AN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:10.736662] [INFO ] [LOCAL     ] Saved forecast: AN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AN.txt
[2025-12-24T20:16:10.736818] [INFO ] [sig       ] [185/3551] Completed AN in 0.3s | 2.80 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-24T20:16:10.736881] [INFO ] [sig       ] [186/3551] Forecasting ANAB...
[2025-12-24T20:16:10.736915] [INFO ] [sig       ] Generating forecast for: ANAB
[2025-12-24T20:16:10.736946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2025-12-24T20:16:10.748238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2025-12-24T20:16:10.748613] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2025-12-24T20:16:10.749393] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2025-12-24T20:16:10.749446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:10.749478] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:10.749504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:10.749561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:10.806431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:10.807285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:10.807375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:10.807408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:10.927960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:10.928118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:10.928158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:10.928186] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:10.931694] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-12-24T20:16:10.931985] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2025-12-24T20:16:10.932115] [INFO ] [sig       ] ANAB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:11.075358] [INFO ] [LOCAL     ] Saved forecast: ANAB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ANAB.txt
[2025-12-24T20:16:11.075526] [INFO ] [sig       ] [186/3551] Completed ANAB in 0.3s | 2.80 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-24T20:16:11.075587] [INFO ] [sig       ] [187/3551] Forecasting ANDE...
[2025-12-24T20:16:11.075626] [INFO ] [sig       ] Generating forecast for: ANDE
[2025-12-24T20:16:11.075658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2025-12-24T20:16:11.087400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2025-12-24T20:16:11.087830] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2025-12-24T20:16:11.088675] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2025-12-24T20:16:11.088730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:11.088762] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:11.088789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:11.088845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:11.145695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:11.146756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:11.147036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:11.147067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:11.274962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:11.275141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:11.275182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:11.275211] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:11.279144] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: DOWN (p=22.09%)
[2025-12-24T20:16:11.279536] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2025-12-24T20:16:11.279743] [INFO ] [sig       ] ANDE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:11.423357] [INFO ] [LOCAL     ] Saved forecast: ANDE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ANDE.txt
[2025-12-24T20:16:11.423518] [INFO ] [sig       ] [187/3551] Completed ANDE in 0.3s | 2.80 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-24T20:16:11.423560] [INFO ] [sig       ] [188/3551] Forecasting ANF...
[2025-12-24T20:16:11.423611] [INFO ] [sig       ] Generating forecast for: ANF
[2025-12-24T20:16:11.423643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-12-24T20:16:11.435947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2025-12-24T20:16:11.436341] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-12-24T20:16:11.437121] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-12-24T20:16:11.437175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:11.437206] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:11.437234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:11.437290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:11.494858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:11.495752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:11.495844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:11.495877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:11.614128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:11.614293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:11.614334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:11.614363] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:11.617832] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=0.47%)
[2025-12-24T20:16:11.618350] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-12-24T20:16:11.618484] [INFO ] [sig       ] ANF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:11.769857] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ANF.txt
[2025-12-24T20:16:11.770023] [INFO ] [sig       ] [188/3551] Completed ANF in 0.3s | 2.80 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-24T20:16:11.770068] [INFO ] [sig       ] [189/3551] Forecasting ANGI...
[2025-12-24T20:16:11.770097] [INFO ] [sig       ] Generating forecast for: ANGI
[2025-12-24T20:16:11.770127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2025-12-24T20:16:11.782719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2025-12-24T20:16:11.783109] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2025-12-24T20:16:11.783990] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2025-12-24T20:16:11.784047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:11.784080] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:11.784108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:11.784165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:11.841262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:11.842198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:11.842289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:11.842323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:11.966678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:11.966841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:11.966891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:11.967111] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:11.971059] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: DOWN (p=30.26%)
[2025-12-24T20:16:11.971337] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2025-12-24T20:16:11.971462] [INFO ] [sig       ] ANGI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:12.118820] [INFO ] [LOCAL     ] Saved forecast: ANGI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ANGI.txt
[2025-12-24T20:16:12.118980] [INFO ] [sig       ] [189/3551] Completed ANGI in 0.3s | 2.80 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-24T20:16:12.119020] [INFO ] [sig       ] [190/3551] Forecasting ANGL...
[2025-12-24T20:16:12.119051] [INFO ] [sig       ] Generating forecast for: ANGL
[2025-12-24T20:16:12.119081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2025-12-24T20:16:12.131135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2025-12-24T20:16:12.131508] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2025-12-24T20:16:12.132324] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2025-12-24T20:16:12.132378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:12.132410] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:12.132437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:12.132494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:12.191286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:12.192181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:12.192319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:12.192352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:12.325012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:12.325178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:12.325220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:12.325250] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:12.328827] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: DOWN (p=31.73%)
[2025-12-24T20:16:12.329148] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2025-12-24T20:16:12.329290] [INFO ] [sig       ] ANGL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:12.477448] [INFO ] [LOCAL     ] Saved forecast: ANGL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ANGL.txt
[2025-12-24T20:16:12.477622] [INFO ] [sig       ] [190/3551] Completed ANGL in 0.4s | 2.80 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-24T20:16:12.477663] [INFO ] [sig       ] [191/3551] Forecasting ANGO...
[2025-12-24T20:16:12.477694] [INFO ] [sig       ] Generating forecast for: ANGO
[2025-12-24T20:16:12.477726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2025-12-24T20:16:12.489807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2025-12-24T20:16:12.490155] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2025-12-24T20:16:12.490972] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2025-12-24T20:16:12.491028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:12.491061] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:12.491089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:12.491147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:12.548406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:12.549338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:12.549477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:12.549512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:12.676194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:12.676382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:12.676440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:12.676481] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:12.681385] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-12-24T20:16:12.681894] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2025-12-24T20:16:12.682089] [INFO ] [sig       ] ANGO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:12.831791] [INFO ] [LOCAL     ] Saved forecast: ANGO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ANGO.txt
[2025-12-24T20:16:12.831956] [INFO ] [sig       ] [191/3551] Completed ANGO in 0.4s | 2.80 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-24T20:16:12.832000] [INFO ] [sig       ] [192/3551] Forecasting ANIK...
[2025-12-24T20:16:12.832031] [INFO ] [sig       ] Generating forecast for: ANIK
[2025-12-24T20:16:12.832061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2025-12-24T20:16:12.843333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2025-12-24T20:16:12.843752] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2025-12-24T20:16:12.844622] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2025-12-24T20:16:12.844679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:12.844713] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:12.844740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:12.844799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:12.903061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:12.903983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:12.904074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:12.904109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:13.021529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:13.021696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:13.021737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:13.021766] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:13.025276] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: DOWN (p=4.24%)
[2025-12-24T20:16:13.025546] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2025-12-24T20:16:13.025691] [INFO ] [sig       ] ANIK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:13.167660] [INFO ] [LOCAL     ] Saved forecast: ANIK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ANIK.txt
[2025-12-24T20:16:13.167814] [INFO ] [sig       ] [192/3551] Completed ANIK in 0.3s | 2.80 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-24T20:16:13.167856] [INFO ] [sig       ] [193/3551] Forecasting ANIP...
[2025-12-24T20:16:13.167886] [INFO ] [sig       ] Generating forecast for: ANIP
[2025-12-24T20:16:13.167916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2025-12-24T20:16:13.179072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2025-12-24T20:16:13.179495] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2025-12-24T20:16:13.180345] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2025-12-24T20:16:13.180400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:13.180446] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:13.180473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:13.180529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:13.237481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:13.238513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:13.238620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:13.238654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:13.365422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:13.365600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:13.365641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:13.365671] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:13.369667] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: DOWN (p=29.37%)
[2025-12-24T20:16:13.369935] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2025-12-24T20:16:13.370058] [INFO ] [sig       ] ANIP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:13.511440] [INFO ] [LOCAL     ] Saved forecast: ANIP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ANIP.txt
[2025-12-24T20:16:13.511612] [INFO ] [sig       ] [193/3551] Completed ANIP in 0.3s | 2.81 sym/s | Total: 1.1m | ETA: 20.0m
[2025-12-24T20:16:13.511655] [INFO ] [sig       ] [194/3551] Forecasting ANIX...
[2025-12-24T20:16:13.511685] [INFO ] [sig       ] Generating forecast for: ANIX
[2025-12-24T20:16:13.511715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2025-12-24T20:16:13.522444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2025-12-24T20:16:13.522759] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2025-12-24T20:16:13.523503] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2025-12-24T20:16:13.523556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:13.523612] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:13.523641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:13.523697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:13.580362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:13.581320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:13.581401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:13.581434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:13.702387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:13.702540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:13.702598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:13.702629] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:13.705991] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: DOWN (p=0.66%)
[2025-12-24T20:16:13.706267] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2025-12-24T20:16:13.706392] [INFO ] [sig       ] ANIX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:13.858521] [INFO ] [LOCAL     ] Saved forecast: ANIX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ANIX.txt
[2025-12-24T20:16:13.858729] [INFO ] [sig       ] [194/3551] Completed ANIX in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-24T20:16:13.858781] [INFO ] [sig       ] [195/3551] Forecasting ANNX...
[2025-12-24T20:16:13.858814] [INFO ] [sig       ] Generating forecast for: ANNX
[2025-12-24T20:16:13.858845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2025-12-24T20:16:13.872511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2025-12-24T20:16:13.872939] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2025-12-24T20:16:13.873792] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2025-12-24T20:16:13.873849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:13.873882] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:13.873910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:13.873967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:13.932453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:13.933305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:13.933389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:13.933422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:14.052632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:14.052785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:14.052824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:14.052853] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:14.056507] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: UP (p=65.96%)
[2025-12-24T20:16:14.056797] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2025-12-24T20:16:14.057108] [INFO ] [sig       ] ANNX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:14.199795] [INFO ] [LOCAL     ] Saved forecast: ANNX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ANNX.txt
[2025-12-24T20:16:14.199935] [INFO ] [sig       ] [195/3551] Completed ANNX in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-24T20:16:14.199975] [INFO ] [sig       ] [196/3551] Forecasting ANTX...
[2025-12-24T20:16:14.200005] [INFO ] [sig       ] Generating forecast for: ANTX
[2025-12-24T20:16:14.200035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2025-12-24T20:16:14.211346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2025-12-24T20:16:14.211643] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2025-12-24T20:16:14.212407] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2025-12-24T20:16:14.212460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:14.212492] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:14.212520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:14.212598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:14.268910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:14.269696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:14.269779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:14.269816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:14.389447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:14.389638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:14.389681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:14.389711] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:14.393322] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: DOWN (p=17.85%)
[2025-12-24T20:16:14.393644] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2025-12-24T20:16:14.393782] [INFO ] [sig       ] ANTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:14.540384] [INFO ] [LOCAL     ] Saved forecast: ANTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ANTX.txt
[2025-12-24T20:16:14.540541] [INFO ] [sig       ] [196/3551] Completed ANTX in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-24T20:16:14.540601] [INFO ] [sig       ] [197/3551] Forecasting ANVS...
[2025-12-24T20:16:14.540655] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-12-24T20:16:14.540687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-12-24T20:16:14.552314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2025-12-24T20:16:14.552720] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-12-24T20:16:14.553548] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-12-24T20:16:14.553627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:14.553691] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:14.553721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:14.553781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:14.613394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:14.614485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:14.614594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:14.614630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:14.737856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:14.738019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:14.738062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:14.738092] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:14.741681] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: UP (p=83.12%)
[2025-12-24T20:16:14.741993] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-12-24T20:16:14.742126] [INFO ] [sig       ] ANVS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:14.885625] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ANVS.txt
[2025-12-24T20:16:14.885827] [INFO ] [sig       ] [197/3551] Completed ANVS in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-24T20:16:14.885884] [INFO ] [sig       ] [198/3551] Forecasting AOD...
[2025-12-24T20:16:14.885929] [INFO ] [sig       ] Generating forecast for: AOD
[2025-12-24T20:16:14.885972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-12-24T20:16:14.898150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2025-12-24T20:16:14.898529] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-12-24T20:16:14.899322] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-12-24T20:16:14.899410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:14.899444] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:14.899472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:14.899534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:14.956830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:14.957914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:14.958196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:14.958230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:15.084490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:15.084656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:15.084697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:15.084728] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:15.088107] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: DOWN (p=11.36%)
[2025-12-24T20:16:15.088381] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-12-24T20:16:15.088503] [INFO ] [sig       ] AOD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:15.228339] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AOD.txt
[2025-12-24T20:16:15.228470] [INFO ] [sig       ] [198/3551] Completed AOD in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-24T20:16:15.228510] [INFO ] [sig       ] [199/3551] Forecasting AOHY...
[2025-12-24T20:16:15.228539] [INFO ] [sig       ] Generating forecast for: AOHY
[2025-12-24T20:16:15.228584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2025-12-24T20:16:15.239216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2025-12-24T20:16:15.239520] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2025-12-24T20:16:15.240297] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2025-12-24T20:16:15.240349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:15.240383] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:15.240409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:15.240465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:15.297528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:15.298348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:15.298432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:15.298465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:15.413866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:15.414017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:15.414057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:15.414085] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:15.417509] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: DOWN (p=37.77%)
[2025-12-24T20:16:15.417795] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2025-12-24T20:16:15.417927] [INFO ] [sig       ] AOHY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:15.558857] [INFO ] [LOCAL     ] Saved forecast: AOHY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AOHY.txt
[2025-12-24T20:16:15.559004] [INFO ] [sig       ] [199/3551] Completed AOHY in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-24T20:16:15.559045] [INFO ] [sig       ] [200/3551] Forecasting AON...
[2025-12-24T20:16:15.559075] [INFO ] [sig       ] Generating forecast for: AON
[2025-12-24T20:16:15.559106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-12-24T20:16:15.571436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2025-12-24T20:16:15.571834] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-12-24T20:16:15.572805] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-12-24T20:16:15.572864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:15.572896] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:15.572923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:15.572980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:15.632255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:15.633113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:15.633196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:15.633228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:15.760519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:15.760712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:15.760753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:15.760862] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:15.764528] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: DOWN (p=3.50%)
[2025-12-24T20:16:15.764876] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-12-24T20:16:15.765216] [INFO ] [sig       ] AON: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:15.916839] [INFO ] [LOCAL     ] Saved forecast: AON	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AON.txt
[2025-12-24T20:16:15.916995] [INFO ] [sig       ] [200/3551] Completed AON in 0.4s | 2.81 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-24T20:16:15.917228] [INFO ] [sig       ] [201/3551] Forecasting AOS...
[2025-12-24T20:16:15.917258] [INFO ] [sig       ] Generating forecast for: AOS
[2025-12-24T20:16:15.917289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-12-24T20:16:15.929277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2025-12-24T20:16:15.929686] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-12-24T20:16:15.930433] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-12-24T20:16:15.930486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:15.930518] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:15.930544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:15.930626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:15.989653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:15.990502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:15.990609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:15.990645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:16.111812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:16.111976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:16.112015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:16.112043] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:16.115528] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: DOWN (p=5.22%)
[2025-12-24T20:16:16.115941] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-12-24T20:16:16.116079] [INFO ] [sig       ] AOS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:16.264319] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AOS.txt
[2025-12-24T20:16:16.264475] [INFO ] [sig       ] [201/3551] Completed AOS in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-24T20:16:16.264516] [INFO ] [sig       ] [202/3551] Forecasting AOSL...
[2025-12-24T20:16:16.264547] [INFO ] [sig       ] Generating forecast for: AOSL
[2025-12-24T20:16:16.264597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2025-12-24T20:16:16.276888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2025-12-24T20:16:16.277181] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2025-12-24T20:16:16.277979] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2025-12-24T20:16:16.278034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:16.278066] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:16.278094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:16.278151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:16.339735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:16.340559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:16.340662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:16.340712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:16.461138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:16.461286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:16.461326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:16.461356] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:16.464753] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: DOWN (p=44.81%)
[2025-12-24T20:16:16.465023] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2025-12-24T20:16:16.465146] [INFO ] [sig       ] AOSL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:16.611093] [INFO ] [LOCAL     ] Saved forecast: AOSL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AOSL.txt
[2025-12-24T20:16:16.611244] [INFO ] [sig       ] [202/3551] Completed AOSL in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-24T20:16:16.611289] [INFO ] [sig       ] [203/3551] Forecasting AP...
[2025-12-24T20:16:16.611321] [INFO ] [sig       ] Generating forecast for: AP
[2025-12-24T20:16:16.611351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-12-24T20:16:16.623305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2025-12-24T20:16:16.623636] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-12-24T20:16:16.624674] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-12-24T20:16:16.624727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:16.624758] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:16.624784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:16.624839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:16.683359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:16.683974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:16.684250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:16.684283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:16.803624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:16.803775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:16.803815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:16.803844] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:16.807365] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: DOWN (p=9.90%)
[2025-12-24T20:16:16.807653] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-12-24T20:16:16.807772] [INFO ] [sig       ] AP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:16.949999] [INFO ] [LOCAL     ] Saved forecast: AP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AP.txt
[2025-12-24T20:16:16.950133] [INFO ] [sig       ] [203/3551] Completed AP in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-24T20:16:16.950172] [INFO ] [sig       ] [204/3551] Forecasting APA...
[2025-12-24T20:16:16.950202] [INFO ] [sig       ] Generating forecast for: APA
[2025-12-24T20:16:16.950232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2025-12-24T20:16:16.962134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2025-12-24T20:16:16.962431] [INFO ] [FORECASTER] Starting predict_future for APA
[2025-12-24T20:16:16.963190] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2025-12-24T20:16:16.963244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:16.963275] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:16.963302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:16.963369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:17.020500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:17.021275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:17.021355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:17.021388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:17.148946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:17.149107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:17.149147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:17.149174] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:17.152941] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: DOWN (p=14.83%)
[2025-12-24T20:16:17.153222] [INFO ] [FORECASTER] Completed predict_future for APA
[2025-12-24T20:16:17.153347] [INFO ] [sig       ] APA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:17.304085] [INFO ] [LOCAL     ] Saved forecast: APA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APA.txt
[2025-12-24T20:16:17.304226] [INFO ] [sig       ] [204/3551] Completed APA in 0.4s | 2.81 sym/s | Total: 1.2m | ETA: 19.9m
[2025-12-24T20:16:17.304268] [INFO ] [sig       ] [205/3551] Forecasting APAM...
[2025-12-24T20:16:17.304297] [INFO ] [sig       ] Generating forecast for: APAM
[2025-12-24T20:16:17.304327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-12-24T20:16:17.317461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APAM'.
[2025-12-24T20:16:17.317862] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-12-24T20:16:17.318651] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-12-24T20:16:17.318706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:17.318739] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:17.318766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:17.318835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:17.378376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:17.379019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:17.379099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:17.379133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:17.501436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:17.501618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:17.501661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:17.501691] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:17.505109] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: DOWN (p=14.17%)
[2025-12-24T20:16:17.505385] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-12-24T20:16:17.505514] [INFO ] [sig       ] APAM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:17.657156] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APAM.txt
[2025-12-24T20:16:17.657311] [INFO ] [sig       ] [205/3551] Completed APAM in 0.4s | 2.81 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-24T20:16:17.657350] [INFO ] [sig       ] [206/3551] Forecasting APD...
[2025-12-24T20:16:17.657380] [INFO ] [sig       ] Generating forecast for: APD
[2025-12-24T20:16:17.657412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-12-24T20:16:17.670297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2025-12-24T20:16:17.670694] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-12-24T20:16:17.671470] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-12-24T20:16:17.671536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:17.671569] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:17.671621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:17.671679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:17.733389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:17.734265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:17.734351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:17.734385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:17.864802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:17.864967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:17.865010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:17.865038] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:17.868700] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: DOWN (p=10.99%)
[2025-12-24T20:16:17.868994] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-12-24T20:16:17.869123] [INFO ] [sig       ] APD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:18.021235] [INFO ] [LOCAL     ] Saved forecast: APD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APD.txt
[2025-12-24T20:16:18.021407] [INFO ] [sig       ] [206/3551] Completed APD in 0.4s | 2.81 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-24T20:16:18.021449] [INFO ] [sig       ] [207/3551] Forecasting APEI...
[2025-12-24T20:16:18.021481] [INFO ] [sig       ] Generating forecast for: APEI
[2025-12-24T20:16:18.021511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'.
[2025-12-24T20:16:18.033873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APEI'.
[2025-12-24T20:16:18.034237] [INFO ] [FORECASTER] Starting predict_future for APEI
[2025-12-24T20:16:18.035001] [DEBUG] [LOCAL     ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt
[2025-12-24T20:16:18.035054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:18.035086] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:18.035113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:18.035173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:18.093416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:18.094469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:18.094610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:18.094646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:18.213134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:18.213294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:18.213335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:18.213364] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:18.216707] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-12-24T20:16:18.217009] [INFO ] [FORECASTER] Completed predict_future for APEI
[2025-12-24T20:16:18.217138] [INFO ] [sig       ] APEI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:18.364269] [INFO ] [LOCAL     ] Saved forecast: APEI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APEI.txt
[2025-12-24T20:16:18.364427] [INFO ] [sig       ] [207/3551] Completed APEI in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-24T20:16:18.364467] [INFO ] [sig       ] [208/3551] Forecasting APG...
[2025-12-24T20:16:18.364497] [INFO ] [sig       ] Generating forecast for: APG
[2025-12-24T20:16:18.364527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-12-24T20:16:18.376665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2025-12-24T20:16:18.377046] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-12-24T20:16:18.377817] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-12-24T20:16:18.377870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:18.377902] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:18.377929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:18.377986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:18.437828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:18.438703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:18.438788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:18.438824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:18.563291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:18.563460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:18.563500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:18.563530] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:18.567061] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: DOWN (p=28.79%)
[2025-12-24T20:16:18.567381] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-12-24T20:16:18.567519] [INFO ] [sig       ] APG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:18.719089] [INFO ] [LOCAL     ] Saved forecast: APG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APG.txt
[2025-12-24T20:16:18.719274] [INFO ] [sig       ] [208/3551] Completed APG in 0.4s | 2.81 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-24T20:16:18.719315] [INFO ] [sig       ] [209/3551] Forecasting APGE...
[2025-12-24T20:16:18.719357] [INFO ] [sig       ] Generating forecast for: APGE
[2025-12-24T20:16:18.719392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2025-12-24T20:16:18.731363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2025-12-24T20:16:18.731737] [INFO ] [FORECASTER] Starting predict_future for APGE
[2025-12-24T20:16:18.732490] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2025-12-24T20:16:18.732542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:18.732594] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:18.732624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:18.732680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:18.791008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:18.791873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:18.791984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:18.792020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:18.918084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:18.918443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:18.918482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:18.918510] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:18.921892] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-12-24T20:16:18.922170] [INFO ] [FORECASTER] Completed predict_future for APGE
[2025-12-24T20:16:18.922293] [INFO ] [sig       ] APGE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:19.065957] [INFO ] [LOCAL     ] Saved forecast: APGE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APGE.txt
[2025-12-24T20:16:19.066119] [INFO ] [sig       ] [209/3551] Completed APGE in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-24T20:16:19.066159] [INFO ] [sig       ] [210/3551] Forecasting APH...
[2025-12-24T20:16:19.066189] [INFO ] [sig       ] Generating forecast for: APH
[2025-12-24T20:16:19.066220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-12-24T20:16:19.077756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2025-12-24T20:16:19.078111] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-12-24T20:16:19.078875] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-12-24T20:16:19.078928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:19.078959] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:19.078986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:19.079043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:19.137250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:19.138106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:19.138192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:19.138225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:19.264899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:19.265060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:19.265100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:19.265130] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:19.268452] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: DOWN (p=23.44%)
[2025-12-24T20:16:19.268747] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-12-24T20:16:19.268872] [INFO ] [sig       ] APH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:19.415536] [INFO ] [LOCAL     ] Saved forecast: APH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APH.txt
[2025-12-24T20:16:19.415746] [INFO ] [sig       ] [210/3551] Completed APH in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.8m
[2025-12-24T20:16:19.415788] [INFO ] [sig       ] [211/3551] Forecasting API...
[2025-12-24T20:16:19.415820] [INFO ] [sig       ] Generating forecast for: API
[2025-12-24T20:16:19.415853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2025-12-24T20:16:19.432456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2025-12-24T20:16:19.432878] [INFO ] [FORECASTER] Starting predict_future for API
[2025-12-24T20:16:19.433670] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2025-12-24T20:16:19.433723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:19.433755] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:19.433782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:19.433838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:19.491465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:19.492323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:19.492409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:19.492443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:19.626140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:19.626297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:19.626337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:19.626365] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:19.629742] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: UP (p=82.91%)
[2025-12-24T20:16:19.630231] [INFO ] [FORECASTER] Completed predict_future for API
[2025-12-24T20:16:19.630376] [INFO ] [sig       ] API: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:19.774766] [INFO ] [LOCAL     ] Saved forecast: API	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/API.txt
[2025-12-24T20:16:19.774906] [INFO ] [sig       ] [211/3551] Completed API in 0.4s | 2.81 sym/s | Total: 1.3m | ETA: 19.8m
[2025-12-24T20:16:19.774951] [INFO ] [sig       ] [212/3551] Forecasting APLD...
[2025-12-24T20:16:19.774980] [INFO ] [sig       ] Generating forecast for: APLD
[2025-12-24T20:16:19.775011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2025-12-24T20:16:19.786907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2025-12-24T20:16:19.787209] [INFO ] [FORECASTER] Starting predict_future for APLD
[2025-12-24T20:16:19.787990] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2025-12-24T20:16:19.788045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:19.788079] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:19.788258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:19.788318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:19.845140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:19.845808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:19.845890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:19.845924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:19.963605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:19.963744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:19.963783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:19.963811] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:19.967075] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: DOWN (p=7.39%)
[2025-12-24T20:16:19.967539] [INFO ] [FORECASTER] Completed predict_future for APLD
[2025-12-24T20:16:19.967677] [INFO ] [sig       ] APLD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:20.109614] [INFO ] [LOCAL     ] Saved forecast: APLD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APLD.txt
[2025-12-24T20:16:20.109778] [INFO ] [sig       ] [212/3551] Completed APLD in 0.3s | 2.81 sym/s | Total: 1.3m | ETA: 19.8m
[2025-12-24T20:16:20.109819] [INFO ] [sig       ] [213/3551] Forecasting APLE...
[2025-12-24T20:16:20.109848] [INFO ] [sig       ] Generating forecast for: APLE
[2025-12-24T20:16:20.109878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-12-24T20:16:20.121671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2025-12-24T20:16:20.122056] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-12-24T20:16:20.122837] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-12-24T20:16:20.122890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:20.122923] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:20.122957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:20.123013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:20.183847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:20.184766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:20.184851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:20.184883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:20.308309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:20.308472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:20.308528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:20.308558] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:20.312112] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=5.62%)
[2025-12-24T20:16:20.312452] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-12-24T20:16:20.312605] [INFO ] [sig       ] APLE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:20.468683] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APLE.txt
[2025-12-24T20:16:20.468844] [INFO ] [sig       ] [213/3551] Completed APLE in 0.4s | 2.81 sym/s | Total: 1.3m | ETA: 19.8m
[2025-12-24T20:16:20.468885] [INFO ] [sig       ] [214/3551] Forecasting APLS...
[2025-12-24T20:16:20.468915] [INFO ] [sig       ] Generating forecast for: APLS
[2025-12-24T20:16:20.468944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2025-12-24T20:16:20.481217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2025-12-24T20:16:20.481650] [INFO ] [FORECASTER] Starting predict_future for APLS
[2025-12-24T20:16:20.482608] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2025-12-24T20:16:20.482662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:20.482722] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:20.482751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:20.482809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:20.540714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:20.541598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:20.541685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:20.541719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:20.666795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:20.666956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:20.666996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:20.667025] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:20.670648] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2025-12-24T20:16:20.670959] [INFO ] [FORECASTER] Completed predict_future for APLS
[2025-12-24T20:16:20.671093] [INFO ] [sig       ] APLS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:20.816696] [INFO ] [LOCAL     ] Saved forecast: APLS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APLS.txt
[2025-12-24T20:16:20.816849] [INFO ] [sig       ] [214/3551] Completed APLS in 0.3s | 2.81 sym/s | Total: 1.3m | ETA: 19.8m
[2025-12-24T20:16:20.816891] [INFO ] [sig       ] [215/3551] Forecasting APM...
[2025-12-24T20:16:20.816921] [INFO ] [sig       ] Generating forecast for: APM
[2025-12-24T20:16:20.816952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'.
[2025-12-24T20:16:20.828997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APM'.
[2025-12-24T20:16:20.829430] [INFO ] [FORECASTER] Starting predict_future for APM
[2025-12-24T20:16:20.830211] [DEBUG] [LOCAL     ] No optimal features file found for APM: ./output/feature-sets/APM.txt
[2025-12-24T20:16:20.830264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:20.830295] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:20.830322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:20.830378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:20.891713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:20.892819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:20.892907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:20.892941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:21.014025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:21.014181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:21.014221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:21.014250] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:21.017622] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: DOWN (p=44.35%)
[2025-12-24T20:16:21.017898] [INFO ] [FORECASTER] Completed predict_future for APM
[2025-12-24T20:16:21.018045] [INFO ] [sig       ] APM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:21.160078] [INFO ] [LOCAL     ] Saved forecast: APM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APM.txt
[2025-12-24T20:16:21.160232] [INFO ] [sig       ] [215/3551] Completed APM in 0.3s | 2.81 sym/s | Total: 1.3m | ETA: 19.8m
[2025-12-24T20:16:21.160275] [INFO ] [sig       ] [216/3551] Forecasting APO...
[2025-12-24T20:16:21.160306] [INFO ] [sig       ] Generating forecast for: APO
[2025-12-24T20:16:21.160337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-12-24T20:16:21.172423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2025-12-24T20:16:21.172710] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-12-24T20:16:21.173459] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-12-24T20:16:21.173511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:21.173543] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:21.173589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:21.173649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:21.230768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:21.231362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:21.231440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:21.231472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:21.359697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:21.359873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:21.359915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:21.359944] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:21.363388] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-12-24T20:16:21.363684] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-12-24T20:16:21.363805] [INFO ] [sig       ] APO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:21.507735] [INFO ] [LOCAL     ] Saved forecast: APO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APO.txt
[2025-12-24T20:16:21.507862] [INFO ] [sig       ] [216/3551] Completed APO in 0.3s | 2.81 sym/s | Total: 1.3m | ETA: 19.8m
[2025-12-24T20:16:21.507902] [INFO ] [sig       ] [217/3551] Forecasting APOG...
[2025-12-24T20:16:21.507932] [INFO ] [sig       ] Generating forecast for: APOG
[2025-12-24T20:16:21.507962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2025-12-24T20:16:21.520591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOG'.
[2025-12-24T20:16:21.521000] [INFO ] [FORECASTER] Starting predict_future for APOG
[2025-12-24T20:16:21.521817] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2025-12-24T20:16:21.521872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:21.521916] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:21.521944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:21.522000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:21.580943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:21.581876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:21.581974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:21.582007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:21.708642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:21.708801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:21.708843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:21.708905] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:21.712525] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: UP (p=99.60%)
[2025-12-24T20:16:21.712834] [INFO ] [FORECASTER] Completed predict_future for APOG
[2025-12-24T20:16:21.712965] [INFO ] [sig       ] APOG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:21.858205] [INFO ] [LOCAL     ] Saved forecast: APOG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/APOG.txt
[2025-12-24T20:16:21.858369] [INFO ] [sig       ] [217/3551] Completed APOG in 0.4s | 2.81 sym/s | Total: 1.3m | ETA: 19.8m
[2025-12-24T20:16:21.858411] [INFO ] [sig       ] [218/3551] Forecasting APP...
[2025-12-24T20:16:21.858440] [INFO ] [sig       ] Generating forecast for: APP
[2025-12-24T20:16:21.858470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2025-12-24T20:16:21.871391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2025-12-24T20:16:21.871730] [INFO ] [FORECASTER] Starting predict_future for APP
[2025-12-24T20:16:21.872688] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2025-12-24T20:16:21.872741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:21.872773] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:21.872800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:21.872856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:21.929964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:21.930568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:21.930664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:21.930697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:22.046717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:22.046858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:22.046898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:22.046928] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:22.050670] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: UP (p=98.05%)
[2025-12-24T20:16:22.050945] [INFO ] [FORECASTER] Completed predict_future for APP
[2025-12-24T20:16:22.051074] [INFO ] [sig       ] APP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:22.190872] [INFO ] [LOCAL     ] Saved forecast: APP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/APP.txt
[2025-12-24T20:16:22.191010] [INFO ] [sig       ] [218/3551] Completed APP in 0.3s | 2.81 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-24T20:16:22.191056] [INFO ] [sig       ] [219/3551] Forecasting APPF...
[2025-12-24T20:16:22.191092] [INFO ] [sig       ] Generating forecast for: APPF
[2025-12-24T20:16:22.191127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2025-12-24T20:16:22.202718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2025-12-24T20:16:22.203014] [INFO ] [FORECASTER] Starting predict_future for APPF
[2025-12-24T20:16:22.203774] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2025-12-24T20:16:22.203825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:22.203857] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:22.203883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:22.203939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:22.263490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:22.264167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:22.264440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:22.264485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:22.391843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:22.392026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:22.392069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:22.392100] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:22.395804] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: UP (p=53.12%)
[2025-12-24T20:16:22.396089] [INFO ] [FORECASTER] Completed predict_future for APPF
[2025-12-24T20:16:22.396222] [INFO ] [sig       ] APPF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:22.539893] [INFO ] [LOCAL     ] Saved forecast: APPF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/APPF.txt
[2025-12-24T20:16:22.540037] [INFO ] [sig       ] [219/3551] Completed APPF in 0.3s | 2.81 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-24T20:16:22.540082] [INFO ] [sig       ] [220/3551] Forecasting APPN...
[2025-12-24T20:16:22.540112] [INFO ] [sig       ] Generating forecast for: APPN
[2025-12-24T20:16:22.540144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2025-12-24T20:16:22.552099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2025-12-24T20:16:22.552397] [INFO ] [FORECASTER] Starting predict_future for APPN
[2025-12-24T20:16:22.553193] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2025-12-24T20:16:22.553247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:22.553279] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:22.553307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:22.553365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:22.609738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:22.610485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:22.610589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:22.610626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:22.732704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:22.732857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:22.732898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:22.732928] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:22.736692] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: UP (p=95.15%)
[2025-12-24T20:16:22.736966] [INFO ] [FORECASTER] Completed predict_future for APPN
[2025-12-24T20:16:22.737097] [INFO ] [sig       ] APPN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:22.882244] [INFO ] [LOCAL     ] Saved forecast: APPN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/APPN.txt
[2025-12-24T20:16:22.882378] [INFO ] [sig       ] [220/3551] Completed APPN in 0.3s | 2.81 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-24T20:16:22.882418] [INFO ] [sig       ] [221/3551] Forecasting APPS...
[2025-12-24T20:16:22.882454] [INFO ] [sig       ] Generating forecast for: APPS
[2025-12-24T20:16:22.882486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2025-12-24T20:16:22.894016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2025-12-24T20:16:22.894326] [INFO ] [FORECASTER] Starting predict_future for APPS
[2025-12-24T20:16:22.895094] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2025-12-24T20:16:22.895315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:22.895347] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:22.895373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:22.895429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:22.954827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:22.955719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:22.955807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:22.955843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:23.085047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:23.085261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:23.085304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:23.085334] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:23.088997] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: UP (p=71.29%)
[2025-12-24T20:16:23.089304] [INFO ] [FORECASTER] Completed predict_future for APPS
[2025-12-24T20:16:23.089469] [INFO ] [sig       ] APPS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:23.240061] [INFO ] [LOCAL     ] Saved forecast: APPS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/APPS.txt
[2025-12-24T20:16:23.240226] [INFO ] [sig       ] [221/3551] Completed APPS in 0.4s | 2.81 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-24T20:16:23.240271] [INFO ] [sig       ] [222/3551] Forecasting APVO...
[2025-12-24T20:16:23.240302] [INFO ] [sig       ] Generating forecast for: APVO
[2025-12-24T20:16:23.240335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APVO' from 'https://tdm.silogroup.org/data/derivative_storage/APVO.csv'.
[2025-12-24T20:16:23.253517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APVO'.
[2025-12-24T20:16:23.253978] [INFO ] [FORECASTER] Starting predict_future for APVO
[2025-12-24T20:16:23.254911] [DEBUG] [LOCAL     ] No optimal features file found for APVO: ./output/feature-sets/APVO.txt
[2025-12-24T20:16:23.254970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:23.255007] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:23.255035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:23.255094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:23.315979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:23.316842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:23.316927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:23.316967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:23.433710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:23.433869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:23.433912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:23.433943] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:23.438015] [DEBUG] [FORECASTER] APVO: Forecast T+1@11:T+2@11: UP (p=69.02%)
[2025-12-24T20:16:23.438320] [INFO ] [FORECASTER] Completed predict_future for APVO
[2025-12-24T20:16:23.438456] [INFO ] [sig       ] APVO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:23.582441] [INFO ] [LOCAL     ] Saved forecast: APVO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/APVO.txt
[2025-12-24T20:16:23.582620] [INFO ] [sig       ] [222/3551] Completed APVO in 0.3s | 2.81 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-24T20:16:23.582666] [INFO ] [sig       ] [223/3551] Forecasting APYX...
[2025-12-24T20:16:23.582697] [INFO ] [sig       ] Generating forecast for: APYX
[2025-12-24T20:16:23.582729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2025-12-24T20:16:23.596418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2025-12-24T20:16:23.596842] [INFO ] [FORECASTER] Starting predict_future for APYX
[2025-12-24T20:16:23.597678] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2025-12-24T20:16:23.597732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:23.597765] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:23.597792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:23.597848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:23.657693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:23.658565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:23.658685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:23.658719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:23.781629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:23.781787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:23.781832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:23.781862] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:23.785740] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: DOWN (p=37.29%)
[2025-12-24T20:16:23.786067] [INFO ] [FORECASTER] Completed predict_future for APYX
[2025-12-24T20:16:23.786200] [INFO ] [sig       ] APYX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:23.931279] [INFO ] [LOCAL     ] Saved forecast: APYX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/APYX.txt
[2025-12-24T20:16:23.931434] [INFO ] [sig       ] [223/3551] Completed APYX in 0.3s | 2.81 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-24T20:16:23.931473] [INFO ] [sig       ] [224/3551] Forecasting AQMS...
[2025-12-24T20:16:23.931503] [INFO ] [sig       ] Generating forecast for: AQMS
[2025-12-24T20:16:23.931535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2025-12-24T20:16:23.943395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2025-12-24T20:16:23.943786] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2025-12-24T20:16:23.944543] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2025-12-24T20:16:23.944612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:23.944645] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:23.944672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:23.944729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:24.002915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:24.003977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:24.004098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:24.004132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:24.118876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:24.119044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:24.119091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:24.119143] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:24.122693] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: DOWN (p=14.34%)
[2025-12-24T20:16:24.122974] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2025-12-24T20:16:24.123102] [INFO ] [sig       ] AQMS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:24.266937] [INFO ] [LOCAL     ] Saved forecast: AQMS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AQMS.txt
[2025-12-24T20:16:24.267094] [INFO ] [sig       ] [224/3551] Completed AQMS in 0.3s | 2.82 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-24T20:16:24.267133] [INFO ] [sig       ] [225/3551] Forecasting AQN...
[2025-12-24T20:16:24.267164] [INFO ] [sig       ] Generating forecast for: AQN
[2025-12-24T20:16:24.267195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-12-24T20:16:24.278613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2025-12-24T20:16:24.278989] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-12-24T20:16:24.279811] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-12-24T20:16:24.279864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:24.279895] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:24.279921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:24.279976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:24.340126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:24.341097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:24.341194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:24.341231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:24.459737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:24.459879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:24.459919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:24.459948] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:24.463270] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-12-24T20:16:24.463545] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-12-24T20:16:24.463687] [INFO ] [sig       ] AQN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:24.607351] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AQN.txt
[2025-12-24T20:16:24.607533] [INFO ] [sig       ] [225/3551] Completed AQN in 0.3s | 2.82 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-24T20:16:24.607594] [INFO ] [sig       ] [226/3551] Forecasting AQNB...
[2025-12-24T20:16:24.607627] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-12-24T20:16:24.607658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-12-24T20:16:24.619319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2025-12-24T20:16:24.619712] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-12-24T20:16:24.620465] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-12-24T20:16:24.620517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:24.620548] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:24.620595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:24.620654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:24.680367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:24.681246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:24.681337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:24.681387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:24.789145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:24.789298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:24.789343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:24.789391] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:24.792793] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: UP (p=81.45%)
[2025-12-24T20:16:24.793067] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-12-24T20:16:24.793195] [INFO ] [sig       ] AQNB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:24.934359] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AQNB.txt
[2025-12-24T20:16:24.934516] [INFO ] [sig       ] [226/3551] Completed AQNB in 0.3s | 2.82 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-24T20:16:24.934557] [INFO ] [sig       ] [227/3551] Forecasting ARBB...
[2025-12-24T20:16:24.934605] [INFO ] [sig       ] Generating forecast for: ARBB
[2025-12-24T20:16:24.934637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2025-12-24T20:16:24.949523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2025-12-24T20:16:24.950061] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2025-12-24T20:16:24.951230] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2025-12-24T20:16:24.951302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:24.951354] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:24.951400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:24.951487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:25.022205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:25.023333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:25.023480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:25.023529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:25.148357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:25.148557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:25.148617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:25.148648] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:25.152122] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-24T20:16:25.152410] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2025-12-24T20:16:25.152540] [INFO ] [sig       ] ARBB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:25.304011] [INFO ] [LOCAL     ] Saved forecast: ARBB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ARBB.txt
[2025-12-24T20:16:25.304216] [INFO ] [sig       ] [227/3551] Completed ARBB in 0.4s | 2.82 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-24T20:16:25.304262] [INFO ] [sig       ] [228/3551] Forecasting ARBE...
[2025-12-24T20:16:25.304292] [INFO ] [sig       ] Generating forecast for: ARBE
[2025-12-24T20:16:25.304325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2025-12-24T20:16:25.320566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2025-12-24T20:16:25.321087] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2025-12-24T20:16:25.322192] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2025-12-24T20:16:25.322259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:25.322293] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:25.322336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:25.322397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:25.393408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:25.394489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:25.394599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:25.394635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:25.533123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:25.533288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:25.533524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:25.533558] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:25.537956] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: UP (p=74.40%)
[2025-12-24T20:16:25.538540] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2025-12-24T20:16:25.538710] [INFO ] [sig       ] ARBE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:25.688017] [INFO ] [LOCAL     ] Saved forecast: ARBE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ARBE.txt
[2025-12-24T20:16:25.688189] [INFO ] [sig       ] [228/3551] Completed ARBE in 0.4s | 2.82 sym/s | Total: 1.3m | ETA: 19.7m
[2025-12-24T20:16:25.688230] [INFO ] [sig       ] [229/3551] Forecasting ARCB...
[2025-12-24T20:16:25.688259] [INFO ] [sig       ] Generating forecast for: ARCB
[2025-12-24T20:16:25.688289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2025-12-24T20:16:25.700905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2025-12-24T20:16:25.701280] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2025-12-24T20:16:25.702082] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2025-12-24T20:16:25.702139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:25.702171] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:25.702198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:25.702253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:25.760208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:25.761416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:25.761517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:25.761550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:25.887586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:25.887736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:25.887777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:25.887806] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:25.891145] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: DOWN (p=36.56%)
[2025-12-24T20:16:25.891415] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2025-12-24T20:16:25.891534] [INFO ] [sig       ] ARCB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:26.036402] [INFO ] [LOCAL     ] Saved forecast: ARCB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ARCB.txt
[2025-12-24T20:16:26.036561] [INFO ] [sig       ] [229/3551] Completed ARCB in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 19.7m
[2025-12-24T20:16:26.036619] [INFO ] [sig       ] [230/3551] Forecasting ARCC...
[2025-12-24T20:16:26.036650] [INFO ] [sig       ] Generating forecast for: ARCC
[2025-12-24T20:16:26.036681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2025-12-24T20:16:26.048847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2025-12-24T20:16:26.049251] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2025-12-24T20:16:26.050072] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2025-12-24T20:16:26.050125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:26.050158] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:26.050185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:26.050241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:26.106757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:26.107611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:26.107695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:26.107728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:26.230220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:26.230380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:26.230421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:26.230452] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:26.234134] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: UP (p=74.07%)
[2025-12-24T20:16:26.234487] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2025-12-24T20:16:26.234646] [INFO ] [sig       ] ARCC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:26.378414] [INFO ] [LOCAL     ] Saved forecast: ARCC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ARCC.txt
[2025-12-24T20:16:26.378593] [INFO ] [sig       ] [230/3551] Completed ARCC in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 19.7m
[2025-12-24T20:16:26.378635] [INFO ] [sig       ] [231/3551] Forecasting ARCO...
[2025-12-24T20:16:26.378666] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-12-24T20:16:26.378696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-12-24T20:16:26.390682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2025-12-24T20:16:26.391073] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-12-24T20:16:26.391904] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-12-24T20:16:26.391960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:26.392032] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:26.392061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:26.392118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:26.449540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:26.450408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:26.450494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:26.450528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:26.565015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:26.565172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:26.565212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:26.565241] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:26.569317] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: DOWN (p=18.93%)
[2025-12-24T20:16:26.569664] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-12-24T20:16:26.569797] [INFO ] [sig       ] ARCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:26.716222] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ARCO.txt
[2025-12-24T20:16:26.716382] [INFO ] [sig       ] [231/3551] Completed ARCO in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-24T20:16:26.716422] [INFO ] [sig       ] [232/3551] Forecasting ARDC...
[2025-12-24T20:16:26.716452] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-12-24T20:16:26.716488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-12-24T20:16:26.727978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2025-12-24T20:16:26.728360] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-12-24T20:16:26.729143] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-12-24T20:16:26.729196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:26.729229] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:26.729257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:26.729313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:26.786496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:26.787366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:26.787450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:26.787484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:26.902689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:26.902853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:26.902894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:26.902924] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:26.906335] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: DOWN (p=18.62%)
[2025-12-24T20:16:26.906679] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-12-24T20:16:26.906817] [INFO ] [sig       ] ARDC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:27.050137] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ARDC.txt
[2025-12-24T20:16:27.050488] [INFO ] [sig       ] [232/3551] Completed ARDC in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-24T20:16:27.050527] [INFO ] [sig       ] [233/3551] Forecasting ARDX...
[2025-12-24T20:16:27.050557] [INFO ] [sig       ] Generating forecast for: ARDX
[2025-12-24T20:16:27.050606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2025-12-24T20:16:27.063928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2025-12-24T20:16:27.064238] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2025-12-24T20:16:27.065192] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2025-12-24T20:16:27.065245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:27.065277] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:27.065304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:27.065359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:27.122550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:27.123470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:27.123568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:27.123623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:27.243781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:27.243936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:27.243975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:27.244003] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:27.247908] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: DOWN (p=48.90%)
[2025-12-24T20:16:27.248175] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2025-12-24T20:16:27.248484] [INFO ] [sig       ] ARDX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:27.393911] [INFO ] [LOCAL     ] Saved forecast: ARDX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ARDX.txt
[2025-12-24T20:16:27.394071] [INFO ] [sig       ] [233/3551] Completed ARDX in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-24T20:16:27.394112] [INFO ] [sig       ] [234/3551] Forecasting ARE...
[2025-12-24T20:16:27.394142] [INFO ] [sig       ] Generating forecast for: ARE
[2025-12-24T20:16:27.394173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-12-24T20:16:27.405909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2025-12-24T20:16:27.406274] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-12-24T20:16:27.407050] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-12-24T20:16:27.407103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:27.407134] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:27.407161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:27.407217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:27.464110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:27.464899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:27.464980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:27.465013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:27.588881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:27.589042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:27.589083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:27.589148] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:27.592594] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: UP (p=98.64%)
[2025-12-24T20:16:27.592883] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-12-24T20:16:27.593008] [INFO ] [sig       ] ARE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:27.735973] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ARE.txt
[2025-12-24T20:16:27.736113] [INFO ] [sig       ] [234/3551] Completed ARE in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-24T20:16:27.736154] [INFO ] [sig       ] [235/3551] Forecasting AREC...
[2025-12-24T20:16:27.736184] [INFO ] [sig       ] Generating forecast for: AREC
[2025-12-24T20:16:27.736214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2025-12-24T20:16:27.750640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2025-12-24T20:16:27.751050] [INFO ] [FORECASTER] Starting predict_future for AREC
[2025-12-24T20:16:27.751939] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2025-12-24T20:16:27.751999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:27.752035] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:27.752066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:27.752137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:27.819289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:27.820181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:27.820457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:27.820490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:27.947190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:27.947356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:27.947400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:27.947429] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:27.950944] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: DOWN (p=31.64%)
[2025-12-24T20:16:27.951250] [INFO ] [FORECASTER] Completed predict_future for AREC
[2025-12-24T20:16:27.951566] [INFO ] [sig       ] AREC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:28.095633] [INFO ] [LOCAL     ] Saved forecast: AREC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AREC.txt
[2025-12-24T20:16:28.095801] [INFO ] [sig       ] [235/3551] Completed AREC in 0.4s | 2.82 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-24T20:16:28.095841] [INFO ] [sig       ] [236/3551] Forecasting ARES...
[2025-12-24T20:16:28.095872] [INFO ] [sig       ] Generating forecast for: ARES
[2025-12-24T20:16:28.095901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-12-24T20:16:28.107376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2025-12-24T20:16:28.107734] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-12-24T20:16:28.108483] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-12-24T20:16:28.108535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:28.108601] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:28.108633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:28.108691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:28.166043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:28.166930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:28.167015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:28.167049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:28.290901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:28.291059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:28.291100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:28.291129] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:28.294554] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: UP (p=60.55%)
[2025-12-24T20:16:28.294849] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-12-24T20:16:28.294978] [INFO ] [sig       ] ARES: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:28.437739] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ARES.txt
[2025-12-24T20:16:28.437900] [INFO ] [sig       ] [236/3551] Completed ARES in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-24T20:16:28.437943] [INFO ] [sig       ] [237/3551] Forecasting ARGX...
[2025-12-24T20:16:28.437973] [INFO ] [sig       ] Generating forecast for: ARGX
[2025-12-24T20:16:28.438005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2025-12-24T20:16:28.454513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2025-12-24T20:16:28.454977] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2025-12-24T20:16:28.456119] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2025-12-24T20:16:28.456191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:28.456248] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:28.456298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:28.456395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:28.524870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:28.525755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:28.525840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:28.525873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:28.652313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:28.652466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:28.652508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:28.652538] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:28.656349] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: UP (p=65.11%)
[2025-12-24T20:16:28.656640] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2025-12-24T20:16:28.656765] [INFO ] [sig       ] ARGX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:28.800557] [INFO ] [LOCAL     ] Saved forecast: ARGX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ARGX.txt
[2025-12-24T20:16:28.800713] [INFO ] [sig       ] [237/3551] Completed ARGX in 0.4s | 2.82 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-24T20:16:28.800754] [INFO ] [sig       ] [238/3551] Forecasting ARHS...
[2025-12-24T20:16:28.800783] [INFO ] [sig       ] Generating forecast for: ARHS
[2025-12-24T20:16:28.800813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2025-12-24T20:16:28.812300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2025-12-24T20:16:28.812621] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2025-12-24T20:16:28.813425] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2025-12-24T20:16:28.813480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:28.813514] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:28.813542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:28.813617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:28.872306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:28.873187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:28.873269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:28.873302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:28.998612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:28.998771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:28.998812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:28.998842] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:29.002608] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=25.86%)
[2025-12-24T20:16:29.002883] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2025-12-24T20:16:29.003009] [INFO ] [sig       ] ARHS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:29.150113] [INFO ] [LOCAL     ] Saved forecast: ARHS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ARHS.txt
[2025-12-24T20:16:29.150253] [INFO ] [sig       ] [238/3551] Completed ARHS in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-24T20:16:29.150304] [INFO ] [sig       ] [239/3551] Forecasting ARI...
[2025-12-24T20:16:29.150343] [INFO ] [sig       ] Generating forecast for: ARI
[2025-12-24T20:16:29.150383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-12-24T20:16:29.162665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2025-12-24T20:16:29.162944] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-12-24T20:16:29.163746] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-12-24T20:16:29.163800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:29.163833] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:29.163861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:29.163930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:29.224149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:29.225590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:29.225705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:29.225761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:29.353420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:29.353607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:29.353649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:29.353679] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:29.357784] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: UP (p=95.80%)
[2025-12-24T20:16:29.358158] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-12-24T20:16:29.358304] [INFO ] [sig       ] ARI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:29.512294] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ARI.txt
[2025-12-24T20:16:29.512432] [INFO ] [sig       ] [239/3551] Completed ARI in 0.4s | 2.82 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-24T20:16:29.512474] [INFO ] [sig       ] [240/3551] Forecasting ARKO...
[2025-12-24T20:16:29.512505] [INFO ] [sig       ] Generating forecast for: ARKO
[2025-12-24T20:16:29.512536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2025-12-24T20:16:29.524927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2025-12-24T20:16:29.525236] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2025-12-24T20:16:29.526250] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2025-12-24T20:16:29.526304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:29.526335] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:29.526361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:29.526419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:29.586676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:29.587411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:29.587493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:29.587526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:29.713934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:29.714092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:29.714135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:29.714164] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:29.718423] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: DOWN (p=46.02%)
[2025-12-24T20:16:29.718750] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2025-12-24T20:16:29.718886] [INFO ] [sig       ] ARKO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:29.873710] [INFO ] [LOCAL     ] Saved forecast: ARKO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ARKO.txt
[2025-12-24T20:16:29.873880] [INFO ] [sig       ] [240/3551] Completed ARKO in 0.4s | 2.82 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-24T20:16:29.873925] [INFO ] [sig       ] [241/3551] Forecasting ARLO...
[2025-12-24T20:16:29.873958] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-12-24T20:16:29.873989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-12-24T20:16:29.888004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2025-12-24T20:16:29.888392] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-12-24T20:16:29.889373] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-12-24T20:16:29.889464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:29.889499] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:29.889528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:29.889601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:29.954253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:29.955096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:29.955231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:29.955274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:30.087007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:30.087166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:30.087207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:30.087237] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:30.090884] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=24.99%)
[2025-12-24T20:16:30.091219] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-12-24T20:16:30.091394] [INFO ] [sig       ] ARLO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:30.246627] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ARLO.txt
[2025-12-24T20:16:30.246799] [INFO ] [sig       ] [241/3551] Completed ARLO in 0.4s | 2.82 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-24T20:16:30.246857] [INFO ] [sig       ] [242/3551] Forecasting ARLP...
[2025-12-24T20:16:30.246892] [INFO ] [sig       ] Generating forecast for: ARLP
[2025-12-24T20:16:30.246924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2025-12-24T20:16:30.260765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2025-12-24T20:16:30.261165] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2025-12-24T20:16:30.261977] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2025-12-24T20:16:30.262032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:30.262069] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:30.262115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:30.262190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:30.324555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:30.325397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:30.325487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:30.325522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:30.451768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:30.451930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:30.451972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:30.452000] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:30.455678] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-12-24T20:16:30.455989] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2025-12-24T20:16:30.456119] [INFO ] [sig       ] ARLP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:30.594938] [INFO ] [LOCAL     ] Saved forecast: ARLP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ARLP.txt
[2025-12-24T20:16:30.595116] [INFO ] [sig       ] [242/3551] Completed ARLP in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-24T20:16:30.595160] [INFO ] [sig       ] [243/3551] Forecasting ARM...
[2025-12-24T20:16:30.595188] [INFO ] [sig       ] Generating forecast for: ARM
[2025-12-24T20:16:30.595219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2025-12-24T20:16:30.607273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2025-12-24T20:16:30.607624] [INFO ] [FORECASTER] Starting predict_future for ARM
[2025-12-24T20:16:30.608389] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2025-12-24T20:16:30.608441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:30.608473] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:30.608500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:30.608557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:30.665134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:30.666092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:30.666188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:30.666223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:30.787875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:30.788036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:30.788076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:30.788105] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:30.791863] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: UP (p=95.76%)
[2025-12-24T20:16:30.792155] [INFO ] [FORECASTER] Completed predict_future for ARM
[2025-12-24T20:16:30.792288] [INFO ] [sig       ] ARM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:30.933604] [INFO ] [LOCAL     ] Saved forecast: ARM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ARM.txt
[2025-12-24T20:16:30.933759] [INFO ] [sig       ] [243/3551] Completed ARM in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-24T20:16:30.933800] [INFO ] [sig       ] [244/3551] Forecasting ARMK...
[2025-12-24T20:16:30.933831] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-12-24T20:16:30.933861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-12-24T20:16:30.947374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2025-12-24T20:16:30.947769] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-12-24T20:16:30.948606] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-12-24T20:16:30.948660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:30.948694] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:30.948722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:30.948780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:31.005352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:31.006262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:31.006358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:31.006392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:31.132456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:31.132633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:31.132677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:31.132709] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:31.136288] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: DOWN (p=3.98%)
[2025-12-24T20:16:31.136609] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-12-24T20:16:31.136742] [INFO ] [sig       ] ARMK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:31.280991] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ARMK.txt
[2025-12-24T20:16:31.281185] [INFO ] [sig       ] [244/3551] Completed ARMK in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 19.6m
[2025-12-24T20:16:31.281228] [INFO ] [sig       ] [245/3551] Forecasting AROC...
[2025-12-24T20:16:31.281260] [INFO ] [sig       ] Generating forecast for: AROC
[2025-12-24T20:16:31.281292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-12-24T20:16:31.293111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2025-12-24T20:16:31.293512] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-12-24T20:16:31.294370] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-12-24T20:16:31.294432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:31.294466] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:31.294492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:31.294550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:31.354150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:31.355029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:31.355123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:31.355156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:31.474062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:31.474219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:31.474260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:31.474290] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:31.478094] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: UP (p=52.74%)
[2025-12-24T20:16:31.478536] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-12-24T20:16:31.478682] [INFO ] [sig       ] AROC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:31.622255] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AROC.txt
[2025-12-24T20:16:31.622382] [INFO ] [sig       ] [245/3551] Completed AROC in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 19.5m
[2025-12-24T20:16:31.622422] [INFO ] [sig       ] [246/3551] Forecasting ARQ...
[2025-12-24T20:16:31.622451] [INFO ] [sig       ] Generating forecast for: ARQ
[2025-12-24T20:16:31.622482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2025-12-24T20:16:31.634215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2025-12-24T20:16:31.634733] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2025-12-24T20:16:31.635584] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2025-12-24T20:16:31.635640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:31.635680] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:31.635707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:31.635764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:31.695351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:31.696441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:31.696528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:31.696562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:31.814226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:31.814381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:31.814419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:31.814447] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:31.817761] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: UP (p=94.95%)
[2025-12-24T20:16:31.818039] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2025-12-24T20:16:31.818156] [INFO ] [sig       ] ARQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:31.966033] [INFO ] [LOCAL     ] Saved forecast: ARQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ARQ.txt
[2025-12-24T20:16:31.966164] [INFO ] [sig       ] [246/3551] Completed ARQ in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-24T20:16:31.966204] [INFO ] [sig       ] [247/3551] Forecasting ARQQ...
[2025-12-24T20:16:31.966235] [INFO ] [sig       ] Generating forecast for: ARQQ
[2025-12-24T20:16:31.966265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'.
[2025-12-24T20:16:31.977824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'.
[2025-12-24T20:16:31.978115] [INFO ] [FORECASTER] Starting predict_future for ARQQ
[2025-12-24T20:16:31.978877] [DEBUG] [LOCAL     ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt
[2025-12-24T20:16:31.978929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:31.978960] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:31.978987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:31.979042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:32.040824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:32.041800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:32.041886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:32.041921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:32.165249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:32.165614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:32.165655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:32.165686] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:32.169069] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: UP (p=67.66%)
[2025-12-24T20:16:32.169344] [INFO ] [FORECASTER] Completed predict_future for ARQQ
[2025-12-24T20:16:32.169501] [INFO ] [sig       ] ARQQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:32.320734] [INFO ] [LOCAL     ] Saved forecast: ARQQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ARQQ.txt
[2025-12-24T20:16:32.320883] [INFO ] [sig       ] [247/3551] Completed ARQQ in 0.4s | 2.82 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-24T20:16:32.320924] [INFO ] [sig       ] [248/3551] Forecasting ARRY...
[2025-12-24T20:16:32.320955] [INFO ] [sig       ] Generating forecast for: ARRY
[2025-12-24T20:16:32.320984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2025-12-24T20:16:32.332476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2025-12-24T20:16:32.332781] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2025-12-24T20:16:32.333541] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2025-12-24T20:16:32.333613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:32.333680] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:32.333714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:32.333790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:32.394531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:32.395297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:32.395398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:32.395434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:32.518816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:32.518981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:32.519061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:32.519093] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:32.522624] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: DOWN (p=6.85%)
[2025-12-24T20:16:32.522934] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2025-12-24T20:16:32.523067] [INFO ] [sig       ] ARRY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:32.671601] [INFO ] [LOCAL     ] Saved forecast: ARRY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ARRY.txt
[2025-12-24T20:16:32.671736] [INFO ] [sig       ] [248/3551] Completed ARRY in 0.4s | 2.82 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-24T20:16:32.671775] [INFO ] [sig       ] [249/3551] Forecasting ARTL...
[2025-12-24T20:16:32.671805] [INFO ] [sig       ] Generating forecast for: ARTL
[2025-12-24T20:16:32.671834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2025-12-24T20:16:32.682294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2025-12-24T20:16:32.682831] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2025-12-24T20:16:32.683598] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2025-12-24T20:16:32.683651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:32.683683] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:32.683710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:32.683766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:32.740744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:32.741398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:32.741479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:32.741512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:32.853807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:32.853954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:32.853996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:32.854024] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:32.857334] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: UP (p=89.95%)
[2025-12-24T20:16:32.857615] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2025-12-24T20:16:32.857737] [INFO ] [sig       ] ARTL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:33.005200] [INFO ] [LOCAL     ] Saved forecast: ARTL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ARTL.txt
[2025-12-24T20:16:33.005358] [INFO ] [sig       ] [249/3551] Completed ARTL in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-24T20:16:33.005398] [INFO ] [sig       ] [250/3551] Forecasting ARTNA...
[2025-12-24T20:16:33.005428] [INFO ] [sig       ] Generating forecast for: ARTNA
[2025-12-24T20:16:33.005458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2025-12-24T20:16:33.016669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2025-12-24T20:16:33.017028] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2025-12-24T20:16:33.017809] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2025-12-24T20:16:33.017862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:33.017893] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:33.017920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:33.017976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:33.075968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:33.076853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:33.076937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:33.076970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:33.193881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:33.194046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:33.194086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:33.194114] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:33.197443] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: DOWN (p=35.60%)
[2025-12-24T20:16:33.197731] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2025-12-24T20:16:33.197854] [INFO ] [sig       ] ARTNA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:33.341852] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ARTNA.txt
[2025-12-24T20:16:33.342032] [INFO ] [sig       ] [250/3551] Completed ARTNA in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-24T20:16:33.342082] [INFO ] [sig       ] [251/3551] Forecasting ARVN...
[2025-12-24T20:16:33.342124] [INFO ] [sig       ] Generating forecast for: ARVN
[2025-12-24T20:16:33.342156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2025-12-24T20:16:33.354729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2025-12-24T20:16:33.355110] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2025-12-24T20:16:33.356085] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2025-12-24T20:16:33.356138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:33.356170] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:33.356197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:33.356258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:33.414593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:33.415457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:33.415545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:33.415598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:33.538707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:33.538875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:33.538916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:33.538979] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:33.542492] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: DOWN (p=15.03%)
[2025-12-24T20:16:33.542807] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2025-12-24T20:16:33.542944] [INFO ] [sig       ] ARVN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:33.690618] [INFO ] [LOCAL     ] Saved forecast: ARVN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ARVN.txt
[2025-12-24T20:16:33.690780] [INFO ] [sig       ] [251/3551] Completed ARVN in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-24T20:16:33.690821] [INFO ] [sig       ] [252/3551] Forecasting ASA...
[2025-12-24T20:16:33.690850] [INFO ] [sig       ] Generating forecast for: ASA
[2025-12-24T20:16:33.690880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-12-24T20:16:33.702734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2025-12-24T20:16:33.703082] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-12-24T20:16:33.703859] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-12-24T20:16:33.703911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:33.703954] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:33.703982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:33.704038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:33.764298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:33.765209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:33.765325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:33.765360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:33.889524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:33.889705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:33.889746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:33.889776] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:33.893149] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: DOWN (p=16.63%)
[2025-12-24T20:16:33.893418] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-12-24T20:16:33.893541] [INFO ] [sig       ] ASA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:34.036339] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ASA.txt
[2025-12-24T20:16:34.036493] [INFO ] [sig       ] [252/3551] Completed ASA in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-24T20:16:34.036535] [INFO ] [sig       ] [253/3551] Forecasting ASB...
[2025-12-24T20:16:34.036565] [INFO ] [sig       ] Generating forecast for: ASB
[2025-12-24T20:16:34.036617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-12-24T20:16:34.048954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2025-12-24T20:16:34.049297] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-12-24T20:16:34.050087] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-12-24T20:16:34.050139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:34.050170] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:34.050197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:34.050265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:34.107413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:34.108062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:34.108145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:34.108177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:34.230341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:34.230506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:34.230545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:34.230593] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:34.233913] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: UP (p=67.81%)
[2025-12-24T20:16:34.234179] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-12-24T20:16:34.234300] [INFO ] [sig       ] ASB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:34.374689] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ASB.txt
[2025-12-24T20:16:34.374835] [INFO ] [sig       ] [253/3551] Completed ASB in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-24T20:16:34.374877] [INFO ] [sig       ] [254/3551] Forecasting ASBA...
[2025-12-24T20:16:34.374907] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-12-24T20:16:34.374938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-12-24T20:16:34.386967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2025-12-24T20:16:34.387245] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-12-24T20:16:34.388010] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-12-24T20:16:34.388063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:34.388094] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:34.388121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:34.388177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:34.444681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:34.445439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:34.445523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:34.445556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:34.554829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:34.554988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:34.555027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:34.555055] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:34.558357] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=99.38%)
[2025-12-24T20:16:34.558669] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-12-24T20:16:34.558795] [INFO ] [sig       ] ASBA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:34.702602] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ASBA.txt
[2025-12-24T20:16:34.702751] [INFO ] [sig       ] [254/3551] Completed ASBA in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-24T20:16:34.702793] [INFO ] [sig       ] [255/3551] Forecasting ASC...
[2025-12-24T20:16:34.702822] [INFO ] [sig       ] Generating forecast for: ASC
[2025-12-24T20:16:34.702853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-12-24T20:16:34.715812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASC'.
[2025-12-24T20:16:34.716170] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-12-24T20:16:34.716934] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-12-24T20:16:34.716987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:34.717018] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:34.717046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:34.717102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:34.774953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:34.775540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:34.775812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:34.775844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:34.888677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:34.888850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:34.888891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:34.888920] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:34.892631] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-12-24T20:16:34.892897] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-12-24T20:16:34.893017] [INFO ] [sig       ] ASC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:35.034082] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ASC.txt
[2025-12-24T20:16:35.034208] [INFO ] [sig       ] [255/3551] Completed ASC in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-24T20:16:35.034273] [INFO ] [sig       ] [256/3551] Forecasting ASG...
[2025-12-24T20:16:35.034304] [INFO ] [sig       ] Generating forecast for: ASG
[2025-12-24T20:16:35.034333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-12-24T20:16:35.046853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2025-12-24T20:16:35.047139] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-12-24T20:16:35.047927] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-12-24T20:16:35.047979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:35.048011] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:35.048038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:35.048094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:35.105171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:35.105966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:35.106045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:35.106078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:35.231032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:35.231187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:35.231226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:35.231254] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:35.234683] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=71.63%)
[2025-12-24T20:16:35.234958] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-12-24T20:16:35.235086] [INFO ] [sig       ] ASG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:35.377241] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ASG.txt
[2025-12-24T20:16:35.377362] [INFO ] [sig       ] [256/3551] Completed ASG in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-24T20:16:35.377401] [INFO ] [sig       ] [257/3551] Forecasting ASGI...
[2025-12-24T20:16:35.377430] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-12-24T20:16:35.377460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-12-24T20:16:35.389753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2025-12-24T20:16:35.390027] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-12-24T20:16:35.390793] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-12-24T20:16:35.390846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:35.390877] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:35.390904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:35.390959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:35.447080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:35.447768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:35.447849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:35.447881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:35.571524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:35.571697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:35.571739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:35.571767] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:35.575265] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: UP (p=76.19%)
[2025-12-24T20:16:35.575529] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-12-24T20:16:35.575672] [INFO ] [sig       ] ASGI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:35.718277] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ASGI.txt
[2025-12-24T20:16:35.718432] [INFO ] [sig       ] [257/3551] Completed ASGI in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 19.4m
[2025-12-24T20:16:35.718472] [INFO ] [sig       ] [258/3551] Forecasting ASGN...
[2025-12-24T20:16:35.718502] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-12-24T20:16:35.718532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-12-24T20:16:35.936669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2025-12-24T20:16:35.937058] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-12-24T20:16:35.937839] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-12-24T20:16:35.937891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:35.937923] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:35.937951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:35.938007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:35.996023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:35.997103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:35.997238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:35.997272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:36.120443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:36.120623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:36.120666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:36.120696] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:36.124513] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: UP (p=88.96%)
[2025-12-24T20:16:36.124848] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-12-24T20:16:36.124986] [INFO ] [sig       ] ASGN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:36.278377] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ASGN.txt
[2025-12-24T20:16:36.278862] [INFO ] [sig       ] [258/3551] Completed ASGN in 0.6s | 2.82 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-24T20:16:36.278914] [INFO ] [sig       ] [259/3551] Forecasting ASH...
[2025-12-24T20:16:36.278950] [INFO ] [sig       ] Generating forecast for: ASH
[2025-12-24T20:16:36.278983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-12-24T20:16:36.293964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2025-12-24T20:16:36.294391] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-12-24T20:16:36.295241] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-12-24T20:16:36.295304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:36.295337] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:36.295366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:36.295423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:36.354735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:36.355626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:36.355747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:36.355782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:36.481520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:36.481898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:36.481940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:36.481994] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:36.485794] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: UP (p=92.83%)
[2025-12-24T20:16:36.486143] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-12-24T20:16:36.486285] [INFO ] [sig       ] ASH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:36.634427] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ASH.txt
[2025-12-24T20:16:36.634612] [INFO ] [sig       ] [259/3551] Completed ASH in 0.4s | 2.82 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-24T20:16:36.634655] [INFO ] [sig       ] [260/3551] Forecasting ASIX...
[2025-12-24T20:16:36.634686] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-12-24T20:16:36.634717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-12-24T20:16:36.647803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2025-12-24T20:16:36.648211] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-12-24T20:16:36.649039] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-12-24T20:16:36.649094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:36.649126] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:36.649152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:36.649209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:36.707631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:36.708514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:36.708641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:36.708688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:36.828701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:36.828854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:36.828893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:36.828921] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:36.832428] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: DOWN (p=21.12%)
[2025-12-24T20:16:36.832733] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-12-24T20:16:36.832857] [INFO ] [sig       ] ASIX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:36.985820] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ASIX.txt
[2025-12-24T20:16:36.985982] [INFO ] [sig       ] [260/3551] Completed ASIX in 0.4s | 2.82 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-24T20:16:36.986025] [INFO ] [sig       ] [261/3551] Forecasting ASLE...
[2025-12-24T20:16:36.986055] [INFO ] [sig       ] Generating forecast for: ASLE
[2025-12-24T20:16:36.986086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2025-12-24T20:16:36.998597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2025-12-24T20:16:36.998972] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2025-12-24T20:16:36.999991] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2025-12-24T20:16:37.000043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:37.000075] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:37.000101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:37.000157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:37.060972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:37.061813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:37.061896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:37.061945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:37.188411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:37.188614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:37.188856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:37.188893] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:37.192718] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: DOWN (p=2.34%)
[2025-12-24T20:16:37.193083] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2025-12-24T20:16:37.193234] [INFO ] [sig       ] ASLE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:37.410142] [INFO ] [LOCAL     ] Saved forecast: ASLE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ASLE.txt
[2025-12-24T20:16:37.410355] [INFO ] [sig       ] [261/3551] Completed ASLE in 0.4s | 2.82 sym/s | Total: 1.5m | ETA: 19.5m
[2025-12-24T20:16:37.410406] [INFO ] [sig       ] [262/3551] Forecasting ASMB...
[2025-12-24T20:16:37.410438] [INFO ] [sig       ] Generating forecast for: ASMB
[2025-12-24T20:16:37.410470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2025-12-24T20:16:37.423128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2025-12-24T20:16:37.423495] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2025-12-24T20:16:37.424268] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2025-12-24T20:16:37.424324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:37.424357] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:37.424384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:37.424441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:37.485321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:37.486223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:37.486309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:37.486344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:37.614830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:37.614992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:37.615034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:37.615063] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:37.619175] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-12-24T20:16:37.619561] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2025-12-24T20:16:37.619744] [INFO ] [sig       ] ASMB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:37.793495] [INFO ] [LOCAL     ] Saved forecast: ASMB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ASMB.txt
[2025-12-24T20:16:37.793679] [INFO ] [sig       ] [262/3551] Completed ASMB in 0.4s | 2.81 sym/s | Total: 1.6m | ETA: 19.5m
[2025-12-24T20:16:37.793725] [INFO ] [sig       ] [263/3551] Forecasting ASML...
[2025-12-24T20:16:37.793755] [INFO ] [sig       ] Generating forecast for: ASML
[2025-12-24T20:16:37.793786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2025-12-24T20:16:37.806511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2025-12-24T20:16:37.806999] [INFO ] [FORECASTER] Starting predict_future for ASML
[2025-12-24T20:16:37.808144] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2025-12-24T20:16:37.808215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:37.808264] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:37.808324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:37.808412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:37.867458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:37.868546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:37.868650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:37.868685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:38.000119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:38.000284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:38.000325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:38.000355] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:38.003901] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: UP (p=63.40%)
[2025-12-24T20:16:38.004220] [INFO ] [FORECASTER] Completed predict_future for ASML
[2025-12-24T20:16:38.004359] [INFO ] [sig       ] ASML: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:38.167163] [INFO ] [LOCAL     ] Saved forecast: ASML	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ASML.txt
[2025-12-24T20:16:38.167324] [INFO ] [sig       ] [263/3551] Completed ASML in 0.4s | 2.81 sym/s | Total: 1.6m | ETA: 19.5m
[2025-12-24T20:16:38.167365] [INFO ] [sig       ] [264/3551] Forecasting ASND...
[2025-12-24T20:16:38.167394] [INFO ] [sig       ] Generating forecast for: ASND
[2025-12-24T20:16:38.167423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2025-12-24T20:16:38.179803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2025-12-24T20:16:38.180198] [INFO ] [FORECASTER] Starting predict_future for ASND
[2025-12-24T20:16:38.180996] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2025-12-24T20:16:38.181050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:38.181083] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:38.181109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:38.181165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:38.238711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:38.239629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:38.239717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:38.239749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:38.367169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:38.367326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:38.367365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:38.367395] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:38.371312] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: DOWN (p=38.97%)
[2025-12-24T20:16:38.371610] [INFO ] [FORECASTER] Completed predict_future for ASND
[2025-12-24T20:16:38.371737] [INFO ] [sig       ] ASND: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:38.520949] [INFO ] [LOCAL     ] Saved forecast: ASND	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ASND.txt
[2025-12-24T20:16:38.521109] [INFO ] [sig       ] [264/3551] Completed ASND in 0.4s | 2.81 sym/s | Total: 1.6m | ETA: 19.5m
[2025-12-24T20:16:38.521149] [INFO ] [sig       ] [265/3551] Forecasting ASO...
[2025-12-24T20:16:38.521179] [INFO ] [sig       ] Generating forecast for: ASO
[2025-12-24T20:16:38.521210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2025-12-24T20:16:38.533892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2025-12-24T20:16:38.534251] [INFO ] [FORECASTER] Starting predict_future for ASO
[2025-12-24T20:16:38.535221] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2025-12-24T20:16:38.535273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:38.535328] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:38.535356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:38.535413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:38.595406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:38.596501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:38.596804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:38.596839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:38.722325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:38.722501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:38.722544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:38.722599] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:38.726181] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: DOWN (p=20.11%)
[2025-12-24T20:16:38.726547] [INFO ] [FORECASTER] Completed predict_future for ASO
[2025-12-24T20:16:38.726709] [INFO ] [sig       ] ASO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:38.872362] [INFO ] [LOCAL     ] Saved forecast: ASO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ASO.txt
[2025-12-24T20:16:38.872531] [INFO ] [sig       ] [265/3551] Completed ASO in 0.4s | 2.81 sym/s | Total: 1.6m | ETA: 19.5m
[2025-12-24T20:16:38.872610] [INFO ] [sig       ] [266/3551] Forecasting ASPI...
[2025-12-24T20:16:38.872651] [INFO ] [sig       ] Generating forecast for: ASPI
[2025-12-24T20:16:38.872684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2025-12-24T20:16:38.884479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2025-12-24T20:16:38.884948] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2025-12-24T20:16:38.885792] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2025-12-24T20:16:38.885848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:38.885881] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:38.885908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:38.885966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:38.943557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:38.944409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:38.944495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:38.944527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:39.062879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:39.063041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:39.063080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:39.063108] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:39.066447] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: DOWN (p=44.27%)
[2025-12-24T20:16:39.066766] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2025-12-24T20:16:39.066898] [INFO ] [sig       ] ASPI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:39.212736] [INFO ] [LOCAL     ] Saved forecast: ASPI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ASPI.txt
[2025-12-24T20:16:39.212890] [INFO ] [sig       ] [266/3551] Completed ASPI in 0.3s | 2.81 sym/s | Total: 1.6m | ETA: 19.5m
[2025-12-24T20:16:39.212931] [INFO ] [sig       ] [267/3551] Forecasting ASPN...
[2025-12-24T20:16:39.212961] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-12-24T20:16:39.212997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-12-24T20:16:39.224965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2025-12-24T20:16:39.225338] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-12-24T20:16:39.226103] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-12-24T20:16:39.226155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:39.226188] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:39.226215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:39.226271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:39.286314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:39.287338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:39.287420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:39.287453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:39.410367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:39.410528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:39.410585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:39.410618] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:39.413943] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=89.25%)
[2025-12-24T20:16:39.414228] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-12-24T20:16:39.414358] [INFO ] [sig       ] ASPN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:39.561064] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ASPN.txt
[2025-12-24T20:16:39.561226] [INFO ] [sig       ] [267/3551] Completed ASPN in 0.3s | 2.82 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-24T20:16:39.561267] [INFO ] [sig       ] [268/3551] Forecasting ASPS...
[2025-12-24T20:16:39.561297] [INFO ] [sig       ] Generating forecast for: ASPS
[2025-12-24T20:16:39.561331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2025-12-24T20:16:39.573323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2025-12-24T20:16:39.573758] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2025-12-24T20:16:39.574649] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2025-12-24T20:16:39.574706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:39.574744] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:39.574773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:39.574830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:39.632007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:39.632839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:39.632930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:39.632964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:39.753167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:39.753326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:39.753366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:39.753459] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:39.757191] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: UP (p=89.12%)
[2025-12-24T20:16:39.757525] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2025-12-24T20:16:39.757705] [INFO ] [sig       ] ASPS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:39.907220] [INFO ] [LOCAL     ] Saved forecast: ASPS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ASPS.txt
[2025-12-24T20:16:39.907455] [INFO ] [sig       ] [268/3551] Completed ASPS in 0.3s | 2.82 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-24T20:16:39.907519] [INFO ] [sig       ] [269/3551] Forecasting ASTE...
[2025-12-24T20:16:39.907562] [INFO ] [sig       ] Generating forecast for: ASTE
[2025-12-24T20:16:39.907632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2025-12-24T20:16:39.921636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2025-12-24T20:16:39.922078] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2025-12-24T20:16:39.923097] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2025-12-24T20:16:39.923160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:39.923198] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:39.923232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:39.923301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:39.988522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:39.989566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:39.989671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:39.989703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:40.108077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:40.108236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:40.108275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:40.108304] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:40.111853] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: DOWN (p=6.45%)
[2025-12-24T20:16:40.112200] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2025-12-24T20:16:40.112339] [INFO ] [sig       ] ASTE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:40.257391] [INFO ] [LOCAL     ] Saved forecast: ASTE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ASTE.txt
[2025-12-24T20:16:40.257546] [INFO ] [sig       ] [269/3551] Completed ASTE in 0.3s | 2.82 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-24T20:16:40.257603] [INFO ] [sig       ] [270/3551] Forecasting ASTH...
[2025-12-24T20:16:40.257821] [INFO ] [sig       ] Generating forecast for: ASTH
[2025-12-24T20:16:40.257851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2025-12-24T20:16:40.269457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2025-12-24T20:16:40.269876] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2025-12-24T20:16:40.270693] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2025-12-24T20:16:40.270748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:40.270782] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:40.270810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:40.270870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:40.329622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:40.330491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:40.330596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:40.330634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:40.447944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:40.448097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:40.448136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:40.448166] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:40.451514] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: DOWN (p=14.19%)
[2025-12-24T20:16:40.451813] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2025-12-24T20:16:40.451940] [INFO ] [sig       ] ASTH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:40.591293] [INFO ] [LOCAL     ] Saved forecast: ASTH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ASTH.txt
[2025-12-24T20:16:40.591448] [INFO ] [sig       ] [270/3551] Completed ASTH in 0.3s | 2.82 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-24T20:16:40.591487] [INFO ] [sig       ] [271/3551] Forecasting ASTI...
[2025-12-24T20:16:40.591517] [INFO ] [sig       ] Generating forecast for: ASTI
[2025-12-24T20:16:40.591549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2025-12-24T20:16:40.602997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2025-12-24T20:16:40.603375] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2025-12-24T20:16:40.604232] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2025-12-24T20:16:40.604288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:40.604320] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:40.604348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:40.604405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:40.661600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:40.662461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:40.662560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:40.662613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:40.784889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:40.785045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:40.785087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:40.785117] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:40.788769] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: DOWN (p=1.14%)
[2025-12-24T20:16:40.789078] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2025-12-24T20:16:40.789208] [INFO ] [sig       ] ASTI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:40.937425] [INFO ] [LOCAL     ] Saved forecast: ASTI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ASTI.txt
[2025-12-24T20:16:40.937606] [INFO ] [sig       ] [271/3551] Completed ASTI in 0.3s | 2.82 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-24T20:16:40.937650] [INFO ] [sig       ] [272/3551] Forecasting ASTL...
[2025-12-24T20:16:40.937682] [INFO ] [sig       ] Generating forecast for: ASTL
[2025-12-24T20:16:40.937715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2025-12-24T20:16:40.949406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTL'.
[2025-12-24T20:16:40.949850] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2025-12-24T20:16:40.950767] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2025-12-24T20:16:40.950824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:40.950858] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:40.950886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:40.950943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:41.011120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:41.012037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:41.012134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:41.012169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:41.132807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:41.132964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:41.133005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:41.133036] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:41.136479] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: DOWN (p=12.82%)
[2025-12-24T20:16:41.136811] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2025-12-24T20:16:41.136948] [INFO ] [sig       ] ASTL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:41.285229] [INFO ] [LOCAL     ] Saved forecast: ASTL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ASTL.txt
[2025-12-24T20:16:41.285387] [INFO ] [sig       ] [272/3551] Completed ASTL in 0.3s | 2.82 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-24T20:16:41.285430] [INFO ] [sig       ] [273/3551] Forecasting ASTS...
[2025-12-24T20:16:41.285462] [INFO ] [sig       ] Generating forecast for: ASTS
[2025-12-24T20:16:41.285494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2025-12-24T20:16:41.297021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2025-12-24T20:16:41.297411] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2025-12-24T20:16:41.298477] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2025-12-24T20:16:41.298538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:41.298590] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:41.298623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:41.298681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:41.359120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:41.359986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:41.360070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:41.360104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:41.483270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:41.483426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:41.483471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:41.483500] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:41.486931] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: DOWN (p=11.10%)
[2025-12-24T20:16:41.487224] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2025-12-24T20:16:41.487351] [INFO ] [sig       ] ASTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:41.634878] [INFO ] [LOCAL     ] Saved forecast: ASTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ASTS.txt
[2025-12-24T20:16:41.635038] [INFO ] [sig       ] [273/3551] Completed ASTS in 0.3s | 2.82 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-24T20:16:41.635078] [INFO ] [sig       ] [274/3551] Forecasting ASX...
[2025-12-24T20:16:41.635107] [INFO ] [sig       ] Generating forecast for: ASX
[2025-12-24T20:16:41.635136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-12-24T20:16:41.646547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2025-12-24T20:16:41.646886] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-12-24T20:16:41.647648] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-12-24T20:16:41.647699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:41.647730] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:41.647757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:41.647822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:41.706620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:41.707474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:41.707563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:41.707615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:41.829733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:41.829884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:41.829924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:41.829953] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:41.833346] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: UP (p=58.03%)
[2025-12-24T20:16:41.833632] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-12-24T20:16:41.833753] [INFO ] [sig       ] ASX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:41.975083] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ASX.txt
[2025-12-24T20:16:41.975237] [INFO ] [sig       ] [274/3551] Completed ASX in 0.3s | 2.82 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-24T20:16:41.975276] [INFO ] [sig       ] [275/3551] Forecasting ASYS...
[2025-12-24T20:16:41.975310] [INFO ] [sig       ] Generating forecast for: ASYS
[2025-12-24T20:16:41.975340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2025-12-24T20:16:41.986788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2025-12-24T20:16:41.987123] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2025-12-24T20:16:41.987957] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2025-12-24T20:16:41.988011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:41.988047] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:41.988076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:41.988134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:42.044883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:42.045769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:42.045893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:42.045928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:42.170585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:42.170738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:42.170777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:42.170806] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:42.174088] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: UP (p=80.86%)
[2025-12-24T20:16:42.174352] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2025-12-24T20:16:42.174472] [INFO ] [sig       ] ASYS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:42.318854] [INFO ] [LOCAL     ] Saved forecast: ASYS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ASYS.txt
[2025-12-24T20:16:42.319034] [INFO ] [sig       ] [275/3551] Completed ASYS in 0.3s | 2.82 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-24T20:16:42.319076] [INFO ] [sig       ] [276/3551] Forecasting ATAI...
[2025-12-24T20:16:42.319108] [INFO ] [sig       ] Generating forecast for: ATAI
[2025-12-24T20:16:42.319138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2025-12-24T20:16:42.330983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2025-12-24T20:16:42.331357] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2025-12-24T20:16:42.332212] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2025-12-24T20:16:42.332278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:42.332313] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:42.332341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:42.332399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:42.390615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:42.391453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:42.391543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:42.391593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:42.521609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:42.521759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:42.521798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:42.521827] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:42.525756] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: DOWN (p=16.48%)
[2025-12-24T20:16:42.526053] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2025-12-24T20:16:42.526178] [INFO ] [sig       ] ATAI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:42.667243] [INFO ] [LOCAL     ] Saved forecast: ATAI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ATAI.txt
[2025-12-24T20:16:42.667381] [INFO ] [sig       ] [276/3551] Completed ATAI in 0.3s | 2.82 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-24T20:16:42.667422] [INFO ] [sig       ] [277/3551] Forecasting ATEC...
[2025-12-24T20:16:42.667451] [INFO ] [sig       ] Generating forecast for: ATEC
[2025-12-24T20:16:42.667481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2025-12-24T20:16:42.679402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2025-12-24T20:16:42.679795] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2025-12-24T20:16:42.680596] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2025-12-24T20:16:42.680652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:42.680684] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:42.680712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:42.680771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:42.737156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:42.737870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:42.737952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:42.737984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:42.858916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:42.859072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:42.859113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:42.859143] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:42.862641] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: UP (p=59.27%)
[2025-12-24T20:16:42.862933] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2025-12-24T20:16:42.863066] [INFO ] [sig       ] ATEC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:43.003437] [INFO ] [LOCAL     ] Saved forecast: ATEC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ATEC.txt
[2025-12-24T20:16:43.003611] [INFO ] [sig       ] [277/3551] Completed ATEC in 0.3s | 2.82 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-24T20:16:43.003653] [INFO ] [sig       ] [278/3551] Forecasting ATEN...
[2025-12-24T20:16:43.003684] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-12-24T20:16:43.003714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-12-24T20:16:43.015992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEN'.
[2025-12-24T20:16:43.016380] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-12-24T20:16:43.017262] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-12-24T20:16:43.017320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:43.017353] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:43.017380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:43.017437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:43.074740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:43.075597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:43.075686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:43.075719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:43.215236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:43.215393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:43.215435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:43.215467] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:43.218928] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: DOWN (p=15.02%)
[2025-12-24T20:16:43.219216] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-12-24T20:16:43.219361] [INFO ] [sig       ] ATEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:43.368224] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ATEN.txt
[2025-12-24T20:16:43.368402] [INFO ] [sig       ] [278/3551] Completed ATEN in 0.4s | 2.82 sym/s | Total: 1.6m | ETA: 19.4m
[2025-12-24T20:16:43.368444] [INFO ] [sig       ] [279/3551] Forecasting ATEX...
[2025-12-24T20:16:43.368475] [INFO ] [sig       ] Generating forecast for: ATEX
[2025-12-24T20:16:43.368505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2025-12-24T20:16:43.379997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2025-12-24T20:16:43.380401] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2025-12-24T20:16:43.381314] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2025-12-24T20:16:43.381370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:43.381403] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:43.381431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:43.381488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:43.445824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:43.446677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:43.446763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:43.446797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:43.571405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:43.571594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:43.571637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:43.571667] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:43.575552] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: DOWN (p=1.30%)
[2025-12-24T20:16:43.575840] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2025-12-24T20:16:43.575960] [INFO ] [sig       ] ATEX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:43.720755] [INFO ] [LOCAL     ] Saved forecast: ATEX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ATEX.txt
[2025-12-24T20:16:43.720888] [INFO ] [sig       ] [279/3551] Completed ATEX in 0.4s | 2.82 sym/s | Total: 1.7m | ETA: 19.4m
[2025-12-24T20:16:43.720928] [INFO ] [sig       ] [280/3551] Forecasting ATGE...
[2025-12-24T20:16:43.720958] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-12-24T20:16:43.720988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-12-24T20:16:43.733653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2025-12-24T20:16:43.734138] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-12-24T20:16:43.735094] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-12-24T20:16:43.735146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:43.735177] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:43.735205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:43.735260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:43.791960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:43.792599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:43.792857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:43.792889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:43.912347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:43.912504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:43.912542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:43.912587] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:43.915907] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: DOWN (p=32.69%)
[2025-12-24T20:16:43.916171] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-12-24T20:16:43.916291] [INFO ] [sig       ] ATGE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:44.058349] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ATGE.txt
[2025-12-24T20:16:44.058474] [INFO ] [sig       ] [280/3551] Completed ATGE in 0.3s | 2.82 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-24T20:16:44.058513] [INFO ] [sig       ] [281/3551] Forecasting ATHA...
[2025-12-24T20:16:44.058543] [INFO ] [sig       ] Generating forecast for: ATHA
[2025-12-24T20:16:44.058589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'.
[2025-12-24T20:16:44.069932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHA'.
[2025-12-24T20:16:44.070189] [INFO ] [FORECASTER] Starting predict_future for ATHA
[2025-12-24T20:16:44.070951] [DEBUG] [LOCAL     ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt
[2025-12-24T20:16:44.071003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:44.071035] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:44.071063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:44.071120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:44.130144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:44.131134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:44.131217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:44.131249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:44.256958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:44.257120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:44.257159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:44.257188] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:44.260540] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: DOWN (p=8.74%)
[2025-12-24T20:16:44.260840] [INFO ] [FORECASTER] Completed predict_future for ATHA
[2025-12-24T20:16:44.260963] [INFO ] [sig       ] ATHA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:44.403021] [INFO ] [LOCAL     ] Saved forecast: ATHA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ATHA.txt
[2025-12-24T20:16:44.403173] [INFO ] [sig       ] [281/3551] Completed ATHA in 0.3s | 2.82 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-24T20:16:44.403214] [INFO ] [sig       ] [282/3551] Forecasting ATHM...
[2025-12-24T20:16:44.403244] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-12-24T20:16:44.403275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-12-24T20:16:44.415624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2025-12-24T20:16:44.415963] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-12-24T20:16:44.416753] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-12-24T20:16:44.416808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:44.416876] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:44.416917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:44.417001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:44.474393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:44.475326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:44.475416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:44.475452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:44.597413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:44.597586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:44.597628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:44.597657] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:44.601262] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: DOWN (p=38.37%)
[2025-12-24T20:16:44.601592] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-12-24T20:16:44.601915] [INFO ] [sig       ] ATHM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:44.747980] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ATHM.txt
[2025-12-24T20:16:44.748136] [INFO ] [sig       ] [282/3551] Completed ATHM in 0.3s | 2.82 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-24T20:16:44.748178] [INFO ] [sig       ] [283/3551] Forecasting ATI...
[2025-12-24T20:16:44.748208] [INFO ] [sig       ] Generating forecast for: ATI
[2025-12-24T20:16:44.748238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-12-24T20:16:44.760778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2025-12-24T20:16:44.761333] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-12-24T20:16:44.762308] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-12-24T20:16:44.762361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:44.762393] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:44.762419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:44.762476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:44.822306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:44.823149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:44.823232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:44.823266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:44.952119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:44.952287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:44.952329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:44.952358] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:44.955687] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: UP (p=77.71%)
[2025-12-24T20:16:44.956175] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-12-24T20:16:44.956309] [INFO ] [sig       ] ATI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:45.106145] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ATI.txt
[2025-12-24T20:16:45.106302] [INFO ] [sig       ] [283/3551] Completed ATI in 0.4s | 2.82 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-24T20:16:45.106344] [INFO ] [sig       ] [284/3551] Forecasting ATLC...
[2025-12-24T20:16:45.106374] [INFO ] [sig       ] Generating forecast for: ATLC
[2025-12-24T20:16:45.106403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2025-12-24T20:16:45.117913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2025-12-24T20:16:45.118275] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2025-12-24T20:16:45.119070] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2025-12-24T20:16:45.119123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:45.119157] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:45.119186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:45.119242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:45.181208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:45.182065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:45.182161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:45.182197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:45.306429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:45.306606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:45.306650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:45.306681] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:45.310307] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-12-24T20:16:45.310637] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2025-12-24T20:16:45.310776] [INFO ] [sig       ] ATLC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:45.461204] [INFO ] [LOCAL     ] Saved forecast: ATLC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ATLC.txt
[2025-12-24T20:16:45.461366] [INFO ] [sig       ] [284/3551] Completed ATLC in 0.4s | 2.82 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-24T20:16:45.461406] [INFO ] [sig       ] [285/3551] Forecasting ATLCZ...
[2025-12-24T20:16:45.461438] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2025-12-24T20:16:45.461468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2025-12-24T20:16:45.473442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2025-12-24T20:16:45.473808] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2025-12-24T20:16:45.474585] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2025-12-24T20:16:45.474646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:45.474689] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:45.474726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:45.474785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:45.533434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:45.534318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:45.534403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:45.534436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:45.649081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:45.649238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:45.649278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:45.649339] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:45.653337] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: UP (p=89.89%)
[2025-12-24T20:16:45.653636] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2025-12-24T20:16:45.653946] [INFO ] [sig       ] ATLCZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:45.800699] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ATLCZ.txt
[2025-12-24T20:16:45.800858] [INFO ] [sig       ] [285/3551] Completed ATLCZ in 0.3s | 2.82 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-24T20:16:45.800897] [INFO ] [sig       ] [286/3551] Forecasting ATLO...
[2025-12-24T20:16:45.800927] [INFO ] [sig       ] Generating forecast for: ATLO
[2025-12-24T20:16:45.800957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2025-12-24T20:16:45.811782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2025-12-24T20:16:45.812162] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2025-12-24T20:16:45.813001] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2025-12-24T20:16:45.813055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:45.813089] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:45.813117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:45.813175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:45.871568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:45.872445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:45.872530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:45.872564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:45.986671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:45.987019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:45.987061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:45.987091] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:45.991318] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: UP (p=86.42%)
[2025-12-24T20:16:45.991694] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2025-12-24T20:16:45.991834] [INFO ] [sig       ] ATLO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:46.143272] [INFO ] [LOCAL     ] Saved forecast: ATLO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ATLO.txt
[2025-12-24T20:16:46.143448] [INFO ] [sig       ] [286/3551] Completed ATLO in 0.3s | 2.82 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-24T20:16:46.143488] [INFO ] [sig       ] [287/3551] Forecasting ATNI...
[2025-12-24T20:16:46.143520] [INFO ] [sig       ] Generating forecast for: ATNI
[2025-12-24T20:16:46.143558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2025-12-24T20:16:46.156534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2025-12-24T20:16:46.156961] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2025-12-24T20:16:46.157808] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2025-12-24T20:16:46.157874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:46.157908] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:46.157936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:46.157993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:46.217012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:46.217860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:46.217992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:46.218027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:46.341503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:46.341674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:46.341716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:46.341747] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:46.345279] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: DOWN (p=28.31%)
[2025-12-24T20:16:46.345551] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2025-12-24T20:16:46.345692] [INFO ] [sig       ] ATNI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:46.487622] [INFO ] [LOCAL     ] Saved forecast: ATNI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ATNI.txt
[2025-12-24T20:16:46.487787] [INFO ] [sig       ] [287/3551] Completed ATNI in 0.3s | 2.82 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-24T20:16:46.487831] [INFO ] [sig       ] [288/3551] Forecasting ATO...
[2025-12-24T20:16:46.487861] [INFO ] [sig       ] Generating forecast for: ATO
[2025-12-24T20:16:46.487914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-12-24T20:16:46.498594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2025-12-24T20:16:46.498968] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-12-24T20:16:46.499769] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-12-24T20:16:46.499822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:46.499853] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:46.499880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:46.499936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:46.557211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:46.558061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:46.558145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:46.558178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:46.686726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:46.686880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:46.686920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:46.686950] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:46.690374] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-12-24T20:16:46.690710] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-12-24T20:16:46.690841] [INFO ] [sig       ] ATO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:46.842619] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ATO.txt
[2025-12-24T20:16:46.842992] [INFO ] [sig       ] [288/3551] Completed ATO in 0.4s | 2.82 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-24T20:16:46.843045] [INFO ] [sig       ] [289/3551] Forecasting ATOM...
[2025-12-24T20:16:46.843075] [INFO ] [sig       ] Generating forecast for: ATOM
[2025-12-24T20:16:46.843107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2025-12-24T20:16:46.856422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2025-12-24T20:16:46.856824] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2025-12-24T20:16:46.857644] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2025-12-24T20:16:46.857698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:46.857732] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:46.857761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:46.857818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:46.917373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:46.918236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:46.918320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:46.918354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:47.049659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:47.049815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:47.049856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:47.049885] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:47.053386] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: DOWN (p=10.72%)
[2025-12-24T20:16:47.053895] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2025-12-24T20:16:47.054025] [INFO ] [sig       ] ATOM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:47.205446] [INFO ] [LOCAL     ] Saved forecast: ATOM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ATOM.txt
[2025-12-24T20:16:47.205697] [INFO ] [sig       ] [289/3551] Completed ATOM in 0.4s | 2.82 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-24T20:16:47.205751] [INFO ] [sig       ] [290/3551] Forecasting ATRA...
[2025-12-24T20:16:47.205781] [INFO ] [sig       ] Generating forecast for: ATRA
[2025-12-24T20:16:47.205830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'.
[2025-12-24T20:16:47.219617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRA'.
[2025-12-24T20:16:47.219998] [INFO ] [FORECASTER] Starting predict_future for ATRA
[2025-12-24T20:16:47.220900] [DEBUG] [LOCAL     ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt
[2025-12-24T20:16:47.220963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:47.220997] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:47.221025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:47.221083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:47.281331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:47.282260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:47.282394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:47.282431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:47.408967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:47.409124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:47.409163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:47.409192] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:47.413167] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: UP (p=79.69%)
[2025-12-24T20:16:47.413438] [INFO ] [FORECASTER] Completed predict_future for ATRA
[2025-12-24T20:16:47.413561] [INFO ] [sig       ] ATRA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:47.557057] [INFO ] [LOCAL     ] Saved forecast: ATRA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ATRA.txt
[2025-12-24T20:16:47.557186] [INFO ] [sig       ] [290/3551] Completed ATRA in 0.4s | 2.82 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-24T20:16:47.557233] [INFO ] [sig       ] [291/3551] Forecasting ATRC...
[2025-12-24T20:16:47.557263] [INFO ] [sig       ] Generating forecast for: ATRC
[2025-12-24T20:16:47.557293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2025-12-24T20:16:47.569298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2025-12-24T20:16:47.569633] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2025-12-24T20:16:47.570393] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2025-12-24T20:16:47.570445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:47.570476] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:47.570503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:47.570565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:47.628175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:47.629045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:47.629126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:47.629158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:47.749224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:47.749407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:47.749455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:47.749485] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:47.752909] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: UP (p=72.70%)
[2025-12-24T20:16:47.753173] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2025-12-24T20:16:47.753292] [INFO ] [sig       ] ATRC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:47.892398] [INFO ] [LOCAL     ] Saved forecast: ATRC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ATRC.txt
[2025-12-24T20:16:47.892528] [INFO ] [sig       ] [291/3551] Completed ATRC in 0.3s | 2.82 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-24T20:16:47.892585] [INFO ] [sig       ] [292/3551] Forecasting ATRO...
[2025-12-24T20:16:47.892618] [INFO ] [sig       ] Generating forecast for: ATRO
[2025-12-24T20:16:47.892648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2025-12-24T20:16:47.903977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2025-12-24T20:16:47.904276] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2025-12-24T20:16:47.905032] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2025-12-24T20:16:47.905083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:47.905115] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:47.905142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:47.905199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:47.961740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:47.962430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:47.962541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:47.962591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:48.086489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:48.086651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:48.086694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:48.086723] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:48.090089] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: UP (p=62.15%)
[2025-12-24T20:16:48.090359] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2025-12-24T20:16:48.090496] [INFO ] [sig       ] ATRO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:48.238351] [INFO ] [LOCAL     ] Saved forecast: ATRO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ATRO.txt
[2025-12-24T20:16:48.238532] [INFO ] [sig       ] [292/3551] Completed ATRO in 0.3s | 2.82 sym/s | Total: 1.7m | ETA: 19.3m
[2025-12-24T20:16:48.238589] [INFO ] [sig       ] [293/3551] Forecasting ATXS...
[2025-12-24T20:16:48.238624] [INFO ] [sig       ] Generating forecast for: ATXS
[2025-12-24T20:16:48.238655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'.
[2025-12-24T20:16:48.250189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATXS'.
[2025-12-24T20:16:48.250601] [INFO ] [FORECASTER] Starting predict_future for ATXS
[2025-12-24T20:16:48.251426] [DEBUG] [LOCAL     ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt
[2025-12-24T20:16:48.251481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:48.251514] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:48.251542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:48.251625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:48.310961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:48.311812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:48.311896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:48.311929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:48.432212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:48.432352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:48.432389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:48.432419] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:48.435688] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: UP (p=68.72%)
[2025-12-24T20:16:48.435950] [INFO ] [FORECASTER] Completed predict_future for ATXS
[2025-12-24T20:16:48.436069] [INFO ] [sig       ] ATXS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:48.576172] [INFO ] [LOCAL     ] Saved forecast: ATXS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ATXS.txt
[2025-12-24T20:16:48.576289] [INFO ] [sig       ] [293/3551] Completed ATXS in 0.3s | 2.82 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-24T20:16:48.576327] [INFO ] [sig       ] [294/3551] Forecasting AUB...
[2025-12-24T20:16:48.576357] [INFO ] [sig       ] Generating forecast for: AUB
[2025-12-24T20:16:48.576387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-12-24T20:16:48.588472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2025-12-24T20:16:48.588946] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-12-24T20:16:48.589730] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-12-24T20:16:48.589782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:48.589814] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:48.589839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:48.589895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:48.648195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:48.649026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:48.649110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:48.649143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:48.770780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:48.771134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:48.771190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:48.771220] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:48.774831] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: UP (p=55.80%)
[2025-12-24T20:16:48.775161] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-12-24T20:16:48.775302] [INFO ] [sig       ] AUB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:48.932972] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AUB.txt
[2025-12-24T20:16:48.933118] [INFO ] [sig       ] [294/3551] Completed AUB in 0.4s | 2.82 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-24T20:16:48.933158] [INFO ] [sig       ] [295/3551] Forecasting AUDC...
[2025-12-24T20:16:48.933187] [INFO ] [sig       ] Generating forecast for: AUDC
[2025-12-24T20:16:48.933216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2025-12-24T20:16:48.946464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2025-12-24T20:16:48.947096] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2025-12-24T20:16:48.947889] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2025-12-24T20:16:48.947942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:48.947974] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:48.948001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:48.948059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:49.007182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:49.008267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:49.008358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:49.008391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:49.130093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:49.130254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:49.130294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:49.130324] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:49.133735] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: UP (p=96.61%)
[2025-12-24T20:16:49.134008] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2025-12-24T20:16:49.134134] [INFO ] [sig       ] AUDC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:49.281111] [INFO ] [LOCAL     ] Saved forecast: AUDC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AUDC.txt
[2025-12-24T20:16:49.281307] [INFO ] [sig       ] [295/3551] Completed AUDC in 0.3s | 2.82 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-24T20:16:49.281350] [INFO ] [sig       ] [296/3551] Forecasting AUPH...
[2025-12-24T20:16:49.281380] [INFO ] [sig       ] Generating forecast for: AUPH
[2025-12-24T20:16:49.281411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2025-12-24T20:16:49.292445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2025-12-24T20:16:49.292837] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2025-12-24T20:16:49.293605] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2025-12-24T20:16:49.293661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:49.293693] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:49.293720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:49.293776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:49.352805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:49.353663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:49.353763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:49.353797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:49.476647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:49.476995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:49.477036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:49.477065] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:49.480927] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-12-24T20:16:49.481239] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2025-12-24T20:16:49.481370] [INFO ] [sig       ] AUPH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:49.633661] [INFO ] [LOCAL     ] Saved forecast: AUPH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AUPH.txt
[2025-12-24T20:16:49.633842] [INFO ] [sig       ] [296/3551] Completed AUPH in 0.4s | 2.82 sym/s | Total: 1.7m | ETA: 19.2m
[2025-12-24T20:16:49.633884] [INFO ] [sig       ] [297/3551] Forecasting AURA...
[2025-12-24T20:16:49.633916] [INFO ] [sig       ] Generating forecast for: AURA
[2025-12-24T20:16:49.633947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2025-12-24T20:16:49.646514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2025-12-24T20:16:49.646864] [INFO ] [FORECASTER] Starting predict_future for AURA
[2025-12-24T20:16:49.647659] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2025-12-24T20:16:49.647711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:49.647742] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:49.647769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:49.648004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:49.705731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:49.706591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:49.706707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:49.706742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:49.836561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:49.836740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:49.836782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:49.836812] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:49.840222] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: DOWN (p=5.87%)
[2025-12-24T20:16:49.840507] [INFO ] [FORECASTER] Completed predict_future for AURA
[2025-12-24T20:16:49.840659] [INFO ] [sig       ] AURA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:49.990436] [INFO ] [LOCAL     ] Saved forecast: AURA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AURA.txt
[2025-12-24T20:16:49.990609] [INFO ] [sig       ] [297/3551] Completed AURA in 0.4s | 2.82 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-24T20:16:49.990652] [INFO ] [sig       ] [298/3551] Forecasting AUTL...
[2025-12-24T20:16:49.990683] [INFO ] [sig       ] Generating forecast for: AUTL
[2025-12-24T20:16:49.990714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2025-12-24T20:16:50.004076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2025-12-24T20:16:50.004445] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2025-12-24T20:16:50.005235] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2025-12-24T20:16:50.005289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:50.005334] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:50.005365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:50.005422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:50.065803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:50.066656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:50.066753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:50.066797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:50.196134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:50.196300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:50.196348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:50.196380] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:50.200053] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-12-24T20:16:50.200357] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2025-12-24T20:16:50.200485] [INFO ] [sig       ] AUTL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:50.346242] [INFO ] [LOCAL     ] Saved forecast: AUTL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AUTL.txt
[2025-12-24T20:16:50.346396] [INFO ] [sig       ] [298/3551] Completed AUTL in 0.4s | 2.82 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-24T20:16:50.346438] [INFO ] [sig       ] [299/3551] Forecasting AVA...
[2025-12-24T20:16:50.346467] [INFO ] [sig       ] Generating forecast for: AVA
[2025-12-24T20:16:50.346499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-12-24T20:16:50.358283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2025-12-24T20:16:50.358681] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-12-24T20:16:50.359489] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-12-24T20:16:50.359543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:50.359644] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:50.359686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:50.359767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:50.420475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:50.421346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:50.421435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:50.421468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:50.538177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:50.538336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:50.538375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:50.538404] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:50.541752] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2025-12-24T20:16:50.542030] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-12-24T20:16:50.542156] [INFO ] [sig       ] AVA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:50.687918] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AVA.txt
[2025-12-24T20:16:50.688076] [INFO ] [sig       ] [299/3551] Completed AVA in 0.3s | 2.82 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-24T20:16:50.688119] [INFO ] [sig       ] [300/3551] Forecasting AVAH...
[2025-12-24T20:16:50.688149] [INFO ] [sig       ] Generating forecast for: AVAH
[2025-12-24T20:16:50.688178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2025-12-24T20:16:50.699629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2025-12-24T20:16:50.700020] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2025-12-24T20:16:50.700809] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2025-12-24T20:16:50.700862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:50.700894] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:50.700921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:50.700978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:50.759732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:50.760565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:50.760671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:50.760705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:50.881028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:50.881184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:50.881224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:50.881254] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:50.884696] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: DOWN (p=17.74%)
[2025-12-24T20:16:50.884982] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2025-12-24T20:16:50.885110] [INFO ] [sig       ] AVAH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:51.032008] [INFO ] [LOCAL     ] Saved forecast: AVAH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AVAH.txt
[2025-12-24T20:16:51.032166] [INFO ] [sig       ] [300/3551] Completed AVAH in 0.3s | 2.82 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-24T20:16:51.032206] [INFO ] [sig       ] [301/3551] Forecasting AVAL...
[2025-12-24T20:16:51.032235] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-12-24T20:16:51.032265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-12-24T20:16:51.044255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2025-12-24T20:16:51.044643] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-12-24T20:16:51.045448] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-12-24T20:16:51.045502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:51.045535] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:51.045570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:51.045653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:51.112286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:51.113240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:51.113338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:51.113374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:51.235294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:51.235448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:51.235488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:51.235517] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:51.239561] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=59.73%)
[2025-12-24T20:16:51.240086] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-12-24T20:16:51.240215] [INFO ] [sig       ] AVAL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:51.386989] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AVAL.txt
[2025-12-24T20:16:51.387148] [INFO ] [sig       ] [301/3551] Completed AVAL in 0.4s | 2.82 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-24T20:16:51.387190] [INFO ] [sig       ] [302/3551] Forecasting AVB...
[2025-12-24T20:16:51.387233] [INFO ] [sig       ] Generating forecast for: AVB
[2025-12-24T20:16:51.387269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-12-24T20:16:51.398832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2025-12-24T20:16:51.399193] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-12-24T20:16:51.400014] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-12-24T20:16:51.400068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:51.400100] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:51.400126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:51.400183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:51.460766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:51.461654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:51.461743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:51.461776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:51.588282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:51.588440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:51.588480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:51.588541] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:51.593263] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: DOWN (p=6.68%)
[2025-12-24T20:16:51.593629] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-12-24T20:16:51.593776] [INFO ] [sig       ] AVB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:51.740564] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AVB.txt
[2025-12-24T20:16:51.740769] [INFO ] [sig       ] [302/3551] Completed AVB in 0.4s | 2.82 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-24T20:16:51.740816] [INFO ] [sig       ] [303/3551] Forecasting AVBP...
[2025-12-24T20:16:51.740846] [INFO ] [sig       ] Generating forecast for: AVBP
[2025-12-24T20:16:51.740877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2025-12-24T20:16:51.754103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2025-12-24T20:16:51.754475] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2025-12-24T20:16:51.755274] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2025-12-24T20:16:51.755327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:51.755359] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:51.755387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:51.755444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:51.813169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:51.814078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:51.814165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:51.814199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:51.937393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:51.937550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:51.937609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:51.937639] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:51.941403] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: UP (p=65.03%)
[2025-12-24T20:16:51.941741] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2025-12-24T20:16:51.941883] [INFO ] [sig       ] AVBP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:52.097288] [INFO ] [LOCAL     ] Saved forecast: AVBP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AVBP.txt
[2025-12-24T20:16:52.097477] [INFO ] [sig       ] [303/3551] Completed AVBP in 0.4s | 2.82 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-24T20:16:52.097534] [INFO ] [sig       ] [304/3551] Forecasting AVD...
[2025-12-24T20:16:52.097593] [INFO ] [sig       ] Generating forecast for: AVD
[2025-12-24T20:16:52.097632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-12-24T20:16:52.109687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2025-12-24T20:16:52.110253] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-12-24T20:16:52.111236] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-12-24T20:16:52.111290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:52.111323] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:52.111352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:52.111409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:52.169860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:52.170699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:52.170784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:52.170816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:52.293126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:52.293282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:52.293322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:52.293352] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:52.296733] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: DOWN (p=36.26%)
[2025-12-24T20:16:52.297013] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-12-24T20:16:52.297142] [INFO ] [sig       ] AVD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:52.444857] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AVD.txt
[2025-12-24T20:16:52.445011] [INFO ] [sig       ] [304/3551] Completed AVD in 0.3s | 2.82 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-24T20:16:52.445052] [INFO ] [sig       ] [305/3551] Forecasting AVDL...
[2025-12-24T20:16:52.445081] [INFO ] [sig       ] Generating forecast for: AVDL
[2025-12-24T20:16:52.445112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2025-12-24T20:16:52.456854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2025-12-24T20:16:52.457210] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2025-12-24T20:16:52.458172] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2025-12-24T20:16:52.458224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:52.458256] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:52.458282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:52.458338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:52.520201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:52.521143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:52.521229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:52.521262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:52.650066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:52.650227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:52.650267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:52.650313] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:52.653748] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: UP (p=94.16%)
[2025-12-24T20:16:52.654048] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2025-12-24T20:16:52.654181] [INFO ] [sig       ] AVDL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:52.800787] [INFO ] [LOCAL     ] Saved forecast: AVDL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AVDL.txt
[2025-12-24T20:16:52.800949] [INFO ] [sig       ] [305/3551] Completed AVDL in 0.4s | 2.82 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-24T20:16:52.800990] [INFO ] [sig       ] [306/3551] Forecasting AVGO...
[2025-12-24T20:16:52.801026] [INFO ] [sig       ] Generating forecast for: AVGO
[2025-12-24T20:16:52.801060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2025-12-24T20:16:52.812676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2025-12-24T20:16:52.813082] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2025-12-24T20:16:52.813979] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2025-12-24T20:16:52.814034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:52.814067] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:52.814094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:52.814151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:52.872436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:52.873301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:52.873384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:52.873416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:52.998911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:52.999257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:52.999297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:52.999326] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:53.003335] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: DOWN (p=0.38%)
[2025-12-24T20:16:53.003628] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2025-12-24T20:16:53.003756] [INFO ] [sig       ] AVGO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:53.150081] [INFO ] [LOCAL     ] Saved forecast: AVGO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AVGO.txt
[2025-12-24T20:16:53.150240] [INFO ] [sig       ] [306/3551] Completed AVGO in 0.3s | 2.82 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-24T20:16:53.150281] [INFO ] [sig       ] [307/3551] Forecasting AVGX...
[2025-12-24T20:16:53.150312] [INFO ] [sig       ] Generating forecast for: AVGX
[2025-12-24T20:16:53.150343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2025-12-24T20:16:53.162479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2025-12-24T20:16:53.162906] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2025-12-24T20:16:53.163760] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2025-12-24T20:16:53.163815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:53.163849] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:53.163877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:53.163935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:53.222142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:53.223232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:53.223321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:53.223369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:53.349645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:53.349815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:53.349860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:53.349889] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:53.353279] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: DOWN (p=23.99%)
[2025-12-24T20:16:53.353559] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2025-12-24T20:16:53.353704] [INFO ] [sig       ] AVGX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:53.501431] [INFO ] [LOCAL     ] Saved forecast: AVGX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AVGX.txt
[2025-12-24T20:16:53.501608] [INFO ] [sig       ] [307/3551] Completed AVGX in 0.4s | 2.82 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-24T20:16:53.501650] [INFO ] [sig       ] [308/3551] Forecasting AVK...
[2025-12-24T20:16:53.501681] [INFO ] [sig       ] Generating forecast for: AVK
[2025-12-24T20:16:53.501719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-12-24T20:16:53.514385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2025-12-24T20:16:53.514805] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-12-24T20:16:53.515671] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-12-24T20:16:53.515738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:53.515777] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:53.515811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:53.515875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:53.574126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:53.574998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:53.575081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:53.575114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:53.692622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:53.692779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:53.692818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:53.692847] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:53.696305] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=72.63%)
[2025-12-24T20:16:53.696597] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-12-24T20:16:53.696727] [INFO ] [sig       ] AVK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:53.843970] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AVK.txt
[2025-12-24T20:16:53.844126] [INFO ] [sig       ] [308/3551] Completed AVK in 0.3s | 2.82 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-24T20:16:53.844166] [INFO ] [sig       ] [309/3551] Forecasting AVNS...
[2025-12-24T20:16:53.844194] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-12-24T20:16:53.844226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-12-24T20:16:53.856267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVNS'.
[2025-12-24T20:16:53.856682] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-12-24T20:16:53.857465] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-12-24T20:16:53.857520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:53.857553] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:53.857603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:53.857674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:53.917813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:53.918706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:53.918848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:53.918899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:54.046637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:54.046823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:54.046871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:54.046902] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:54.050476] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: DOWN (p=16.15%)
[2025-12-24T20:16:54.050809] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-12-24T20:16:54.050946] [INFO ] [sig       ] AVNS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:54.224725] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AVNS.txt
[2025-12-24T20:16:54.224951] [INFO ] [sig       ] [309/3551] Completed AVNS in 0.4s | 2.82 sym/s | Total: 1.8m | ETA: 19.1m
[2025-12-24T20:16:54.225019] [INFO ] [sig       ] [310/3551] Forecasting AVO...
[2025-12-24T20:16:54.225067] [INFO ] [sig       ] Generating forecast for: AVO
[2025-12-24T20:16:54.225117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2025-12-24T20:16:54.238562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2025-12-24T20:16:54.238970] [INFO ] [FORECASTER] Starting predict_future for AVO
[2025-12-24T20:16:54.239815] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2025-12-24T20:16:54.239868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:54.239903] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:54.239932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:54.240011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:54.310380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:54.311292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:54.311388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:54.311424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:54.438001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:54.438163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:54.438205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:54.438235] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:54.441992] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: UP (p=52.84%)
[2025-12-24T20:16:54.442386] [INFO ] [FORECASTER] Completed predict_future for AVO
[2025-12-24T20:16:54.442542] [INFO ] [sig       ] AVO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:54.615270] [INFO ] [LOCAL     ] Saved forecast: AVO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AVO.txt
[2025-12-24T20:16:54.615453] [INFO ] [sig       ] [310/3551] Completed AVO in 0.4s | 2.82 sym/s | Total: 1.8m | ETA: 19.2m
[2025-12-24T20:16:54.615496] [INFO ] [sig       ] [311/3551] Forecasting AVTX...
[2025-12-24T20:16:54.615526] [INFO ] [sig       ] Generating forecast for: AVTX
[2025-12-24T20:16:54.615556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2025-12-24T20:16:54.627897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2025-12-24T20:16:54.628355] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2025-12-24T20:16:54.629410] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2025-12-24T20:16:54.629492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:54.629535] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:54.629591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:54.629676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:54.693439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:54.694357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:54.694450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:54.694487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:54.822288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:54.822446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:54.822487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:54.822517] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:54.826218] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: UP (p=63.97%)
[2025-12-24T20:16:54.826498] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2025-12-24T20:16:54.826645] [INFO ] [sig       ] AVTX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:54.974414] [INFO ] [LOCAL     ] Saved forecast: AVTX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AVTX.txt
[2025-12-24T20:16:54.974590] [INFO ] [sig       ] [311/3551] Completed AVTX in 0.4s | 2.82 sym/s | Total: 1.8m | ETA: 19.1m
[2025-12-24T20:16:54.974634] [INFO ] [sig       ] [312/3551] Forecasting AVXL...
[2025-12-24T20:16:54.974664] [INFO ] [sig       ] Generating forecast for: AVXL
[2025-12-24T20:16:54.974695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2025-12-24T20:16:54.987886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2025-12-24T20:16:54.988260] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2025-12-24T20:16:54.989048] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2025-12-24T20:16:54.989100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:54.989132] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:54.989159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:54.989217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:55.047087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:55.047953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:55.048037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:55.048070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:55.167206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:55.167366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:55.167406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:55.167436] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:55.170998] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: UP (p=63.36%)
[2025-12-24T20:16:55.171334] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2025-12-24T20:16:55.171469] [INFO ] [sig       ] AVXL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:55.323468] [INFO ] [LOCAL     ] Saved forecast: AVXL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AVXL.txt
[2025-12-24T20:16:55.323727] [INFO ] [sig       ] [312/3551] Completed AVXL in 0.3s | 2.82 sym/s | Total: 1.8m | ETA: 19.1m
[2025-12-24T20:16:55.323791] [INFO ] [sig       ] [313/3551] Forecasting AVY...
[2025-12-24T20:16:55.323835] [INFO ] [sig       ] Generating forecast for: AVY
[2025-12-24T20:16:55.323882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-12-24T20:16:55.336700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2025-12-24T20:16:55.337090] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-12-24T20:16:55.337872] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-12-24T20:16:55.337925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:55.337957] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:55.337985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:55.338041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:55.399256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:55.400243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:55.400329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:55.400362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:55.526674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:55.526843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:55.526884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:55.526913] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:55.530419] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: DOWN (p=1.06%)
[2025-12-24T20:16:55.530765] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-12-24T20:16:55.530900] [INFO ] [sig       ] AVY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:55.684339] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AVY.txt
[2025-12-24T20:16:55.684498] [INFO ] [sig       ] [313/3551] Completed AVY in 0.4s | 2.82 sym/s | Total: 1.8m | ETA: 19.1m
[2025-12-24T20:16:55.684540] [INFO ] [sig       ] [314/3551] Forecasting AWF...
[2025-12-24T20:16:55.684589] [INFO ] [sig       ] Generating forecast for: AWF
[2025-12-24T20:16:55.684623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-12-24T20:16:55.696716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2025-12-24T20:16:55.697093] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-12-24T20:16:55.697869] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-12-24T20:16:55.698112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:55.698144] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:55.698171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:55.698228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:55.760493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:55.761383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:55.761468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:55.761500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:55.887413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:55.887585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:55.887626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:55.887655] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:55.891412] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: UP (p=73.10%)
[2025-12-24T20:16:55.891740] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-12-24T20:16:55.891881] [INFO ] [sig       ] AWF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:56.039951] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AWF.txt
[2025-12-24T20:16:56.040118] [INFO ] [sig       ] [314/3551] Completed AWF in 0.4s | 2.82 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-24T20:16:56.040159] [INFO ] [sig       ] [315/3551] Forecasting AWI...
[2025-12-24T20:16:56.040189] [INFO ] [sig       ] Generating forecast for: AWI
[2025-12-24T20:16:56.040219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-12-24T20:16:56.056316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2025-12-24T20:16:56.056758] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-12-24T20:16:56.057551] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-12-24T20:16:56.057622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:56.057656] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:56.057693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:56.057752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:56.118056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:56.118957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:56.119045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:56.119079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:56.246914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:56.247072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:56.247110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:56.247139] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:56.250795] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: DOWN (p=3.43%)
[2025-12-24T20:16:56.251293] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-12-24T20:16:56.251417] [INFO ] [sig       ] AWI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:56.399136] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AWI.txt
[2025-12-24T20:16:56.399264] [INFO ] [sig       ] [315/3551] Completed AWI in 0.4s | 2.82 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-24T20:16:56.399331] [INFO ] [sig       ] [316/3551] Forecasting AWK...
[2025-12-24T20:16:56.399381] [INFO ] [sig       ] Generating forecast for: AWK
[2025-12-24T20:16:56.399413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-12-24T20:16:56.411464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2025-12-24T20:16:56.411810] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-12-24T20:16:56.412606] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-12-24T20:16:56.412659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:56.412715] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:56.412744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:56.412807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:56.472915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:56.473517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:56.473612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:56.473647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:56.593539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:56.593721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:56.593761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:56.593790] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:56.597236] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: DOWN (p=32.19%)
[2025-12-24T20:16:56.597538] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-12-24T20:16:56.597684] [INFO ] [sig       ] AWK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:56.745910] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AWK.txt
[2025-12-24T20:16:56.746086] [INFO ] [sig       ] [316/3551] Completed AWK in 0.3s | 2.82 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-24T20:16:56.746130] [INFO ] [sig       ] [317/3551] Forecasting AWP...
[2025-12-24T20:16:56.746160] [INFO ] [sig       ] Generating forecast for: AWP
[2025-12-24T20:16:56.746191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-12-24T20:16:56.762747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWP'.
[2025-12-24T20:16:56.763122] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-12-24T20:16:56.763943] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-12-24T20:16:56.764185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:56.764217] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:56.764243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:56.764300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:56.821867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:56.822768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:56.822871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:56.822907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:56.942072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:56.942222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:56.942260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:56.942289] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:56.945643] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: DOWN (p=17.45%)
[2025-12-24T20:16:56.945912] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-12-24T20:16:56.946032] [INFO ] [sig       ] AWP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:57.088285] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AWP.txt
[2025-12-24T20:16:57.088442] [INFO ] [sig       ] [317/3551] Completed AWP in 0.3s | 2.82 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-24T20:16:57.088481] [INFO ] [sig       ] [318/3551] Forecasting AWRE...
[2025-12-24T20:16:57.088512] [INFO ] [sig       ] Generating forecast for: AWRE
[2025-12-24T20:16:57.088542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2025-12-24T20:16:57.099404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2025-12-24T20:16:57.099752] [INFO ] [FORECASTER] Starting predict_future for AWRE
[2025-12-24T20:16:57.100507] [DEBUG] [LOCAL     ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt
[2025-12-24T20:16:57.100559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:57.100611] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:57.100639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:57.100694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:57.157053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:57.157666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:57.157745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:57.157778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:57.267808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:57.267919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:57.267972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:57.268003] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:57.271970] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: UP (p=79.58%)
[2025-12-24T20:16:57.272230] [INFO ] [FORECASTER] Completed predict_future for AWRE
[2025-12-24T20:16:57.272349] [INFO ] [sig       ] AWRE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:16:57.416412] [INFO ] [LOCAL     ] Saved forecast: AWRE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AWRE.txt
[2025-12-24T20:16:57.416552] [INFO ] [sig       ] [318/3551] Completed AWRE in 0.3s | 2.82 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-24T20:16:57.416616] [INFO ] [sig       ] [319/3551] Forecasting AXGN...
[2025-12-24T20:16:57.416648] [INFO ] [sig       ] Generating forecast for: AXGN
[2025-12-24T20:16:57.416678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2025-12-24T20:16:57.429173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2025-12-24T20:16:57.429500] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2025-12-24T20:16:57.430423] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2025-12-24T20:16:57.430476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:57.430507] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:57.430534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:57.430609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:57.486294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:57.486898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:57.486978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:57.487010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:57.607452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:57.607618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:57.607660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:57.607722] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:57.611071] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: DOWN (p=7.07%)
[2025-12-24T20:16:57.611342] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2025-12-24T20:16:57.611464] [INFO ] [sig       ] AXGN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:57.749717] [INFO ] [LOCAL     ] Saved forecast: AXGN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AXGN.txt
[2025-12-24T20:16:57.749886] [INFO ] [sig       ] [319/3551] Completed AXGN in 0.3s | 2.82 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-24T20:16:57.749929] [INFO ] [sig       ] [320/3551] Forecasting AXL...
[2025-12-24T20:16:57.749958] [INFO ] [sig       ] Generating forecast for: AXL
[2025-12-24T20:16:57.749991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-12-24T20:16:57.763091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXL'.
[2025-12-24T20:16:57.763607] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-12-24T20:16:57.764720] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-12-24T20:16:57.764788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:57.764833] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:57.764873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:57.764959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:57.847832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:57.849044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:57.849172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:57.849230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:58.017864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:58.018095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:58.018160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:58.018209] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:58.023984] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=8.76%)
[2025-12-24T20:16:58.024511] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-12-24T20:16:58.024745] [INFO ] [sig       ] AXL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:58.248635] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AXL.txt
[2025-12-24T20:16:58.248867] [INFO ] [sig       ] [320/3551] Completed AXL in 0.5s | 2.82 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-24T20:16:58.248940] [INFO ] [sig       ] [321/3551] Forecasting AXON...
[2025-12-24T20:16:58.248993] [INFO ] [sig       ] Generating forecast for: AXON
[2025-12-24T20:16:58.249043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'.
[2025-12-24T20:16:58.267042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXON'.
[2025-12-24T20:16:58.267516] [INFO ] [FORECASTER] Starting predict_future for AXON
[2025-12-24T20:16:58.268636] [DEBUG] [LOCAL     ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt
[2025-12-24T20:16:58.268702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:58.268739] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:58.268770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:58.268840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:58.355540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:58.356843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:58.357008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:58.357063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:58.522400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:58.522623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:58.522689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:58.522740] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:58.528188] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: DOWN (p=32.78%)
[2025-12-24T20:16:58.528744] [INFO ] [FORECASTER] Completed predict_future for AXON
[2025-12-24T20:16:58.528960] [INFO ] [sig       ] AXON: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:58.720446] [INFO ] [LOCAL     ] Saved forecast: AXON	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AXON.txt
[2025-12-24T20:16:58.720715] [INFO ] [sig       ] [321/3551] Completed AXON in 0.5s | 2.82 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-24T20:16:58.720783] [INFO ] [sig       ] [322/3551] Forecasting AXP...
[2025-12-24T20:16:58.720823] [INFO ] [sig       ] Generating forecast for: AXP
[2025-12-24T20:16:58.720867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-12-24T20:16:58.736135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2025-12-24T20:16:58.736598] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-12-24T20:16:58.737438] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-12-24T20:16:58.737495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:58.737542] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:58.737590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:58.737652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:58.820788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:58.821939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:58.822061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:58.822119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:58.976599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:58.976767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:58.976810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:58.976839] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:58.980536] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: DOWN (p=6.14%)
[2025-12-24T20:16:58.980918] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-12-24T20:16:58.981065] [INFO ] [sig       ] AXP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:59.132430] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AXP.txt
[2025-12-24T20:16:59.132612] [INFO ] [sig       ] [322/3551] Completed AXP in 0.4s | 2.81 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-24T20:16:59.132657] [INFO ] [sig       ] [323/3551] Forecasting AXS...
[2025-12-24T20:16:59.132688] [INFO ] [sig       ] Generating forecast for: AXS
[2025-12-24T20:16:59.132720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-12-24T20:16:59.144526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2025-12-24T20:16:59.144913] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-12-24T20:16:59.145739] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-12-24T20:16:59.145795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:59.145832] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:59.145861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:59.145918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:59.204118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:59.205030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:59.205123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:59.205156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:59.329464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:59.329662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:59.329712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:59.329745] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:59.334063] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: DOWN (p=44.26%)
[2025-12-24T20:16:59.334400] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-12-24T20:16:59.334547] [INFO ] [sig       ] AXS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:59.492464] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AXS.txt
[2025-12-24T20:16:59.492684] [INFO ] [sig       ] [323/3551] Completed AXS in 0.4s | 2.81 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-24T20:16:59.492740] [INFO ] [sig       ] [324/3551] Forecasting AXSM...
[2025-12-24T20:16:59.492775] [INFO ] [sig       ] Generating forecast for: AXSM
[2025-12-24T20:16:59.492807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2025-12-24T20:16:59.507345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2025-12-24T20:16:59.507773] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2025-12-24T20:16:59.508596] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2025-12-24T20:16:59.508651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:59.508684] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:59.508712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:59.508809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:59.572380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:59.573241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:59.573324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:59.573357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:16:59.689155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:16:59.689309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:16:59.689369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:16:59.689399] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:16:59.692726] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: DOWN (p=14.34%)
[2025-12-24T20:16:59.693003] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2025-12-24T20:16:59.693123] [INFO ] [sig       ] AXSM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:16:59.831517] [INFO ] [LOCAL     ] Saved forecast: AXSM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AXSM.txt
[2025-12-24T20:16:59.831646] [INFO ] [sig       ] [324/3551] Completed AXSM in 0.3s | 2.81 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-24T20:16:59.831687] [INFO ] [sig       ] [325/3551] Forecasting AXTA...
[2025-12-24T20:16:59.831717] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-12-24T20:16:59.831748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-12-24T20:16:59.843609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2025-12-24T20:16:59.843865] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-12-24T20:16:59.844619] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-12-24T20:16:59.844671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:16:59.844702] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:16:59.844729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:16:59.844785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:16:59.902281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:16:59.902882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:16:59.902962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:16:59.902995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:00.023346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:00.023503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:00.023542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:00.023594] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:00.026904] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=12.67%)
[2025-12-24T20:17:00.027167] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-12-24T20:17:00.027287] [INFO ] [sig       ] AXTA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:00.174619] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AXTA.txt
[2025-12-24T20:17:00.174774] [INFO ] [sig       ] [325/3551] Completed AXTA in 0.3s | 2.81 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-24T20:17:00.174815] [INFO ] [sig       ] [326/3551] Forecasting AXTI...
[2025-12-24T20:17:00.174850] [INFO ] [sig       ] Generating forecast for: AXTI
[2025-12-24T20:17:00.174883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2025-12-24T20:17:00.186550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2025-12-24T20:17:00.186901] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2025-12-24T20:17:00.187855] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2025-12-24T20:17:00.187906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:00.187937] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:00.187965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:00.188021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:00.246810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:00.247619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:00.247734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:00.247769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:00.371523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:00.371703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:00.371744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:00.371773] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:00.375134] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: DOWN (p=21.30%)
[2025-12-24T20:17:00.375425] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2025-12-24T20:17:00.375551] [INFO ] [sig       ] AXTI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:00.515371] [INFO ] [LOCAL     ] Saved forecast: AXTI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AXTI.txt
[2025-12-24T20:17:00.515498] [INFO ] [sig       ] [326/3551] Completed AXTI in 0.3s | 2.82 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-24T20:17:00.515537] [INFO ] [sig       ] [327/3551] Forecasting AYI...
[2025-12-24T20:17:00.515567] [INFO ] [sig       ] Generating forecast for: AYI
[2025-12-24T20:17:00.515624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-12-24T20:17:00.528470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2025-12-24T20:17:00.528751] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-12-24T20:17:00.529510] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-12-24T20:17:00.529562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:00.529612] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:00.529640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:00.529697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:00.589563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:00.590312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:00.590395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:00.590428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:00.719930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:00.720087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:00.720302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:00.720332] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:00.723759] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=34.95%)
[2025-12-24T20:17:00.724035] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-12-24T20:17:00.724158] [INFO ] [sig       ] AYI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:00.871520] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AYI.txt
[2025-12-24T20:17:00.871705] [INFO ] [sig       ] [327/3551] Completed AYI in 0.4s | 2.82 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-24T20:17:00.871748] [INFO ] [sig       ] [328/3551] Forecasting AZ...
[2025-12-24T20:17:00.871779] [INFO ] [sig       ] Generating forecast for: AZ
[2025-12-24T20:17:00.871809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2025-12-24T20:17:00.884387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2025-12-24T20:17:00.884719] [INFO ] [FORECASTER] Starting predict_future for AZ
[2025-12-24T20:17:00.885463] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2025-12-24T20:17:00.885515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:00.885547] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:00.885601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:00.885662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:00.942910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:00.943739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:00.943824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:00.943857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:01.062622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:01.062778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:01.062818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:01.062846] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:01.066152] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: UP (p=58.79%)
[2025-12-24T20:17:01.066435] [INFO ] [FORECASTER] Completed predict_future for AZ
[2025-12-24T20:17:01.066554] [INFO ] [sig       ] AZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:01.208636] [INFO ] [LOCAL     ] Saved forecast: AZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/AZ.txt
[2025-12-24T20:17:01.208773] [INFO ] [sig       ] [328/3551] Completed AZ in 0.3s | 2.82 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-24T20:17:01.208814] [INFO ] [sig       ] [329/3551] Forecasting AZN...
[2025-12-24T20:17:01.208843] [INFO ] [sig       ] Generating forecast for: AZN
[2025-12-24T20:17:01.208873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2025-12-24T20:17:01.220142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2025-12-24T20:17:01.220400] [INFO ] [FORECASTER] Starting predict_future for AZN
[2025-12-24T20:17:01.221164] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2025-12-24T20:17:01.221216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:01.221248] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:01.221276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:01.221332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:01.278686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:01.279280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:01.279386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:01.279420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:01.401488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:01.401661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:01.401702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:01.401747] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:01.405031] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: DOWN (p=4.02%)
[2025-12-24T20:17:01.405297] [INFO ] [FORECASTER] Completed predict_future for AZN
[2025-12-24T20:17:01.405414] [INFO ] [sig       ] AZN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:01.547678] [INFO ] [LOCAL     ] Saved forecast: AZN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AZN.txt
[2025-12-24T20:17:01.547827] [INFO ] [sig       ] [329/3551] Completed AZN in 0.3s | 2.82 sym/s | Total: 1.9m | ETA: 19.1m
[2025-12-24T20:17:01.547868] [INFO ] [sig       ] [330/3551] Forecasting AZO...
[2025-12-24T20:17:01.547898] [INFO ] [sig       ] Generating forecast for: AZO
[2025-12-24T20:17:01.547929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-12-24T20:17:01.559139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2025-12-24T20:17:01.559423] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-12-24T20:17:01.560195] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-12-24T20:17:01.560247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:01.560279] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:01.560306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:01.560363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:01.616669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:01.617236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:01.617315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:01.617347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:01.736229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:01.736393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:01.736433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:01.736461] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:01.740063] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: DOWN (p=23.52%)
[2025-12-24T20:17:01.740337] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-12-24T20:17:01.740461] [INFO ] [sig       ] AZO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:01.880909] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AZO.txt
[2025-12-24T20:17:01.881042] [INFO ] [sig       ] [330/3551] Completed AZO in 0.3s | 2.82 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-24T20:17:01.881081] [INFO ] [sig       ] [331/3551] Forecasting AZTA...
[2025-12-24T20:17:01.881112] [INFO ] [sig       ] Generating forecast for: AZTA
[2025-12-24T20:17:01.881142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'.
[2025-12-24T20:17:01.892822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZTA'.
[2025-12-24T20:17:01.893095] [INFO ] [FORECASTER] Starting predict_future for AZTA
[2025-12-24T20:17:01.893859] [DEBUG] [LOCAL     ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt
[2025-12-24T20:17:01.893910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:01.893942] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:01.893968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:01.894024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:01.950257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:01.950874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:01.950955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:01.951014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:02.070325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:02.070466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:02.070504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:02.070533] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:02.073976] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: DOWN (p=28.40%)
[2025-12-24T20:17:02.074393] [INFO ] [FORECASTER] Completed predict_future for AZTA
[2025-12-24T20:17:02.074512] [INFO ] [sig       ] AZTA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:02.214202] [INFO ] [LOCAL     ] Saved forecast: AZTA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AZTA.txt
[2025-12-24T20:17:02.214331] [INFO ] [sig       ] [331/3551] Completed AZTA in 0.3s | 2.82 sym/s | Total: 2.0m | ETA: 19.1m
[2025-12-24T20:17:02.214371] [INFO ] [sig       ] [332/3551] Forecasting AZZ...
[2025-12-24T20:17:02.214401] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-12-24T20:17:02.214431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-12-24T20:17:02.226534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2025-12-24T20:17:02.227037] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-12-24T20:17:02.228317] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-12-24T20:17:02.228376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:02.228411] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:02.228453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:02.228543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:02.289213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:02.290063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:02.290163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:02.290200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:02.414426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:02.414607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:02.414661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:02.414707] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:02.418131] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2025-12-24T20:17:02.418409] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-12-24T20:17:02.418537] [INFO ] [sig       ] AZZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:02.563662] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/AZZ.txt
[2025-12-24T20:17:02.563796] [INFO ] [sig       ] [332/3551] Completed AZZ in 0.3s | 2.82 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-24T20:17:02.563838] [INFO ] [sig       ] [333/3551] Forecasting BA...
[2025-12-24T20:17:02.563868] [INFO ] [sig       ] Generating forecast for: BA
[2025-12-24T20:17:02.563899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-12-24T20:17:02.576796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2025-12-24T20:17:02.577202] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-12-24T20:17:02.577981] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-12-24T20:17:02.578034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:02.578095] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:02.578124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:02.578193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:02.635015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:02.635807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:02.635890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:02.635922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:02.755896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:02.756038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:02.756076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:02.756105] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:02.759387] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: UP (p=83.50%)
[2025-12-24T20:17:02.759675] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-12-24T20:17:02.759797] [INFO ] [sig       ] BA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:02.898470] [INFO ] [LOCAL     ] Saved forecast: BA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BA.txt
[2025-12-24T20:17:02.898643] [INFO ] [sig       ] [333/3551] Completed BA in 0.3s | 2.82 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-24T20:17:02.898685] [INFO ] [sig       ] [334/3551] Forecasting BABA...
[2025-12-24T20:17:02.898716] [INFO ] [sig       ] Generating forecast for: BABA
[2025-12-24T20:17:02.898746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-12-24T20:17:02.910779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2025-12-24T20:17:02.911074] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-12-24T20:17:02.911882] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-12-24T20:17:02.911936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:02.911968] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:02.911995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:02.912055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:02.970492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:02.971108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:02.971187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:02.971220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:03.092637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:03.092800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:03.092841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:03.092870] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:03.096357] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=37.03%)
[2025-12-24T20:17:03.096690] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-12-24T20:17:03.096821] [INFO ] [sig       ] BABA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:03.241884] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BABA.txt
[2025-12-24T20:17:03.242044] [INFO ] [sig       ] [334/3551] Completed BABA in 0.3s | 2.82 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-24T20:17:03.242085] [INFO ] [sig       ] [335/3551] Forecasting BABX...
[2025-12-24T20:17:03.242115] [INFO ] [sig       ] Generating forecast for: BABX
[2025-12-24T20:17:03.242146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2025-12-24T20:17:03.254490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2025-12-24T20:17:03.254879] [INFO ] [FORECASTER] Starting predict_future for BABX
[2025-12-24T20:17:03.255643] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2025-12-24T20:17:03.255706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:03.255739] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:03.255766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:03.255822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:03.315840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:03.316873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:03.316965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:03.316999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:03.436014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:03.436146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:03.436183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:03.436211] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:03.439769] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: UP (p=90.60%)
[2025-12-24T20:17:03.440054] [INFO ] [FORECASTER] Completed predict_future for BABX
[2025-12-24T20:17:03.440177] [INFO ] [sig       ] BABX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:03.580036] [INFO ] [LOCAL     ] Saved forecast: BABX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BABX.txt
[2025-12-24T20:17:03.580147] [INFO ] [sig       ] [335/3551] Completed BABX in 0.3s | 2.82 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-24T20:17:03.580186] [INFO ] [sig       ] [336/3551] Forecasting BAC...
[2025-12-24T20:17:03.580215] [INFO ] [sig       ] Generating forecast for: BAC
[2025-12-24T20:17:03.580245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-12-24T20:17:03.593197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2025-12-24T20:17:03.593478] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-12-24T20:17:03.594309] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-12-24T20:17:03.594363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:03.594395] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:03.594423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:03.594479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:03.652970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:03.653564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:03.653662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:03.653696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:03.777635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:03.777789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:03.777827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:03.777898] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:03.781471] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: DOWN (p=0.23%)
[2025-12-24T20:17:03.781778] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-12-24T20:17:03.781903] [INFO ] [sig       ] BAC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:03.927876] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BAC.txt
[2025-12-24T20:17:03.928009] [INFO ] [sig       ] [336/3551] Completed BAC in 0.3s | 2.82 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-24T20:17:03.928049] [INFO ] [sig       ] [337/3551] Forecasting BAH...
[2025-12-24T20:17:03.928077] [INFO ] [sig       ] Generating forecast for: BAH
[2025-12-24T20:17:03.928107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-12-24T20:17:03.942419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2025-12-24T20:17:03.942711] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-12-24T20:17:03.943511] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-12-24T20:17:03.943565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:03.943628] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:03.943659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:03.943717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:04.003596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:04.004401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:04.004481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:04.004514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:04.131040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:04.131150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:04.131186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:04.131215] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:04.134418] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: DOWN (p=2.28%)
[2025-12-24T20:17:04.134721] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-12-24T20:17:04.134850] [INFO ] [sig       ] BAH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:04.282504] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BAH.txt
[2025-12-24T20:17:04.282675] [INFO ] [sig       ] [337/3551] Completed BAH in 0.4s | 2.82 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-24T20:17:04.282718] [INFO ] [sig       ] [338/3551] Forecasting BAK...
[2025-12-24T20:17:04.282747] [INFO ] [sig       ] Generating forecast for: BAK
[2025-12-24T20:17:04.282777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-12-24T20:17:04.294880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAK'.
[2025-12-24T20:17:04.295268] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-12-24T20:17:04.296074] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-12-24T20:17:04.296315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:04.296347] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:04.296375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:04.296432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:04.354718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:04.355617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:04.355717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:04.355761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:04.481681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:04.481858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:04.481912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:04.481949] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:04.485892] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: DOWN (p=6.64%)
[2025-12-24T20:17:04.486167] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-12-24T20:17:04.486290] [INFO ] [sig       ] BAK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:04.633746] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BAK.txt
[2025-12-24T20:17:04.633909] [INFO ] [sig       ] [338/3551] Completed BAK in 0.4s | 2.82 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-24T20:17:04.633949] [INFO ] [sig       ] [339/3551] Forecasting BALL...
[2025-12-24T20:17:04.633981] [INFO ] [sig       ] Generating forecast for: BALL
[2025-12-24T20:17:04.634013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-12-24T20:17:04.645715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2025-12-24T20:17:04.646079] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-12-24T20:17:04.646859] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-12-24T20:17:04.646911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:04.646943] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:04.646970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:04.647027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:04.709153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:04.710081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:04.710169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:04.710202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:04.838568] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:04.838750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:04.838791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:04.838821] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:04.842553] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: DOWN (p=29.22%)
[2025-12-24T20:17:04.842941] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-12-24T20:17:04.843097] [INFO ] [sig       ] BALL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:05.006418] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BALL.txt
[2025-12-24T20:17:05.006599] [INFO ] [sig       ] [339/3551] Completed BALL in 0.4s | 2.82 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-24T20:17:05.006645] [INFO ] [sig       ] [340/3551] Forecasting BAM...
[2025-12-24T20:17:05.006679] [INFO ] [sig       ] Generating forecast for: BAM
[2025-12-24T20:17:05.006722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-12-24T20:17:05.019548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2025-12-24T20:17:05.020006] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-12-24T20:17:05.020876] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-12-24T20:17:05.020933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:05.020966] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:05.020994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:05.021051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:05.080220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:05.081133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:05.081422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:05.081455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:05.208591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:05.208760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:05.208801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:05.208830] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:05.212405] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=86.89%)
[2025-12-24T20:17:05.212800] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-12-24T20:17:05.212942] [INFO ] [sig       ] BAM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:05.364217] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BAM.txt
[2025-12-24T20:17:05.364609] [INFO ] [sig       ] [340/3551] Completed BAM in 0.4s | 2.82 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-24T20:17:05.364654] [INFO ] [sig       ] [341/3551] Forecasting BANC...
[2025-12-24T20:17:05.364685] [INFO ] [sig       ] Generating forecast for: BANC
[2025-12-24T20:17:05.364715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-12-24T20:17:05.378035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2025-12-24T20:17:05.378447] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-12-24T20:17:05.379302] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-12-24T20:17:05.379380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:05.379416] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:05.379445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:05.379503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:05.440482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:05.441611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:05.441708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:05.441742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:05.570919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:05.571085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:05.571125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:05.571154] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:05.574950] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=32.87%)
[2025-12-24T20:17:05.575305] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-12-24T20:17:05.575445] [INFO ] [sig       ] BANC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:05.718937] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BANC.txt
[2025-12-24T20:17:05.719064] [INFO ] [sig       ] [341/3551] Completed BANC in 0.4s | 2.82 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-24T20:17:05.719104] [INFO ] [sig       ] [342/3551] Forecasting BAND...
[2025-12-24T20:17:05.719134] [INFO ] [sig       ] Generating forecast for: BAND
[2025-12-24T20:17:05.719163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2025-12-24T20:17:05.731456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2025-12-24T20:17:05.731762] [INFO ] [FORECASTER] Starting predict_future for BAND
[2025-12-24T20:17:05.732636] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2025-12-24T20:17:05.732692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:05.732725] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:05.732752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:05.732810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:05.793603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:05.794435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:05.794523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:05.794557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:05.918357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:05.918515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:05.918586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:05.918619] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:05.921955] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: UP (p=69.31%)
[2025-12-24T20:17:05.922228] [INFO ] [FORECASTER] Completed predict_future for BAND
[2025-12-24T20:17:05.922346] [INFO ] [sig       ] BAND: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:06.067271] [INFO ] [LOCAL     ] Saved forecast: BAND	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BAND.txt
[2025-12-24T20:17:06.067430] [INFO ] [sig       ] [342/3551] Completed BAND in 0.3s | 2.82 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-24T20:17:06.067470] [INFO ] [sig       ] [343/3551] Forecasting BANF...
[2025-12-24T20:17:06.067502] [INFO ] [sig       ] Generating forecast for: BANF
[2025-12-24T20:17:06.067532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2025-12-24T20:17:06.080969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2025-12-24T20:17:06.081536] [INFO ] [FORECASTER] Starting predict_future for BANF
[2025-12-24T20:17:06.082610] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2025-12-24T20:17:06.082670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:06.082704] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:06.082732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:06.082792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:06.145558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:06.146376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:06.146491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:06.146527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:06.264402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:06.264538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:06.264595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:06.264628] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:06.267870] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: UP (p=97.53%)
[2025-12-24T20:17:06.268142] [INFO ] [FORECASTER] Completed predict_future for BANF
[2025-12-24T20:17:06.268275] [INFO ] [sig       ] BANF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:06.409191] [INFO ] [LOCAL     ] Saved forecast: BANF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BANF.txt
[2025-12-24T20:17:06.409301] [INFO ] [sig       ] [343/3551] Completed BANF in 0.3s | 2.82 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-24T20:17:06.409340] [INFO ] [sig       ] [344/3551] Forecasting BANX...
[2025-12-24T20:17:06.409394] [INFO ] [sig       ] Generating forecast for: BANX
[2025-12-24T20:17:06.409424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2025-12-24T20:17:06.423237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2025-12-24T20:17:06.423641] [INFO ] [FORECASTER] Starting predict_future for BANX
[2025-12-24T20:17:06.424529] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2025-12-24T20:17:06.424608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:06.424645] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:06.424683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:06.424747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:06.491186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:06.491984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:06.492080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:06.492116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:06.615749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:06.615914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:06.615954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:06.615983] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:06.619364] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: DOWN (p=25.34%)
[2025-12-24T20:17:06.619657] [INFO ] [FORECASTER] Completed predict_future for BANX
[2025-12-24T20:17:06.619778] [INFO ] [sig       ] BANX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:06.761087] [INFO ] [LOCAL     ] Saved forecast: BANX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BANX.txt
[2025-12-24T20:17:06.761228] [INFO ] [sig       ] [344/3551] Completed BANX in 0.4s | 2.82 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-24T20:17:06.761269] [INFO ] [sig       ] [345/3551] Forecasting BAP...
[2025-12-24T20:17:06.761299] [INFO ] [sig       ] Generating forecast for: BAP
[2025-12-24T20:17:06.761330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-12-24T20:17:06.772718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2025-12-24T20:17:06.773026] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-12-24T20:17:06.773789] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-12-24T20:17:06.773842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:06.773875] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:06.773903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:06.773960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:06.829380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:06.830001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:06.830088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:06.830122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:06.946596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:06.946726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:06.946765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:06.946795] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:06.950016] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: DOWN (p=30.22%)
[2025-12-24T20:17:06.950279] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-12-24T20:17:06.950398] [INFO ] [sig       ] BAP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:07.091562] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BAP.txt
[2025-12-24T20:17:07.091741] [INFO ] [sig       ] [345/3551] Completed BAP in 0.3s | 2.82 sym/s | Total: 2.0m | ETA: 19.0m
[2025-12-24T20:17:07.091789] [INFO ] [sig       ] [346/3551] Forecasting BATRA...
[2025-12-24T20:17:07.091820] [INFO ] [sig       ] Generating forecast for: BATRA
[2025-12-24T20:17:07.091851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2025-12-24T20:17:07.103982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2025-12-24T20:17:07.104321] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2025-12-24T20:17:07.105179] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2025-12-24T20:17:07.105234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:07.105280] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:07.105309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:07.105367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:07.166794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:07.167733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:07.167825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:07.167859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:07.291684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:07.291846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:07.291885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:07.291915] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:07.295265] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: DOWN (p=14.35%)
[2025-12-24T20:17:07.295543] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2025-12-24T20:17:07.295689] [INFO ] [sig       ] BATRA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:07.439438] [INFO ] [LOCAL     ] Saved forecast: BATRA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BATRA.txt
[2025-12-24T20:17:07.439628] [INFO ] [sig       ] [346/3551] Completed BATRA in 0.3s | 2.82 sym/s | Total: 2.0m | ETA: 18.9m
[2025-12-24T20:17:07.439682] [INFO ] [sig       ] [347/3551] Forecasting BATRK...
[2025-12-24T20:17:07.439714] [INFO ] [sig       ] Generating forecast for: BATRK
[2025-12-24T20:17:07.439745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2025-12-24T20:17:07.451479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2025-12-24T20:17:07.451881] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2025-12-24T20:17:07.452689] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2025-12-24T20:17:07.452743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:07.452775] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:07.452802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:07.452859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:07.509082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:07.509732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:07.509811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:07.509843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:07.630131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:07.630291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:07.630331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:07.630359] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:07.633789] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: DOWN (p=9.45%)
[2025-12-24T20:17:07.634060] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2025-12-24T20:17:07.634179] [INFO ] [sig       ] BATRK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:07.775674] [INFO ] [LOCAL     ] Saved forecast: BATRK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BATRK.txt
[2025-12-24T20:17:07.775828] [INFO ] [sig       ] [347/3551] Completed BATRK in 0.3s | 2.82 sym/s | Total: 2.1m | ETA: 18.9m
[2025-12-24T20:17:07.775868] [INFO ] [sig       ] [348/3551] Forecasting BAX...
[2025-12-24T20:17:07.775898] [INFO ] [sig       ] Generating forecast for: BAX
[2025-12-24T20:17:07.775928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-12-24T20:17:07.788400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2025-12-24T20:17:07.788830] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-12-24T20:17:07.789741] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-12-24T20:17:07.789796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:07.789830] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:07.789860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:07.789918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:07.851788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:07.852944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:07.853030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:07.853064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:07.977600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:07.977759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:07.977799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:07.977830] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:07.981511] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: DOWN (p=20.05%)
[2025-12-24T20:17:07.981827] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-12-24T20:17:07.981960] [INFO ] [sig       ] BAX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:08.133079] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BAX.txt
[2025-12-24T20:17:08.133210] [INFO ] [sig       ] [348/3551] Completed BAX in 0.4s | 2.82 sym/s | Total: 2.1m | ETA: 18.9m
[2025-12-24T20:17:08.133250] [INFO ] [sig       ] [349/3551] Forecasting BB...
[2025-12-24T20:17:08.133468] [INFO ] [sig       ] Generating forecast for: BB
[2025-12-24T20:17:08.133499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-12-24T20:17:08.146002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2025-12-24T20:17:08.146269] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-12-24T20:17:08.147080] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-12-24T20:17:08.147134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:08.147167] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:08.147195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:08.147252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:08.208048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:08.208803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:08.208887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:08.208944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:08.332449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:08.332625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:08.332667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:08.332697] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:08.336105] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=75.58%)
[2025-12-24T20:17:08.336372] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-12-24T20:17:08.336516] [INFO ] [sig       ] BB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:08.482696] [INFO ] [LOCAL     ] Saved forecast: BB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BB.txt
[2025-12-24T20:17:08.482850] [INFO ] [sig       ] [349/3551] Completed BB in 0.3s | 2.82 sym/s | Total: 2.1m | ETA: 18.9m
[2025-12-24T20:17:08.482918] [INFO ] [sig       ] [350/3551] Forecasting BBAI...
[2025-12-24T20:17:08.482950] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-12-24T20:17:08.482980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-12-24T20:17:08.496131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBAI'.
[2025-12-24T20:17:08.496493] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-12-24T20:17:08.497374] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-12-24T20:17:08.497429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:08.497490] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:08.497523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:08.497621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:08.558095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:08.558971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:08.559058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:08.559093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:08.679009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:08.679165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:08.679204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:08.679234] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:08.682555] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=8.68%)
[2025-12-24T20:17:08.682843] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-12-24T20:17:08.682961] [INFO ] [sig       ] BBAI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:08.820667] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BBAI.txt
[2025-12-24T20:17:08.820777] [INFO ] [sig       ] [350/3551] Completed BBAI in 0.3s | 2.82 sym/s | Total: 2.1m | ETA: 18.9m
[2025-12-24T20:17:08.820815] [INFO ] [sig       ] [351/3551] Forecasting BBCP...
[2025-12-24T20:17:08.820844] [INFO ] [sig       ] Generating forecast for: BBCP
[2025-12-24T20:17:08.820873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2025-12-24T20:17:08.833446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2025-12-24T20:17:08.833738] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2025-12-24T20:17:08.834515] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2025-12-24T20:17:08.834587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:08.834635] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:08.834670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:08.834728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:08.893424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:08.894027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:08.894108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:08.894142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:09.019868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:09.019983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:09.020021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:09.020049] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:09.023209] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: DOWN (p=20.23%)
[2025-12-24T20:17:09.023693] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2025-12-24T20:17:09.023828] [INFO ] [sig       ] BBCP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:09.162586] [INFO ] [LOCAL     ] Saved forecast: BBCP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BBCP.txt
[2025-12-24T20:17:09.162709] [INFO ] [sig       ] [351/3551] Completed BBCP in 0.3s | 2.82 sym/s | Total: 2.1m | ETA: 18.9m
[2025-12-24T20:17:09.162748] [INFO ] [sig       ] [352/3551] Forecasting BBD...
[2025-12-24T20:17:09.162778] [INFO ] [sig       ] Generating forecast for: BBD
[2025-12-24T20:17:09.162808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-12-24T20:17:09.175215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2025-12-24T20:17:09.175617] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-12-24T20:17:09.176401] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-12-24T20:17:09.176456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:09.176491] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:09.176519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:09.176609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:09.235020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:09.235871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:09.235958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:09.235992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:09.359790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:09.359950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:09.359991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:09.360020] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:09.363917] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: DOWN (p=9.49%)
[2025-12-24T20:17:09.364187] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-12-24T20:17:09.364481] [INFO ] [sig       ] BBD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:09.506112] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BBD.txt
[2025-12-24T20:17:09.506245] [INFO ] [sig       ] [352/3551] Completed BBD in 0.3s | 2.82 sym/s | Total: 2.1m | ETA: 18.9m
[2025-12-24T20:17:09.506285] [INFO ] [sig       ] [353/3551] Forecasting BBDO...
[2025-12-24T20:17:09.506314] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-12-24T20:17:09.506346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-12-24T20:17:09.520690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2025-12-24T20:17:09.520980] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-12-24T20:17:09.521781] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-12-24T20:17:09.521835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:09.521867] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:09.521895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:09.521951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:09.579688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:09.580449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:09.580534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:09.580566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:09.702004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:09.702163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:09.702202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:09.702318] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:09.705885] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: DOWN (p=2.73%)
[2025-12-24T20:17:09.706162] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-12-24T20:17:09.706286] [INFO ] [sig       ] BBDO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:09.845799] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BBDO.txt
[2025-12-24T20:17:09.845925] [INFO ] [sig       ] [353/3551] Completed BBDO in 0.3s | 2.82 sym/s | Total: 2.1m | ETA: 18.9m
[2025-12-24T20:17:09.845964] [INFO ] [sig       ] [354/3551] Forecasting BBH...
[2025-12-24T20:17:09.845994] [INFO ] [sig       ] Generating forecast for: BBH
[2025-12-24T20:17:09.846023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2025-12-24T20:17:09.859015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2025-12-24T20:17:09.859415] [INFO ] [FORECASTER] Starting predict_future for BBH
[2025-12-24T20:17:09.860358] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2025-12-24T20:17:09.860414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:09.860448] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:09.860475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:09.860550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:09.926912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:09.927820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:09.927909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:09.927941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:10.040140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:10.040298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:10.040353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:10.040386] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:10.044038] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: UP (p=95.29%)
[2025-12-24T20:17:10.044336] [INFO ] [FORECASTER] Completed predict_future for BBH
[2025-12-24T20:17:10.044462] [INFO ] [sig       ] BBH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:10.196301] [INFO ] [LOCAL     ] Saved forecast: BBH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BBH.txt
[2025-12-24T20:17:10.196443] [INFO ] [sig       ] [354/3551] Completed BBH in 0.4s | 2.82 sym/s | Total: 2.1m | ETA: 18.9m
[2025-12-24T20:17:10.196483] [INFO ] [sig       ] [355/3551] Forecasting BBIO...
[2025-12-24T20:17:10.196512] [INFO ] [sig       ] Generating forecast for: BBIO
[2025-12-24T20:17:10.196540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2025-12-24T20:17:10.208647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2025-12-24T20:17:10.209034] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2025-12-24T20:17:10.209912] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2025-12-24T20:17:10.209966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:10.210009] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:10.210051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:10.210144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:10.275465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:10.276363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:10.276471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:10.276505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:10.406788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:10.406943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:10.406985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:10.407016] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:10.410854] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: UP (p=96.59%)
[2025-12-24T20:17:10.411133] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2025-12-24T20:17:10.411271] [INFO ] [sig       ] BBIO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:10.556839] [INFO ] [LOCAL     ] Saved forecast: BBIO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BBIO.txt
[2025-12-24T20:17:10.556984] [INFO ] [sig       ] [355/3551] Completed BBIO in 0.4s | 2.82 sym/s | Total: 2.1m | ETA: 18.9m
[2025-12-24T20:17:10.557025] [INFO ] [sig       ] [356/3551] Forecasting BBLG...
[2025-12-24T20:17:10.557054] [INFO ] [sig       ] Generating forecast for: BBLG
[2025-12-24T20:17:10.557084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2025-12-24T20:17:10.568927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2025-12-24T20:17:10.569251] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2025-12-24T20:17:10.570059] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2025-12-24T20:17:10.570114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:10.570150] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:10.570177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:10.570233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:10.628244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:10.629229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:10.629522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:10.629555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:10.748110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:10.748460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:10.748500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:10.748527] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:10.751886] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: UP (p=70.83%)
[2025-12-24T20:17:10.752162] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2025-12-24T20:17:10.752287] [INFO ] [sig       ] BBLG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:10.899726] [INFO ] [LOCAL     ] Saved forecast: BBLG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BBLG.txt
[2025-12-24T20:17:10.899893] [INFO ] [sig       ] [356/3551] Completed BBLG in 0.3s | 2.82 sym/s | Total: 2.1m | ETA: 18.9m
[2025-12-24T20:17:10.899935] [INFO ] [sig       ] [357/3551] Forecasting BBN...
[2025-12-24T20:17:10.899968] [INFO ] [sig       ] Generating forecast for: BBN
[2025-12-24T20:17:10.899999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-12-24T20:17:10.916415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBN'.
[2025-12-24T20:17:10.917010] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-12-24T20:17:10.918090] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-12-24T20:17:10.918145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:10.918177] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:10.918217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:10.918277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:10.979822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:10.980698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:10.980785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:10.980820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:11.101464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:11.101644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:11.101685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:11.101713] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:11.105356] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: DOWN (p=5.62%)
[2025-12-24T20:17:11.105658] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-12-24T20:17:11.105788] [INFO ] [sig       ] BBN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:11.248148] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BBN.txt
[2025-12-24T20:17:11.248278] [INFO ] [sig       ] [357/3551] Completed BBN in 0.3s | 2.82 sym/s | Total: 2.1m | ETA: 18.9m
[2025-12-24T20:17:11.248317] [INFO ] [sig       ] [358/3551] Forecasting BBSI...
[2025-12-24T20:17:11.248347] [INFO ] [sig       ] Generating forecast for: BBSI
[2025-12-24T20:17:11.248386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2025-12-24T20:17:11.265911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2025-12-24T20:17:11.266211] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2025-12-24T20:17:11.267100] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2025-12-24T20:17:11.267155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:11.267187] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:11.267214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:11.267271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:11.325592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:11.326203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:11.326286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:11.326318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:11.446872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:11.447017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:11.447057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:11.447085] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:11.450805] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: UP (p=50.20%)
[2025-12-24T20:17:11.451069] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2025-12-24T20:17:11.451187] [INFO ] [sig       ] BBSI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:11.592612] [INFO ] [LOCAL     ] Saved forecast: BBSI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BBSI.txt
[2025-12-24T20:17:11.592720] [INFO ] [sig       ] [358/3551] Completed BBSI in 0.3s | 2.82 sym/s | Total: 2.1m | ETA: 18.9m
[2025-12-24T20:17:11.592758] [INFO ] [sig       ] [359/3551] Forecasting BBUC...
[2025-12-24T20:17:11.592787] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-12-24T20:17:11.592816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-12-24T20:17:11.605304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBUC'.
[2025-12-24T20:17:11.605599] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-12-24T20:17:11.606395] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-12-24T20:17:11.606447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:11.606480] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:11.606507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:11.606564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:11.667414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:11.668262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:11.668362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:11.668409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:11.792804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:11.792964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:11.793005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:11.793034] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:11.796373] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: UP (p=51.26%)
[2025-12-24T20:17:11.796664] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-12-24T20:17:11.796786] [INFO ] [sig       ] BBUC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:11.942116] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BBUC.txt
[2025-12-24T20:17:11.942277] [INFO ] [sig       ] [359/3551] Completed BBUC in 0.3s | 2.82 sym/s | Total: 2.1m | ETA: 18.9m
[2025-12-24T20:17:11.942317] [INFO ] [sig       ] [360/3551] Forecasting BBVA...
[2025-12-24T20:17:11.942348] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-12-24T20:17:11.942379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-12-24T20:17:11.955995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBVA'.
[2025-12-24T20:17:11.956353] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-12-24T20:17:11.957287] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-12-24T20:17:11.957341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:11.957373] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:11.957400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:11.957486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:12.020680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:12.021486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:12.021633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:12.021684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:12.144053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:12.144216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:12.144257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:12.144285] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:12.147765] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: UP (p=94.89%)
[2025-12-24T20:17:12.148086] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-12-24T20:17:12.148224] [INFO ] [sig       ] BBVA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:12.289692] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BBVA.txt
[2025-12-24T20:17:12.289822] [INFO ] [sig       ] [360/3551] Completed BBVA in 0.3s | 2.82 sym/s | Total: 2.1m | ETA: 18.8m
[2025-12-24T20:17:12.289861] [INFO ] [sig       ] [361/3551] Forecasting BBWI...
[2025-12-24T20:17:12.289892] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-12-24T20:17:12.289928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-12-24T20:17:12.301330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBWI'.
[2025-12-24T20:17:12.301645] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-12-24T20:17:12.302419] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-12-24T20:17:12.302472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:12.302505] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:12.302532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:12.302607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:12.361830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:12.362667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:12.362750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:12.362783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:12.485827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:12.485974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:12.486012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:12.486041] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:12.489364] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: DOWN (p=17.00%)
[2025-12-24T20:17:12.489850] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-12-24T20:17:12.489976] [INFO ] [sig       ] BBWI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:12.630937] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BBWI.txt
[2025-12-24T20:17:12.631110] [INFO ] [sig       ] [361/3551] Completed BBWI in 0.3s | 2.82 sym/s | Total: 2.1m | ETA: 18.8m
[2025-12-24T20:17:12.631153] [INFO ] [sig       ] [362/3551] Forecasting BBY...
[2025-12-24T20:17:12.631183] [INFO ] [sig       ] Generating forecast for: BBY
[2025-12-24T20:17:12.631216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-12-24T20:17:12.643548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2025-12-24T20:17:12.643860] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-12-24T20:17:12.644667] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-12-24T20:17:12.644721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:12.644754] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:12.644781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:12.644837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:12.705001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:12.705861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:12.705946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:12.705979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:12.830477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:12.830664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:12.830708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:12.830738] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:12.834719] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: DOWN (p=41.48%)
[2025-12-24T20:17:12.835044] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-12-24T20:17:12.835178] [INFO ] [sig       ] BBY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:12.984078] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BBY.txt
[2025-12-24T20:17:12.984255] [INFO ] [sig       ] [362/3551] Completed BBY in 0.4s | 2.82 sym/s | Total: 2.1m | ETA: 18.8m
[2025-12-24T20:17:12.984304] [INFO ] [sig       ] [363/3551] Forecasting BC...
[2025-12-24T20:17:12.984340] [INFO ] [sig       ] Generating forecast for: BC
[2025-12-24T20:17:12.984370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-12-24T20:17:12.995982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2025-12-24T20:17:12.996232] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-12-24T20:17:12.996997] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-12-24T20:17:12.997050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:12.997082] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:12.997109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:12.997165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:13.056086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:13.056965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:13.057048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:13.057081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:13.180618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:13.180769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:13.180810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:13.180839] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:13.184155] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=4.07%)
[2025-12-24T20:17:13.184422] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-12-24T20:17:13.184540] [INFO ] [sig       ] BC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:13.328112] [INFO ] [LOCAL     ] Saved forecast: BC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BC.txt
[2025-12-24T20:17:13.328304] [INFO ] [sig       ] [363/3551] Completed BC in 0.3s | 2.82 sym/s | Total: 2.1m | ETA: 18.8m
[2025-12-24T20:17:13.328347] [INFO ] [sig       ] [364/3551] Forecasting BCAL...
[2025-12-24T20:17:13.328377] [INFO ] [sig       ] Generating forecast for: BCAL
[2025-12-24T20:17:13.328408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2025-12-24T20:17:13.340487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2025-12-24T20:17:13.340839] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2025-12-24T20:17:13.341655] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2025-12-24T20:17:13.341709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:13.341742] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:13.341769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:13.341826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:13.402362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:13.403597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:13.403681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:13.403717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:13.534940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:13.535104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:13.535147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:13.535177] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:13.538728] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: UP (p=82.32%)
[2025-12-24T20:17:13.539019] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2025-12-24T20:17:13.539152] [INFO ] [sig       ] BCAL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:13.691505] [INFO ] [LOCAL     ] Saved forecast: BCAL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BCAL.txt
[2025-12-24T20:17:13.691705] [INFO ] [sig       ] [364/3551] Completed BCAL in 0.4s | 2.82 sym/s | Total: 2.1m | ETA: 18.8m
[2025-12-24T20:17:13.691755] [INFO ] [sig       ] [365/3551] Forecasting BCAX...
[2025-12-24T20:17:13.691786] [INFO ] [sig       ] Generating forecast for: BCAX
[2025-12-24T20:17:13.691819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2025-12-24T20:17:13.706666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2025-12-24T20:17:13.707071] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2025-12-24T20:17:13.707941] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2025-12-24T20:17:13.707997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:13.708031] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:13.708059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:13.708116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:13.766529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:13.767823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:13.767908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:13.767941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:13.897732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:13.897906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:13.897949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:13.897979] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:13.901745] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: DOWN (p=31.53%)
[2025-12-24T20:17:13.902038] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2025-12-24T20:17:13.902166] [INFO ] [sig       ] BCAX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:14.060232] [INFO ] [LOCAL     ] Saved forecast: BCAX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BCAX.txt
[2025-12-24T20:17:14.060410] [INFO ] [sig       ] [365/3551] Completed BCAX in 0.4s | 2.82 sym/s | Total: 2.2m | ETA: 18.8m
[2025-12-24T20:17:14.060451] [INFO ] [sig       ] [366/3551] Forecasting BCBP...
[2025-12-24T20:17:14.060481] [INFO ] [sig       ] Generating forecast for: BCBP
[2025-12-24T20:17:14.060736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2025-12-24T20:17:14.073764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2025-12-24T20:17:14.074021] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2025-12-24T20:17:14.074774] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2025-12-24T20:17:14.074826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:14.074859] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:14.074886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:14.074943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:14.132085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:14.132687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:14.132766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:14.132798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:14.250638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:14.250755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:14.250792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:14.250822] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:14.253996] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: UP (p=51.46%)
[2025-12-24T20:17:14.254258] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2025-12-24T20:17:14.254378] [INFO ] [sig       ] BCBP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:14.394428] [INFO ] [LOCAL     ] Saved forecast: BCBP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BCBP.txt
[2025-12-24T20:17:14.394539] [INFO ] [sig       ] [366/3551] Completed BCBP in 0.3s | 2.82 sym/s | Total: 2.2m | ETA: 18.8m
[2025-12-24T20:17:14.394596] [INFO ] [sig       ] [367/3551] Forecasting BCC...
[2025-12-24T20:17:14.394629] [INFO ] [sig       ] Generating forecast for: BCC
[2025-12-24T20:17:14.394658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-12-24T20:17:14.406158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2025-12-24T20:17:14.406419] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-12-24T20:17:14.407176] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-12-24T20:17:14.407228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:14.407306] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:14.407335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:14.407391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:14.463970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:14.464827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:14.464910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:14.464943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:14.582618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:14.582776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:14.582815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:14.582843] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:14.586128] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=18.05%)
[2025-12-24T20:17:14.586400] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-12-24T20:17:14.586520] [INFO ] [sig       ] BCC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:14.728015] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BCC.txt
[2025-12-24T20:17:14.728124] [INFO ] [sig       ] [367/3551] Completed BCC in 0.3s | 2.82 sym/s | Total: 2.2m | ETA: 18.8m
[2025-12-24T20:17:14.728163] [INFO ] [sig       ] [368/3551] Forecasting BCDA...
[2025-12-24T20:17:14.728192] [INFO ] [sig       ] Generating forecast for: BCDA
[2025-12-24T20:17:14.728222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2025-12-24T20:17:14.740471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2025-12-24T20:17:14.740768] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2025-12-24T20:17:14.741530] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2025-12-24T20:17:14.741599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:14.741632] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:14.741659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:14.741714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:14.797374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:14.797963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:14.798043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:14.798075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:14.911807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:14.911957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:14.911998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:14.912028] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:14.915499] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: UP (p=63.16%)
[2025-12-24T20:17:14.915809] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2025-12-24T20:17:14.915942] [INFO ] [sig       ] BCDA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:15.058111] [INFO ] [LOCAL     ] Saved forecast: BCDA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BCDA.txt
[2025-12-24T20:17:15.058224] [INFO ] [sig       ] [368/3551] Completed BCDA in 0.3s | 2.82 sym/s | Total: 2.2m | ETA: 18.8m
[2025-12-24T20:17:15.058266] [INFO ] [sig       ] [369/3551] Forecasting BCE...
[2025-12-24T20:17:15.058294] [INFO ] [sig       ] Generating forecast for: BCE
[2025-12-24T20:17:15.058323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-12-24T20:17:15.070304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2025-12-24T20:17:15.070607] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-12-24T20:17:15.071355] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-12-24T20:17:15.071406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:15.071438] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:15.071465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:15.071525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:15.127977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:15.128551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:15.128646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:15.128679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:15.251449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:15.251603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:15.251642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:15.251671] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:15.255141] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: UP (p=59.36%)
[2025-12-24T20:17:15.255655] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-12-24T20:17:15.255780] [INFO ] [sig       ] BCE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:15.395096] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BCE.txt
[2025-12-24T20:17:15.395221] [INFO ] [sig       ] [369/3551] Completed BCE in 0.3s | 2.82 sym/s | Total: 2.2m | ETA: 18.8m
[2025-12-24T20:17:15.395261] [INFO ] [sig       ] [370/3551] Forecasting BCH...
[2025-12-24T20:17:15.395292] [INFO ] [sig       ] Generating forecast for: BCH
[2025-12-24T20:17:15.395330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-12-24T20:17:15.407659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2025-12-24T20:17:15.407939] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-12-24T20:17:15.408745] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-12-24T20:17:15.408810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:15.408844] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:15.408871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:15.408927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:15.467377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:15.468032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:15.468122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:15.468158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:15.588956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:15.589113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:15.589152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:15.589216] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:15.592570] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: UP (p=93.95%)
[2025-12-24T20:17:15.592862] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-12-24T20:17:15.592982] [INFO ] [sig       ] BCH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:15.732781] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BCH.txt
[2025-12-24T20:17:15.732890] [INFO ] [sig       ] [370/3551] Completed BCH in 0.3s | 2.82 sym/s | Total: 2.2m | ETA: 18.8m
[2025-12-24T20:17:15.732928] [INFO ] [sig       ] [371/3551] Forecasting BCML...
[2025-12-24T20:17:15.732957] [INFO ] [sig       ] Generating forecast for: BCML
[2025-12-24T20:17:15.732986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2025-12-24T20:17:15.743283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2025-12-24T20:17:15.743592] [INFO ] [FORECASTER] Starting predict_future for BCML
[2025-12-24T20:17:15.744453] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2025-12-24T20:17:15.744505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:15.744537] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:15.744563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:15.744645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:15.816028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:15.817150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:15.817263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:15.817320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:15.924592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:15.924749] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-24T20:17:15.924788] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:15.924816] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:15.928134] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: UP (p=95.65%)
[2025-12-24T20:17:15.928399] [INFO ] [FORECASTER] Completed predict_future for BCML
[2025-12-24T20:17:15.928518] [INFO ] [sig       ] BCML: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:16.067810] [INFO ] [LOCAL     ] Saved forecast: BCML	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BCML.txt
[2025-12-24T20:17:16.067965] [INFO ] [sig       ] [371/3551] Completed BCML in 0.3s | 2.82 sym/s | Total: 2.2m | ETA: 18.8m
[2025-12-24T20:17:16.068004] [INFO ] [sig       ] [372/3551] Forecasting BCO...
[2025-12-24T20:17:16.068036] [INFO ] [sig       ] Generating forecast for: BCO
[2025-12-24T20:17:16.068066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-12-24T20:17:16.080360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2025-12-24T20:17:16.080709] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-12-24T20:17:16.081452] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-12-24T20:17:16.081504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:16.081535] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:16.081562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:16.081644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:16.139792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:16.140813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:16.140895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:16.140928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:16.261148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:16.261264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:16.261301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:16.261331] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:16.264506] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=17.32%)
[2025-12-24T20:17:16.264787] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-12-24T20:17:16.264907] [INFO ] [sig       ] BCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:16.405202] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BCO.txt
[2025-12-24T20:17:16.405315] [INFO ] [sig       ] [372/3551] Completed BCO in 0.3s | 2.82 sym/s | Total: 2.2m | ETA: 18.8m
[2025-12-24T20:17:16.405355] [INFO ] [sig       ] [373/3551] Forecasting BCPC...
[2025-12-24T20:17:16.405385] [INFO ] [sig       ] Generating forecast for: BCPC
[2025-12-24T20:17:16.405415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2025-12-24T20:17:16.416780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2025-12-24T20:17:16.417040] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2025-12-24T20:17:16.417794] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2025-12-24T20:17:16.417846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:16.417878] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:16.417905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:16.417962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:16.475147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:16.475734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:16.475812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:16.475843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:16.606068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:16.606248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:16.606295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:16.606332] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:16.611219] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: DOWN (p=14.49%)
[2025-12-24T20:17:16.611631] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2025-12-24T20:17:16.611806] [INFO ] [sig       ] BCPC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:16.756412] [INFO ] [LOCAL     ] Saved forecast: BCPC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BCPC.txt
[2025-12-24T20:17:16.756566] [INFO ] [sig       ] [373/3551] Completed BCPC in 0.4s | 2.82 sym/s | Total: 2.2m | ETA: 18.8m
[2025-12-24T20:17:16.756636] [INFO ] [sig       ] [374/3551] Forecasting BCRX...
[2025-12-24T20:17:16.756668] [INFO ] [sig       ] Generating forecast for: BCRX
[2025-12-24T20:17:16.756698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2025-12-24T20:17:16.770124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2025-12-24T20:17:16.770528] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2025-12-24T20:17:16.771342] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2025-12-24T20:17:16.771405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:16.771436] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:16.771462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:16.771519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:16.830875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:16.831962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:16.832065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:16.832098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:16.956510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:16.956688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:16.956728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:16.956757] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:16.960786] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: UP (p=88.83%)
[2025-12-24T20:17:16.961096] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2025-12-24T20:17:16.961229] [INFO ] [sig       ] BCRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:17.111521] [INFO ] [LOCAL     ] Saved forecast: BCRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BCRX.txt
[2025-12-24T20:17:17.111699] [INFO ] [sig       ] [374/3551] Completed BCRX in 0.4s | 2.82 sym/s | Total: 2.2m | ETA: 18.7m
[2025-12-24T20:17:17.111741] [INFO ] [sig       ] [375/3551] Forecasting BCS...
[2025-12-24T20:17:17.111771] [INFO ] [sig       ] Generating forecast for: BCS
[2025-12-24T20:17:17.111802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-12-24T20:17:17.124537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2025-12-24T20:17:17.124943] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-12-24T20:17:17.125931] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-12-24T20:17:17.125984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:17.126016] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:17.126043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:17.126099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:17.183943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:17.184790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:17.184873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:17.184906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:17.306156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:17.306318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:17.306357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:17.306387] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:17.310111] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=75.48%)
[2025-12-24T20:17:17.310379] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-12-24T20:17:17.310522] [INFO ] [sig       ] BCS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:17.457417] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BCS.txt
[2025-12-24T20:17:17.457595] [INFO ] [sig       ] [375/3551] Completed BCS in 0.3s | 2.82 sym/s | Total: 2.2m | ETA: 18.7m
[2025-12-24T20:17:17.457640] [INFO ] [sig       ] [376/3551] Forecasting BCSF...
[2025-12-24T20:17:17.457670] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-12-24T20:17:17.457700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-12-24T20:17:17.469923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2025-12-24T20:17:17.470275] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-12-24T20:17:17.471052] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-12-24T20:17:17.471108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:17.471139] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:17.471166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:17.471221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:17.529939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:17.531013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:17.531099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:17.531133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:17.653221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:17.653384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:17.653426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:17.653456] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:17.656980] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=13.40%)
[2025-12-24T20:17:17.657303] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-12-24T20:17:17.657441] [INFO ] [sig       ] BCSF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:17.803734] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BCSF.txt
[2025-12-24T20:17:17.803890] [INFO ] [sig       ] [376/3551] Completed BCSF in 0.3s | 2.83 sym/s | Total: 2.2m | ETA: 18.7m
[2025-12-24T20:17:17.803931] [INFO ] [sig       ] [377/3551] Forecasting BCTX...
[2025-12-24T20:17:17.803961] [INFO ] [sig       ] Generating forecast for: BCTX
[2025-12-24T20:17:17.803991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2025-12-24T20:17:17.815649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2025-12-24T20:17:17.816025] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2025-12-24T20:17:17.816793] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2025-12-24T20:17:17.816845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:17.816876] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:17.816903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:17.816960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:17.875351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:17.876214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:17.876327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:17.876364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:18.005100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:18.005274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:18.005346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:18.005384] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:18.009538] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: UP (p=95.60%)
[2025-12-24T20:17:18.009905] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2025-12-24T20:17:18.010058] [INFO ] [sig       ] BCTX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:18.161699] [INFO ] [LOCAL     ] Saved forecast: BCTX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BCTX.txt
[2025-12-24T20:17:18.161866] [INFO ] [sig       ] [377/3551] Completed BCTX in 0.4s | 2.83 sym/s | Total: 2.2m | ETA: 18.7m
[2025-12-24T20:17:18.161908] [INFO ] [sig       ] [378/3551] Forecasting BCX...
[2025-12-24T20:17:18.161940] [INFO ] [sig       ] Generating forecast for: BCX
[2025-12-24T20:17:18.161970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-12-24T20:17:18.174713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2025-12-24T20:17:18.175128] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-12-24T20:17:18.175994] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-12-24T20:17:18.176050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:18.176083] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:18.176111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:18.176169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:18.237506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:18.238375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:18.238697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:18.238735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:18.362369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:18.362545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:18.362611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:18.362643] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:18.365975] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: UP (p=51.92%)
[2025-12-24T20:17:18.366246] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-12-24T20:17:18.366371] [INFO ] [sig       ] BCX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:18.514220] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BCX.txt
[2025-12-24T20:17:18.514408] [INFO ] [sig       ] [378/3551] Completed BCX in 0.4s | 2.83 sym/s | Total: 2.2m | ETA: 18.7m
[2025-12-24T20:17:18.514456] [INFO ] [sig       ] [379/3551] Forecasting BCYC...
[2025-12-24T20:17:18.514487] [INFO ] [sig       ] Generating forecast for: BCYC
[2025-12-24T20:17:18.514517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2025-12-24T20:17:18.526333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2025-12-24T20:17:18.526703] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2025-12-24T20:17:18.527442] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2025-12-24T20:17:18.527494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:18.527526] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:18.527552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:18.527628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:18.586203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:18.587060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:18.587164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:18.587201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:18.712629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:18.712791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:18.712833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:18.712863] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:18.716224] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: DOWN (p=29.81%)
[2025-12-24T20:17:18.716500] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2025-12-24T20:17:18.716643] [INFO ] [sig       ] BCYC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:18.863970] [INFO ] [LOCAL     ] Saved forecast: BCYC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BCYC.txt
[2025-12-24T20:17:18.864125] [INFO ] [sig       ] [379/3551] Completed BCYC in 0.3s | 2.83 sym/s | Total: 2.2m | ETA: 18.7m
[2025-12-24T20:17:18.864165] [INFO ] [sig       ] [380/3551] Forecasting BDC...
[2025-12-24T20:17:18.864195] [INFO ] [sig       ] Generating forecast for: BDC
[2025-12-24T20:17:18.864225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-12-24T20:17:18.875700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2025-12-24T20:17:18.876046] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-12-24T20:17:18.876817] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-12-24T20:17:18.876868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:18.876900] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:18.876926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:18.876983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:18.937046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:18.937883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:18.937968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:18.938001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:19.057867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:19.058012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:19.058051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:19.058080] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:19.061428] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: DOWN (p=28.97%)
[2025-12-24T20:17:19.061717] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-12-24T20:17:19.061837] [INFO ] [sig       ] BDC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:19.202851] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BDC.txt
[2025-12-24T20:17:19.202992] [INFO ] [sig       ] [380/3551] Completed BDC in 0.3s | 2.83 sym/s | Total: 2.2m | ETA: 18.7m
[2025-12-24T20:17:19.203032] [INFO ] [sig       ] [381/3551] Forecasting BDJ...
[2025-12-24T20:17:19.203061] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-12-24T20:17:19.203092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-12-24T20:17:19.214133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2025-12-24T20:17:19.214417] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-12-24T20:17:19.215192] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-12-24T20:17:19.215244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:19.215286] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:19.215313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:19.215374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:19.277244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:19.278157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:19.278276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:19.278313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:19.398609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:19.398762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:19.398801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:19.398830] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:19.402221] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: DOWN (p=9.14%)
[2025-12-24T20:17:19.402486] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-12-24T20:17:19.402623] [INFO ] [sig       ] BDJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:19.550230] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BDJ.txt
[2025-12-24T20:17:19.550393] [INFO ] [sig       ] [381/3551] Completed BDJ in 0.3s | 2.83 sym/s | Total: 2.2m | ETA: 18.7m
[2025-12-24T20:17:19.550442] [INFO ] [sig       ] [382/3551] Forecasting BDN...
[2025-12-24T20:17:19.550478] [INFO ] [sig       ] Generating forecast for: BDN
[2025-12-24T20:17:19.550512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-12-24T20:17:19.562056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2025-12-24T20:17:19.562373] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-12-24T20:17:19.563153] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-12-24T20:17:19.563206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:19.563238] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:19.563266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:19.563329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:19.622217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:19.623013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:19.623095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:19.623127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:19.746314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:19.746476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:19.746516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:19.746545] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:19.750311] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: UP (p=87.61%)
[2025-12-24T20:17:19.750820] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-12-24T20:17:19.750945] [INFO ] [sig       ] BDN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:19.903621] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BDN.txt
[2025-12-24T20:17:19.903761] [INFO ] [sig       ] [382/3551] Completed BDN in 0.4s | 2.83 sym/s | Total: 2.3m | ETA: 18.7m
[2025-12-24T20:17:19.903799] [INFO ] [sig       ] [383/3551] Forecasting BDRX...
[2025-12-24T20:17:19.903829] [INFO ] [sig       ] Generating forecast for: BDRX
[2025-12-24T20:17:19.903860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2025-12-24T20:17:19.915631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2025-12-24T20:17:19.915885] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2025-12-24T20:17:19.916646] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2025-12-24T20:17:19.916698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:19.916731] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:19.916758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:19.916813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:19.975657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:19.976239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:19.976318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:19.976350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:20.096538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:20.096703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:20.096745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:20.096774] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:20.100083] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: DOWN (p=5.40%)
[2025-12-24T20:17:20.100367] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2025-12-24T20:17:20.100514] [INFO ] [sig       ] BDRX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:20.243316] [INFO ] [LOCAL     ] Saved forecast: BDRX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BDRX.txt
[2025-12-24T20:17:20.243434] [INFO ] [sig       ] [383/3551] Completed BDRX in 0.3s | 2.83 sym/s | Total: 2.3m | ETA: 18.7m
[2025-12-24T20:17:20.243473] [INFO ] [sig       ] [384/3551] Forecasting BDSX...
[2025-12-24T20:17:20.243503] [INFO ] [sig       ] Generating forecast for: BDSX
[2025-12-24T20:17:20.243533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2025-12-24T20:17:20.255548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2025-12-24T20:17:20.255832] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2025-12-24T20:17:20.256605] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2025-12-24T20:17:20.256658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:20.256713] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:20.256741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:20.256797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:20.313387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:20.314304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:20.314391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:20.314424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:20.432219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:20.432392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:20.432439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:20.432473] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:20.435821] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: UP (p=94.95%)
[2025-12-24T20:17:20.436091] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2025-12-24T20:17:20.436214] [INFO ] [sig       ] BDSX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:20.579430] [INFO ] [LOCAL     ] Saved forecast: BDSX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BDSX.txt
[2025-12-24T20:17:20.579586] [INFO ] [sig       ] [384/3551] Completed BDSX in 0.3s | 2.83 sym/s | Total: 2.3m | ETA: 18.7m
[2025-12-24T20:17:20.579629] [INFO ] [sig       ] [385/3551] Forecasting BDTX...
[2025-12-24T20:17:20.579659] [INFO ] [sig       ] Generating forecast for: BDTX
[2025-12-24T20:17:20.579695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2025-12-24T20:17:20.592228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2025-12-24T20:17:20.592541] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2025-12-24T20:17:20.593317] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2025-12-24T20:17:20.593372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:20.593406] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:20.593432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:20.593489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:20.654107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:20.654829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:20.654917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:20.654952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:20.774805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:20.774973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:20.775013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:20.775042] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:20.778373] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: UP (p=72.04%)
[2025-12-24T20:17:20.778689] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2025-12-24T20:17:20.778822] [INFO ] [sig       ] BDTX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:20.920486] [INFO ] [LOCAL     ] Saved forecast: BDTX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BDTX.txt
[2025-12-24T20:17:20.920660] [INFO ] [sig       ] [385/3551] Completed BDTX in 0.3s | 2.83 sym/s | Total: 2.3m | ETA: 18.7m
[2025-12-24T20:17:20.920705] [INFO ] [sig       ] [386/3551] Forecasting BDX...
[2025-12-24T20:17:20.920734] [INFO ] [sig       ] Generating forecast for: BDX
[2025-12-24T20:17:20.920765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-12-24T20:17:20.932829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDX'.
[2025-12-24T20:17:20.933160] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-12-24T20:17:20.933920] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-12-24T20:17:20.933973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:20.934005] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:20.934032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:20.934087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:20.993439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:20.994295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:20.994380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:20.994414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:21.115962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:21.116131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:21.116171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:21.116200] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:21.119629] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: DOWN (p=10.80%)
[2025-12-24T20:17:21.119932] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-12-24T20:17:21.120061] [INFO ] [sig       ] BDX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:21.263084] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BDX.txt
[2025-12-24T20:17:21.263218] [INFO ] [sig       ] [386/3551] Completed BDX in 0.3s | 2.83 sym/s | Total: 2.3m | ETA: 18.7m
[2025-12-24T20:17:21.263259] [INFO ] [sig       ] [387/3551] Forecasting BE...
[2025-12-24T20:17:21.263289] [INFO ] [sig       ] Generating forecast for: BE
[2025-12-24T20:17:21.263319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-12-24T20:17:21.274547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BE'.
[2025-12-24T20:17:21.274842] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-12-24T20:17:21.275585] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-12-24T20:17:21.275638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:21.275670] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:21.275698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:21.275759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:21.333710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:21.334413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:21.334497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:21.334529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:21.452127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:21.452287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:21.452326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:21.452392] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:21.455740] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: DOWN (p=3.66%)
[2025-12-24T20:17:21.456003] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-12-24T20:17:21.456121] [INFO ] [sig       ] BE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:21.599135] [INFO ] [LOCAL     ] Saved forecast: BE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BE.txt
[2025-12-24T20:17:21.599290] [INFO ] [sig       ] [387/3551] Completed BE in 0.3s | 2.83 sym/s | Total: 2.3m | ETA: 18.7m
[2025-12-24T20:17:21.599329] [INFO ] [sig       ] [388/3551] Forecasting BEAM...
[2025-12-24T20:17:21.599389] [INFO ] [sig       ] Generating forecast for: BEAM
[2025-12-24T20:17:21.599420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2025-12-24T20:17:21.612927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2025-12-24T20:17:21.613281] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2025-12-24T20:17:21.614042] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2025-12-24T20:17:21.614093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:21.614124] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:21.614151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:21.614207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:21.675322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:21.676291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:21.676381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:21.676415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:21.802352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:21.802524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:21.802569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:21.802622] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:21.806710] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=4.49%)
[2025-12-24T20:17:21.807125] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2025-12-24T20:17:21.807283] [INFO ] [sig       ] BEAM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:21.969043] [INFO ] [LOCAL     ] Saved forecast: BEAM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BEAM.txt
[2025-12-24T20:17:21.969223] [INFO ] [sig       ] [388/3551] Completed BEAM in 0.4s | 2.83 sym/s | Total: 2.3m | ETA: 18.6m
[2025-12-24T20:17:21.969275] [INFO ] [sig       ] [389/3551] Forecasting BEEM...
[2025-12-24T20:17:21.969307] [INFO ] [sig       ] Generating forecast for: BEEM
[2025-12-24T20:17:21.969339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2025-12-24T20:17:21.982300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2025-12-24T20:17:21.982888] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2025-12-24T20:17:21.983688] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2025-12-24T20:17:21.983742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:21.983775] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:21.983802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:21.983859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:22.039529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:22.040383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:22.040497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:22.040539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:22.155527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:22.155699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:22.155739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:22.155769] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:22.159099] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: UP (p=90.60%)
[2025-12-24T20:17:22.159378] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2025-12-24T20:17:22.159505] [INFO ] [sig       ] BEEM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:22.303289] [INFO ] [LOCAL     ] Saved forecast: BEEM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BEEM.txt
[2025-12-24T20:17:22.303446] [INFO ] [sig       ] [389/3551] Completed BEEM in 0.3s | 2.83 sym/s | Total: 2.3m | ETA: 18.6m
[2025-12-24T20:17:22.303486] [INFO ] [sig       ] [390/3551] Forecasting BEEP...
[2025-12-24T20:17:22.303517] [INFO ] [sig       ] Generating forecast for: BEEP
[2025-12-24T20:17:22.303548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2025-12-24T20:17:22.315650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2025-12-24T20:17:22.315985] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2025-12-24T20:17:22.316760] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2025-12-24T20:17:22.316812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:22.316843] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:22.316870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:22.316927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:22.374096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:22.375005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:22.375095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:22.375128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:22.488548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:22.488722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:22.488766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:22.488795] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:22.492241] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: DOWN (p=31.20%)
[2025-12-24T20:17:22.492521] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2025-12-24T20:17:22.492667] [INFO ] [sig       ] BEEP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:22.632974] [INFO ] [LOCAL     ] Saved forecast: BEEP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BEEP.txt
[2025-12-24T20:17:22.633105] [INFO ] [sig       ] [390/3551] Completed BEEP in 0.3s | 2.83 sym/s | Total: 2.3m | ETA: 18.6m
[2025-12-24T20:17:22.633146] [INFO ] [sig       ] [391/3551] Forecasting BEKE...
[2025-12-24T20:17:22.633175] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-12-24T20:17:22.633205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-12-24T20:17:22.645078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2025-12-24T20:17:22.645387] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-12-24T20:17:22.646188] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-12-24T20:17:22.646242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:22.646275] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:22.646302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:22.646358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:22.705027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:22.705805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:22.705890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:22.705925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:22.825770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:22.825927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:22.825970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:22.826000] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:22.829824] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: DOWN (p=11.55%)
[2025-12-24T20:17:22.830108] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-12-24T20:17:22.830237] [INFO ] [sig       ] BEKE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:22.975834] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BEKE.txt
[2025-12-24T20:17:22.976006] [INFO ] [sig       ] [391/3551] Completed BEKE in 0.3s | 2.83 sym/s | Total: 2.3m | ETA: 18.6m
[2025-12-24T20:17:22.976049] [INFO ] [sig       ] [392/3551] Forecasting BELFA...
[2025-12-24T20:17:22.976082] [INFO ] [sig       ] Generating forecast for: BELFA
[2025-12-24T20:17:22.976114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2025-12-24T20:17:22.987331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2025-12-24T20:17:22.987685] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2025-12-24T20:17:22.988465] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2025-12-24T20:17:22.988520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:22.988553] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:22.988609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:22.988679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:23.047538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:23.048347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:23.048433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:23.048467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:23.148416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:23.148583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:23.148625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:23.148654] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:23.151996] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: UP (p=98.51%)
[2025-12-24T20:17:23.152274] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2025-12-24T20:17:23.152398] [INFO ] [sig       ] BELFA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:23.349106] [INFO ] [LOCAL     ] Saved forecast: BELFA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BELFA.txt
[2025-12-24T20:17:23.349253] [INFO ] [sig       ] [392/3551] Completed BELFA in 0.4s | 2.83 sym/s | Total: 2.3m | ETA: 18.6m
[2025-12-24T20:17:23.349295] [INFO ] [sig       ] [393/3551] Forecasting BELFB...
[2025-12-24T20:17:23.349325] [INFO ] [sig       ] Generating forecast for: BELFB
[2025-12-24T20:17:23.349381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2025-12-24T20:17:23.362876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2025-12-24T20:17:23.363163] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2025-12-24T20:17:23.364143] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2025-12-24T20:17:23.364196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:23.364227] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:23.364253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:23.364308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:23.421390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:23.422164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:23.422256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:23.422289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:23.548024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:23.548187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:23.548228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:23.548259] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:23.551725] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2025-12-24T20:17:23.552024] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2025-12-24T20:17:23.552152] [INFO ] [sig       ] BELFB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:23.701663] [INFO ] [LOCAL     ] Saved forecast: BELFB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BELFB.txt
[2025-12-24T20:17:23.701827] [INFO ] [sig       ] [393/3551] Completed BELFB in 0.4s | 2.83 sym/s | Total: 2.3m | ETA: 18.6m
[2025-12-24T20:17:23.701869] [INFO ] [sig       ] [394/3551] Forecasting BEN...
[2025-12-24T20:17:23.701899] [INFO ] [sig       ] Generating forecast for: BEN
[2025-12-24T20:17:23.701929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-12-24T20:17:23.714043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2025-12-24T20:17:23.714399] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-12-24T20:17:23.715192] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-12-24T20:17:23.715259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:23.715294] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:23.715323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:23.715381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:23.775045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:23.776083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:23.776201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:23.776234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:23.895754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:23.895905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:23.895944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:23.895973] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:23.899447] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: DOWN (p=17.06%)
[2025-12-24T20:17:23.899742] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-12-24T20:17:23.899866] [INFO ] [sig       ] BEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:24.041958] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BEN.txt
[2025-12-24T20:17:24.042083] [INFO ] [sig       ] [394/3551] Completed BEN in 0.3s | 2.83 sym/s | Total: 2.3m | ETA: 18.6m
[2025-12-24T20:17:24.042123] [INFO ] [sig       ] [395/3551] Forecasting BEP...
[2025-12-24T20:17:24.042152] [INFO ] [sig       ] Generating forecast for: BEP
[2025-12-24T20:17:24.042182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-12-24T20:17:24.056956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2025-12-24T20:17:24.057337] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-12-24T20:17:24.058477] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-12-24T20:17:24.058532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:24.058565] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:24.058614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:24.058862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:24.126539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:24.127420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:24.127519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:24.127560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:24.253594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:24.253756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:24.253798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:24.253828] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:24.257148] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: DOWN (p=38.43%)
[2025-12-24T20:17:24.257421] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-12-24T20:17:24.257542] [INFO ] [sig       ] BEP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:24.402464] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BEP.txt
[2025-12-24T20:17:24.402660] [INFO ] [sig       ] [395/3551] Completed BEP in 0.4s | 2.83 sym/s | Total: 2.3m | ETA: 18.6m
[2025-12-24T20:17:24.402709] [INFO ] [sig       ] [396/3551] Forecasting BEPH...
[2025-12-24T20:17:24.402750] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-12-24T20:17:24.402790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-12-24T20:17:24.415698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2025-12-24T20:17:24.416094] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-12-24T20:17:24.416895] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-12-24T20:17:24.416950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:24.416981] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:24.417007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:24.417063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:24.475410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:24.476481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:24.476599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:24.476639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:24.592832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:24.592992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:24.593032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:24.593061] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:24.596406] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=10.72%)
[2025-12-24T20:17:24.596701] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-12-24T20:17:24.596829] [INFO ] [sig       ] BEPH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:24.741262] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BEPH.txt
[2025-12-24T20:17:24.741425] [INFO ] [sig       ] [396/3551] Completed BEPH in 0.3s | 2.83 sym/s | Total: 2.3m | ETA: 18.6m
[2025-12-24T20:17:24.741468] [INFO ] [sig       ] [397/3551] Forecasting BEPI...
[2025-12-24T20:17:24.741498] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-12-24T20:17:24.741529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-12-24T20:17:24.754258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2025-12-24T20:17:24.754674] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-12-24T20:17:24.755488] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-12-24T20:17:24.755543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:24.755600] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:24.755629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:24.755686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:24.811187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:24.812114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:24.812212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:24.812244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:24.912881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:24.913060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:24.913107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:24.913137] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:24.916680] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=79.86%)
[2025-12-24T20:17:24.917012] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-12-24T20:17:24.917153] [INFO ] [sig       ] BEPI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:25.063298] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BEPI.txt
[2025-12-24T20:17:25.063501] [INFO ] [sig       ] [397/3551] Completed BEPI in 0.3s | 2.83 sym/s | Total: 2.3m | ETA: 18.6m
[2025-12-24T20:17:25.063546] [INFO ] [sig       ] [398/3551] Forecasting BFAM...
[2025-12-24T20:17:25.063600] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-12-24T20:17:25.063634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-12-24T20:17:25.077158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2025-12-24T20:17:25.077507] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-12-24T20:17:25.078339] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-12-24T20:17:25.078404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:25.078450] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:25.078483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:25.078561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:25.140692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:25.141456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:25.141543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:25.141597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:25.261053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:25.261203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:25.261243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:25.261272] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:25.264693] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2025-12-24T20:17:25.264968] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-12-24T20:17:25.265094] [INFO ] [sig       ] BFAM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:25.416218] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BFAM.txt
[2025-12-24T20:17:25.416388] [INFO ] [sig       ] [398/3551] Completed BFAM in 0.4s | 2.83 sym/s | Total: 2.3m | ETA: 18.6m
[2025-12-24T20:17:25.416434] [INFO ] [sig       ] [399/3551] Forecasting BFC...
[2025-12-24T20:17:25.416473] [INFO ] [sig       ] Generating forecast for: BFC
[2025-12-24T20:17:25.416509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2025-12-24T20:17:25.428221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2025-12-24T20:17:25.428536] [INFO ] [FORECASTER] Starting predict_future for BFC
[2025-12-24T20:17:25.429418] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2025-12-24T20:17:25.429473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:25.429505] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:25.429533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:25.429615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:25.491984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:25.492889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:25.492979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:25.493013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:25.611090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:25.611245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:25.611285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:25.611314] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:25.615006] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: DOWN (p=32.14%)
[2025-12-24T20:17:25.615293] [INFO ] [FORECASTER] Completed predict_future for BFC
[2025-12-24T20:17:25.615419] [INFO ] [sig       ] BFC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:25.779217] [INFO ] [LOCAL     ] Saved forecast: BFC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BFC.txt
[2025-12-24T20:17:25.779380] [INFO ] [sig       ] [399/3551] Completed BFC in 0.4s | 2.83 sym/s | Total: 2.4m | ETA: 18.6m
[2025-12-24T20:17:25.779426] [INFO ] [sig       ] [400/3551] Forecasting BFH...
[2025-12-24T20:17:25.779461] [INFO ] [sig       ] Generating forecast for: BFH
[2025-12-24T20:17:25.779492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-12-24T20:17:25.792763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2025-12-24T20:17:25.793122] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-12-24T20:17:25.794007] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-12-24T20:17:25.794062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:25.794095] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:25.794123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:25.794180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:25.856970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:25.857959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:25.858047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:25.858080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:25.990619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:25.990770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:25.990813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:25.991038] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:25.994617] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=8.58%)
[2025-12-24T20:17:25.994925] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-12-24T20:17:25.995055] [INFO ] [sig       ] BFH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:26.150784] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BFH.txt
[2025-12-24T20:17:26.150932] [INFO ] [sig       ] [400/3551] Completed BFH in 0.4s | 2.83 sym/s | Total: 2.4m | ETA: 18.6m
[2025-12-24T20:17:26.150973] [INFO ] [sig       ] [401/3551] Forecasting BFIN...
[2025-12-24T20:17:26.151004] [INFO ] [sig       ] Generating forecast for: BFIN
[2025-12-24T20:17:26.151035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'.
[2025-12-24T20:17:26.163562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFIN'.
[2025-12-24T20:17:26.163902] [INFO ] [FORECASTER] Starting predict_future for BFIN
[2025-12-24T20:17:26.164684] [DEBUG] [LOCAL     ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt
[2025-12-24T20:17:26.164737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:26.164796] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:26.164825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:26.164882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:26.221757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:26.222494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:26.222598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:26.222634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:26.339157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:26.339304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:26.339373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:26.339405] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:26.343111] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2025-12-24T20:17:26.343377] [INFO ] [FORECASTER] Completed predict_future for BFIN
[2025-12-24T20:17:26.343502] [INFO ] [sig       ] BFIN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:26.509328] [INFO ] [LOCAL     ] Saved forecast: BFIN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BFIN.txt
[2025-12-24T20:17:26.509537] [INFO ] [sig       ] [401/3551] Completed BFIN in 0.4s | 2.83 sym/s | Total: 2.4m | ETA: 18.6m
[2025-12-24T20:17:26.509595] [INFO ] [sig       ] [402/3551] Forecasting BFK...
[2025-12-24T20:17:26.509628] [INFO ] [sig       ] Generating forecast for: BFK
[2025-12-24T20:17:26.509658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-12-24T20:17:26.521155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFK'.
[2025-12-24T20:17:26.521543] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-12-24T20:17:26.522343] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-12-24T20:17:26.522398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:26.522431] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:26.522458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:26.522515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:26.580928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:26.581804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:26.581897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:26.581930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:26.701661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:26.701823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:26.701863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:26.701892] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:26.705301] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: DOWN (p=3.91%)
[2025-12-24T20:17:26.705602] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-12-24T20:17:26.705732] [INFO ] [sig       ] BFK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:26.848617] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BFK.txt
[2025-12-24T20:17:26.848778] [INFO ] [sig       ] [402/3551] Completed BFK in 0.3s | 2.83 sym/s | Total: 2.4m | ETA: 18.6m
[2025-12-24T20:17:26.848818] [INFO ] [sig       ] [403/3551] Forecasting BFLY...
[2025-12-24T20:17:26.848847] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-12-24T20:17:26.848876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-12-24T20:17:26.860604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2025-12-24T20:17:26.860935] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-12-24T20:17:26.861961] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-12-24T20:17:26.862017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:26.862050] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:26.862078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:26.862136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:26.917920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:26.918514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:26.918608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:26.918644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:27.039832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:27.039942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:27.039978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:27.040005] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:27.043187] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=12.58%)
[2025-12-24T20:17:27.043494] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-12-24T20:17:27.043636] [INFO ] [sig       ] BFLY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:27.182260] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BFLY.txt
[2025-12-24T20:17:27.182390] [INFO ] [sig       ] [403/3551] Completed BFLY in 0.3s | 2.83 sym/s | Total: 2.4m | ETA: 18.5m
[2025-12-24T20:17:27.182433] [INFO ] [sig       ] [404/3551] Forecasting BFS...
[2025-12-24T20:17:27.182464] [INFO ] [sig       ] Generating forecast for: BFS
[2025-12-24T20:17:27.182496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-12-24T20:17:27.194255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2025-12-24T20:17:27.194529] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-12-24T20:17:27.195289] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-12-24T20:17:27.195341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:27.195373] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:27.195400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:27.195460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:27.252087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:27.252754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:27.252834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:27.252867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:27.368414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:27.368556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:27.368614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:27.368669] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:27.371957] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: DOWN (p=45.55%)
[2025-12-24T20:17:27.372237] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-12-24T20:17:27.372360] [INFO ] [sig       ] BFS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:27.519315] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BFS.txt
[2025-12-24T20:17:27.519472] [INFO ] [sig       ] [404/3551] Completed BFS in 0.3s | 2.83 sym/s | Total: 2.4m | ETA: 18.5m
[2025-12-24T20:17:27.519516] [INFO ] [sig       ] [405/3551] Forecasting BFZ...
[2025-12-24T20:17:27.519548] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-12-24T20:17:27.519594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-12-24T20:17:27.531967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFZ'.
[2025-12-24T20:17:27.532286] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-12-24T20:17:27.533059] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-12-24T20:17:27.533110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:27.533152] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:27.533180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:27.533235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:27.589933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:27.590611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:27.590733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:27.590768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:27.709774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:27.709928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:27.709967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:27.709995] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:27.713305] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: DOWN (p=21.91%)
[2025-12-24T20:17:27.713594] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-12-24T20:17:27.713718] [INFO ] [sig       ] BFZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:27.853880] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BFZ.txt
[2025-12-24T20:17:27.854014] [INFO ] [sig       ] [405/3551] Completed BFZ in 0.3s | 2.83 sym/s | Total: 2.4m | ETA: 18.5m
[2025-12-24T20:17:27.854053] [INFO ] [sig       ] [406/3551] Forecasting BG...
[2025-12-24T20:17:27.854082] [INFO ] [sig       ] Generating forecast for: BG
[2025-12-24T20:17:27.854110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-12-24T20:17:27.866732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2025-12-24T20:17:27.867038] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-12-24T20:17:27.868010] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-12-24T20:17:27.868062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:27.868094] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:27.868120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:27.868176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:27.924397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:27.925231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:27.925314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:27.925345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:28.044604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:28.044755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:28.044794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:28.044823] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:28.048087] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=4.67%)
[2025-12-24T20:17:28.048355] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-12-24T20:17:28.048477] [INFO ] [sig       ] BG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:28.187448] [INFO ] [LOCAL     ] Saved forecast: BG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BG.txt
[2025-12-24T20:17:28.187590] [INFO ] [sig       ] [406/3551] Completed BG in 0.3s | 2.83 sym/s | Total: 2.4m | ETA: 18.5m
[2025-12-24T20:17:28.187632] [INFO ] [sig       ] [407/3551] Forecasting BGB...
[2025-12-24T20:17:28.187662] [INFO ] [sig       ] Generating forecast for: BGB
[2025-12-24T20:17:28.187692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-12-24T20:17:28.199565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2025-12-24T20:17:28.199901] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-12-24T20:17:28.200686] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-12-24T20:17:28.200739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:28.200772] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:28.200799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:28.200856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:28.264174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:28.265047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:28.265132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:28.265165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:28.390318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:28.390491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:28.390539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:28.390584] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:28.394605] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=93.23%)
[2025-12-24T20:17:28.395081] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-12-24T20:17:28.395201] [INFO ] [sig       ] BGB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:28.537062] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BGB.txt
[2025-12-24T20:17:28.537196] [INFO ] [sig       ] [407/3551] Completed BGB in 0.3s | 2.83 sym/s | Total: 2.4m | ETA: 18.5m
[2025-12-24T20:17:28.537235] [INFO ] [sig       ] [408/3551] Forecasting BGC...
[2025-12-24T20:17:28.537265] [INFO ] [sig       ] Generating forecast for: BGC
[2025-12-24T20:17:28.537296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2025-12-24T20:17:28.551157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2025-12-24T20:17:28.551527] [INFO ] [FORECASTER] Starting predict_future for BGC
[2025-12-24T20:17:28.552480] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2025-12-24T20:17:28.552547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:28.552615] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:28.552656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:28.552735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:28.617791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:28.618625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:28.618711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:28.618745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:28.738215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:28.738375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:28.738415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:28.738444] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:28.742192] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: UP (p=96.21%)
[2025-12-24T20:17:28.742464] [INFO ] [FORECASTER] Completed predict_future for BGC
[2025-12-24T20:17:28.742603] [INFO ] [sig       ] BGC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:28.883086] [INFO ] [LOCAL     ] Saved forecast: BGC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BGC.txt
[2025-12-24T20:17:28.883212] [INFO ] [sig       ] [408/3551] Completed BGC in 0.3s | 2.83 sym/s | Total: 2.4m | ETA: 18.5m
[2025-12-24T20:17:28.883251] [INFO ] [sig       ] [409/3551] Forecasting BGH...
[2025-12-24T20:17:28.883286] [INFO ] [sig       ] Generating forecast for: BGH
[2025-12-24T20:17:28.883317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-12-24T20:17:28.894675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2025-12-24T20:17:28.894978] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-12-24T20:17:28.896023] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-12-24T20:17:28.896079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:28.896111] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:28.896137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:28.896193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:28.953177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:28.953782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:28.953862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:28.953893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:29.071088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:29.071209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:29.071249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:29.071278] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:29.074450] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: DOWN (p=3.95%)
[2025-12-24T20:17:29.074732] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-12-24T20:17:29.074852] [INFO ] [sig       ] BGH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:29.211987] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BGH.txt
[2025-12-24T20:17:29.212096] [INFO ] [sig       ] [409/3551] Completed BGH in 0.3s | 2.83 sym/s | Total: 2.4m | ETA: 18.5m
[2025-12-24T20:17:29.212135] [INFO ] [sig       ] [410/3551] Forecasting BGLC...
[2025-12-24T20:17:29.212163] [INFO ] [sig       ] Generating forecast for: BGLC
[2025-12-24T20:17:29.212191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2025-12-24T20:17:29.223907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2025-12-24T20:17:29.224200] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2025-12-24T20:17:29.225168] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2025-12-24T20:17:29.225220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:29.225251] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:29.225278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:29.225334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:29.282126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:29.282731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:29.282812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:29.282844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:29.397278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:29.397389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:29.397426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:29.397455] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:29.400953] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-12-24T20:17:29.401217] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2025-12-24T20:17:29.401337] [INFO ] [sig       ] BGLC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:29.541149] [INFO ] [LOCAL     ] Saved forecast: BGLC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BGLC.txt
[2025-12-24T20:17:29.541260] [INFO ] [sig       ] [410/3551] Completed BGLC in 0.3s | 2.83 sym/s | Total: 2.4m | ETA: 18.5m
[2025-12-24T20:17:29.541299] [INFO ] [sig       ] [411/3551] Forecasting BGRN...
[2025-12-24T20:17:29.541327] [INFO ] [sig       ] Generating forecast for: BGRN
[2025-12-24T20:17:29.541356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2025-12-24T20:17:29.551888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2025-12-24T20:17:29.552161] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2025-12-24T20:17:29.552931] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2025-12-24T20:17:29.552983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:29.553014] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:29.553041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:29.553097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:29.608563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:29.609640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:29.609756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:29.609791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:29.729366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:29.729525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:29.729566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:29.729614] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:29.732928] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: UP (p=78.54%)
[2025-12-24T20:17:29.733190] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2025-12-24T20:17:29.733308] [INFO ] [sig       ] BGRN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:29.878369] [INFO ] [LOCAL     ] Saved forecast: BGRN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BGRN.txt
[2025-12-24T20:17:29.878525] [INFO ] [sig       ] [411/3551] Completed BGRN in 0.3s | 2.83 sym/s | Total: 2.4m | ETA: 18.5m
[2025-12-24T20:17:29.878566] [INFO ] [sig       ] [412/3551] Forecasting BGS...
[2025-12-24T20:17:29.878619] [INFO ] [sig       ] Generating forecast for: BGS
[2025-12-24T20:17:29.878651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-12-24T20:17:29.891616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2025-12-24T20:17:29.891976] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-12-24T20:17:29.892751] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-12-24T20:17:29.892804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:29.892836] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:29.892864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:29.892921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:29.949615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:29.950450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:29.950537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:29.950569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:30.076156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:30.076342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:30.076390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:30.076436] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:30.080048] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: DOWN (p=10.83%)
[2025-12-24T20:17:30.080349] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-12-24T20:17:30.080484] [INFO ] [sig       ] BGS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:30.226036] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BGS.txt
[2025-12-24T20:17:30.226196] [INFO ] [sig       ] [412/3551] Completed BGS in 0.3s | 2.83 sym/s | Total: 2.4m | ETA: 18.5m
[2025-12-24T20:17:30.226237] [INFO ] [sig       ] [413/3551] Forecasting BGSF...
[2025-12-24T20:17:30.226266] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-12-24T20:17:30.226296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-12-24T20:17:30.238117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2025-12-24T20:17:30.238502] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-12-24T20:17:30.239297] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-12-24T20:17:30.239375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:30.239414] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:30.239447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:30.239510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:30.297428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:30.298278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:30.298365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:30.298398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:30.420281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:30.420437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:30.420477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:30.420506] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:30.424017] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: DOWN (p=42.69%)
[2025-12-24T20:17:30.424298] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-12-24T20:17:30.424425] [INFO ] [sig       ] BGSF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:30.569611] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BGSF.txt
[2025-12-24T20:17:30.569779] [INFO ] [sig       ] [413/3551] Completed BGSF in 0.3s | 2.83 sym/s | Total: 2.4m | ETA: 18.5m
[2025-12-24T20:17:30.569819] [INFO ] [sig       ] [414/3551] Forecasting BGX...
[2025-12-24T20:17:30.569850] [INFO ] [sig       ] Generating forecast for: BGX
[2025-12-24T20:17:30.569881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-12-24T20:17:30.581250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2025-12-24T20:17:30.581652] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-12-24T20:17:30.582422] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-12-24T20:17:30.582475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:30.582507] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:30.582534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:30.582611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:30.640041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:30.640880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:30.640964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:30.641012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:30.760075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:30.760237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:30.760276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:30.760305] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:30.763706] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: DOWN (p=38.65%)
[2025-12-24T20:17:30.764002] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-12-24T20:17:30.764131] [INFO ] [sig       ] BGX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:30.904659] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BGX.txt
[2025-12-24T20:17:30.904845] [INFO ] [sig       ] [414/3551] Completed BGX in 0.3s | 2.83 sym/s | Total: 2.4m | ETA: 18.5m
[2025-12-24T20:17:30.904887] [INFO ] [sig       ] [415/3551] Forecasting BGY...
[2025-12-24T20:17:30.904918] [INFO ] [sig       ] Generating forecast for: BGY
[2025-12-24T20:17:30.904948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-12-24T20:17:30.915955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2025-12-24T20:17:30.916259] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-12-24T20:17:30.917083] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-12-24T20:17:30.917137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:30.917169] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:30.917194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:30.917249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:30.976256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:30.977129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:30.977213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:30.977246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:31.098732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:31.098888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:31.098929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:31.098960] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:31.102422] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=43.79%)
[2025-12-24T20:17:31.102717] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-12-24T20:17:31.103045] [INFO ] [sig       ] BGY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:31.250564] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BGY.txt
[2025-12-24T20:17:31.250751] [INFO ] [sig       ] [415/3551] Completed BGY in 0.3s | 2.83 sym/s | Total: 2.4m | ETA: 18.5m
[2025-12-24T20:17:31.250795] [INFO ] [sig       ] [416/3551] Forecasting BHC...
[2025-12-24T20:17:31.250826] [INFO ] [sig       ] Generating forecast for: BHC
[2025-12-24T20:17:31.250859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-12-24T20:17:31.263170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2025-12-24T20:17:31.263526] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-12-24T20:17:31.264508] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-12-24T20:17:31.264563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:31.264626] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:31.264661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:31.264744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:31.320688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:31.321547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:31.321673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:31.321708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:31.443562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:31.443738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:31.443777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:31.443806] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:31.447097] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-24T20:17:31.447363] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-12-24T20:17:31.447481] [INFO ] [sig       ] BHC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:31.595180] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BHC.txt
[2025-12-24T20:17:31.595356] [INFO ] [sig       ] [416/3551] Completed BHC in 0.3s | 2.83 sym/s | Total: 2.4m | ETA: 18.4m
[2025-12-24T20:17:31.595398] [INFO ] [sig       ] [417/3551] Forecasting BHE...
[2025-12-24T20:17:31.595429] [INFO ] [sig       ] Generating forecast for: BHE
[2025-12-24T20:17:31.595459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-12-24T20:17:31.607160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2025-12-24T20:17:31.607520] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-12-24T20:17:31.608327] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-12-24T20:17:31.608380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:31.608412] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:31.608439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:31.608495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:31.665087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:31.666136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:31.666220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:31.666252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:31.790602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:31.790768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:31.790808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:31.790837] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:31.794374] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: DOWN (p=48.02%)
[2025-12-24T20:17:31.794758] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-12-24T20:17:31.794908] [INFO ] [sig       ] BHE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:31.950160] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BHE.txt
[2025-12-24T20:17:31.950305] [INFO ] [sig       ] [417/3551] Completed BHE in 0.4s | 2.83 sym/s | Total: 2.5m | ETA: 18.4m
[2025-12-24T20:17:31.950345] [INFO ] [sig       ] [418/3551] Forecasting BHF...
[2025-12-24T20:17:31.950376] [INFO ] [sig       ] Generating forecast for: BHF
[2025-12-24T20:17:31.950406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2025-12-24T20:17:31.961477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2025-12-24T20:17:31.961821] [INFO ] [FORECASTER] Starting predict_future for BHF
[2025-12-24T20:17:31.962632] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2025-12-24T20:17:31.962697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:31.962754] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:31.962783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:31.962840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:32.021672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:32.022822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:32.022913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:32.022948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:32.148237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:32.148394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:32.148436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:32.148465] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:32.151871] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-12-24T20:17:32.152144] [INFO ] [FORECASTER] Completed predict_future for BHF
[2025-12-24T20:17:32.152274] [INFO ] [sig       ] BHF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:32.295379] [INFO ] [LOCAL     ] Saved forecast: BHF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BHF.txt
[2025-12-24T20:17:32.295517] [INFO ] [sig       ] [418/3551] Completed BHF in 0.3s | 2.83 sym/s | Total: 2.5m | ETA: 18.4m
[2025-12-24T20:17:32.295558] [INFO ] [sig       ] [419/3551] Forecasting BHFAL...
[2025-12-24T20:17:32.295606] [INFO ] [sig       ] Generating forecast for: BHFAL
[2025-12-24T20:17:32.295638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2025-12-24T20:17:32.311735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2025-12-24T20:17:32.312093] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2025-12-24T20:17:32.313087] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2025-12-24T20:17:32.313151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:32.313190] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:32.313224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:32.313302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:32.375967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:32.376766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:32.376863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:32.376909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:32.499942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:32.500105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:32.500149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:32.500179] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:32.503615] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-12-24T20:17:32.503891] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2025-12-24T20:17:32.504017] [INFO ] [sig       ] BHFAL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:32.646489] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BHFAL.txt
[2025-12-24T20:17:32.646650] [INFO ] [sig       ] [419/3551] Completed BHFAL in 0.4s | 2.83 sym/s | Total: 2.5m | ETA: 18.4m
[2025-12-24T20:17:32.646695] [INFO ] [sig       ] [420/3551] Forecasting BHFAM...
[2025-12-24T20:17:32.646727] [INFO ] [sig       ] Generating forecast for: BHFAM
[2025-12-24T20:17:32.646760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2025-12-24T20:17:32.658158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2025-12-24T20:17:32.658472] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2025-12-24T20:17:32.659279] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2025-12-24T20:17:32.659333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:32.659392] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:32.659422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:32.659481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:32.714556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:32.715391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:32.715477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:32.715510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:32.833141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:32.833300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:32.833339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:32.833367] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:32.836694] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: UP (p=55.51%)
[2025-12-24T20:17:32.836993] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2025-12-24T20:17:32.837129] [INFO ] [sig       ] BHFAM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:32.982059] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BHFAM.txt
[2025-12-24T20:17:32.982220] [INFO ] [sig       ] [420/3551] Completed BHFAM in 0.3s | 2.83 sym/s | Total: 2.5m | ETA: 18.4m
[2025-12-24T20:17:32.982260] [INFO ] [sig       ] [421/3551] Forecasting BHFAN...
[2025-12-24T20:17:32.982291] [INFO ] [sig       ] Generating forecast for: BHFAN
[2025-12-24T20:17:32.982322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2025-12-24T20:17:32.994361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2025-12-24T20:17:32.994724] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2025-12-24T20:17:32.995759] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2025-12-24T20:17:32.995812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:32.995845] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:32.996018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:32.996075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:33.054922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:33.055599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:33.055708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:33.055743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:33.174321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:33.174455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:33.174494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:33.174563] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:33.179204] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: DOWN (p=39.10%)
[2025-12-24T20:17:33.179501] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2025-12-24T20:17:33.179684] [INFO ] [sig       ] BHFAN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:33.320799] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BHFAN.txt
[2025-12-24T20:17:33.320962] [INFO ] [sig       ] [421/3551] Completed BHFAN in 0.3s | 2.83 sym/s | Total: 2.5m | ETA: 18.4m
[2025-12-24T20:17:33.321004] [INFO ] [sig       ] [422/3551] Forecasting BHFAO...
[2025-12-24T20:17:33.321034] [INFO ] [sig       ] Generating forecast for: BHFAO
[2025-12-24T20:17:33.321066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2025-12-24T20:17:33.332375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2025-12-24T20:17:33.332669] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2025-12-24T20:17:33.333414] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2025-12-24T20:17:33.333466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:33.333498] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:33.333525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:33.333613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:33.391613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:33.392561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:33.392668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:33.392702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:33.511537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:33.511704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:33.511744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:33.511772] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:33.515097] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: UP (p=97.03%)
[2025-12-24T20:17:33.515366] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2025-12-24T20:17:33.515489] [INFO ] [sig       ] BHFAO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:33.657047] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BHFAO.txt
[2025-12-24T20:17:33.657195] [INFO ] [sig       ] [422/3551] Completed BHFAO in 0.3s | 2.83 sym/s | Total: 2.5m | ETA: 18.4m
[2025-12-24T20:17:33.657236] [INFO ] [sig       ] [423/3551] Forecasting BHFAP...
[2025-12-24T20:17:33.657266] [INFO ] [sig       ] Generating forecast for: BHFAP
[2025-12-24T20:17:33.657296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2025-12-24T20:17:33.668998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2025-12-24T20:17:33.669261] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2025-12-24T20:17:33.670089] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2025-12-24T20:17:33.670143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:33.670174] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:33.670201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:33.670258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:33.728231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:33.729193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:33.729287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:33.729336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:33.855019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:33.855175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:33.855214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:33.855243] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:33.858610] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-12-24T20:17:33.858884] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2025-12-24T20:17:33.859008] [INFO ] [sig       ] BHFAP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:34.009675] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BHFAP.txt
[2025-12-24T20:17:34.009838] [INFO ] [sig       ] [423/3551] Completed BHFAP in 0.4s | 2.83 sym/s | Total: 2.5m | ETA: 18.4m
[2025-12-24T20:17:34.010068] [INFO ] [sig       ] [424/3551] Forecasting BHK...
[2025-12-24T20:17:34.010098] [INFO ] [sig       ] Generating forecast for: BHK
[2025-12-24T20:17:34.010130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-12-24T20:17:34.022157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2025-12-24T20:17:34.022514] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-12-24T20:17:34.023465] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-12-24T20:17:34.023518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:34.023549] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:34.023608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:34.023674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:34.088480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:34.089478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:34.089610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:34.089649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:34.218399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:34.218558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:34.218623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:34.218661] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:34.222565] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: DOWN (p=21.19%)
[2025-12-24T20:17:34.222923] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-12-24T20:17:34.223066] [INFO ] [sig       ] BHK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:34.372188] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BHK.txt
[2025-12-24T20:17:34.372347] [INFO ] [sig       ] [424/3551] Completed BHK in 0.4s | 2.83 sym/s | Total: 2.5m | ETA: 18.4m
[2025-12-24T20:17:34.372390] [INFO ] [sig       ] [425/3551] Forecasting BHP...
[2025-12-24T20:17:34.372420] [INFO ] [sig       ] Generating forecast for: BHP
[2025-12-24T20:17:34.372450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-12-24T20:17:34.384191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2025-12-24T20:17:34.384531] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-12-24T20:17:34.385322] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-12-24T20:17:34.385375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:34.385407] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:34.385434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:34.385490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:34.443166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:34.444075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:34.444165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:34.444199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:34.569178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:34.569369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:34.569414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:34.569443] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:34.573339] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: DOWN (p=37.92%)
[2025-12-24T20:17:34.573686] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-12-24T20:17:34.573828] [INFO ] [sig       ] BHP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:34.750245] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BHP.txt
[2025-12-24T20:17:34.750403] [INFO ] [sig       ] [425/3551] Completed BHP in 0.4s | 2.83 sym/s | Total: 2.5m | ETA: 18.4m
[2025-12-24T20:17:34.750446] [INFO ] [sig       ] [426/3551] Forecasting BHRB...
[2025-12-24T20:17:34.750477] [INFO ] [sig       ] Generating forecast for: BHRB
[2025-12-24T20:17:34.750508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2025-12-24T20:17:34.762500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2025-12-24T20:17:34.762905] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2025-12-24T20:17:34.763707] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2025-12-24T20:17:34.763760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:34.763793] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:34.763821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:34.763878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:34.834071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:34.834934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:34.835023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:34.835058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:34.955501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:34.955673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:34.955713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:34.955742] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:34.959239] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: UP (p=99.86%)
[2025-12-24T20:17:34.959540] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2025-12-24T20:17:34.959685] [INFO ] [sig       ] BHRB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:35.107030] [INFO ] [LOCAL     ] Saved forecast: BHRB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BHRB.txt
[2025-12-24T20:17:35.107185] [INFO ] [sig       ] [426/3551] Completed BHRB in 0.4s | 2.83 sym/s | Total: 2.5m | ETA: 18.4m
[2025-12-24T20:17:35.107226] [INFO ] [sig       ] [427/3551] Forecasting BHVN...
[2025-12-24T20:17:35.107257] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-12-24T20:17:35.107287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-12-24T20:17:35.119476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2025-12-24T20:17:35.119856] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-12-24T20:17:35.120644] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-12-24T20:17:35.120697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:35.120729] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:35.120755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:35.120811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:35.182822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:35.183673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:35.183761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:35.183795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:35.304891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:35.305048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:35.305089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:35.305117] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:35.308617] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=68.84%)
[2025-12-24T20:17:35.308897] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-12-24T20:17:35.309218] [INFO ] [sig       ] BHVN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:35.459227] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BHVN.txt
[2025-12-24T20:17:35.459406] [INFO ] [sig       ] [427/3551] Completed BHVN in 0.4s | 2.83 sym/s | Total: 2.5m | ETA: 18.4m
[2025-12-24T20:17:35.459449] [INFO ] [sig       ] [428/3551] Forecasting BIAF...
[2025-12-24T20:17:35.459481] [INFO ] [sig       ] Generating forecast for: BIAF
[2025-12-24T20:17:35.459511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'.
[2025-12-24T20:17:35.470775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIAF'.
[2025-12-24T20:17:35.471156] [INFO ] [FORECASTER] Starting predict_future for BIAF
[2025-12-24T20:17:35.472100] [DEBUG] [LOCAL     ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt
[2025-12-24T20:17:35.472153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:35.472185] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:35.472212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:35.472268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:35.530142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:35.531007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:35.531129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:35.531163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:35.646819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:35.647178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:35.647222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:35.647251] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:35.651725] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: DOWN (p=12.42%)
[2025-12-24T20:17:35.652234] [INFO ] [FORECASTER] Completed predict_future for BIAF
[2025-12-24T20:17:35.652367] [INFO ] [sig       ] BIAF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:35.803363] [INFO ] [LOCAL     ] Saved forecast: BIAF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BIAF.txt
[2025-12-24T20:17:35.803515] [INFO ] [sig       ] [428/3551] Completed BIAF in 0.3s | 2.83 sym/s | Total: 2.5m | ETA: 18.4m
[2025-12-24T20:17:35.803559] [INFO ] [sig       ] [429/3551] Forecasting BIB...
[2025-12-24T20:17:35.803609] [INFO ] [sig       ] Generating forecast for: BIB
[2025-12-24T20:17:35.803641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2025-12-24T20:17:35.816138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2025-12-24T20:17:35.816749] [INFO ] [FORECASTER] Starting predict_future for BIB
[2025-12-24T20:17:35.817519] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2025-12-24T20:17:35.817607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:35.817642] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:35.817669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:35.817725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:35.875431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:35.876130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:35.876212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:35.876245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:35.987306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:35.987462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:35.987503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:35.987531] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:35.990868] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: DOWN (p=9.69%)
[2025-12-24T20:17:35.991287] [INFO ] [FORECASTER] Completed predict_future for BIB
[2025-12-24T20:17:35.991412] [INFO ] [sig       ] BIB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:36.135768] [INFO ] [LOCAL     ] Saved forecast: BIB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BIB.txt
[2025-12-24T20:17:36.135902] [INFO ] [sig       ] [429/3551] Completed BIB in 0.3s | 2.83 sym/s | Total: 2.5m | ETA: 18.4m
[2025-12-24T20:17:36.135953] [INFO ] [sig       ] [430/3551] Forecasting BIIB...
[2025-12-24T20:17:36.135992] [INFO ] [sig       ] Generating forecast for: BIIB
[2025-12-24T20:17:36.136023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2025-12-24T20:17:36.148984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2025-12-24T20:17:36.149293] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2025-12-24T20:17:36.150319] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2025-12-24T20:17:36.150373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:36.150404] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:36.150431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:36.150491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:36.211117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:36.211834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:36.211917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:36.211951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:36.341555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:36.341727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:36.341773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:36.341801] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:36.345194] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: DOWN (p=16.36%)
[2025-12-24T20:17:36.345466] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2025-12-24T20:17:36.345608] [INFO ] [sig       ] BIIB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:36.493446] [INFO ] [LOCAL     ] Saved forecast: BIIB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BIIB.txt
[2025-12-24T20:17:36.493584] [INFO ] [sig       ] [430/3551] Completed BIIB in 0.4s | 2.83 sym/s | Total: 2.5m | ETA: 18.4m
[2025-12-24T20:17:36.493626] [INFO ] [sig       ] [431/3551] Forecasting BILI...
[2025-12-24T20:17:36.493655] [INFO ] [sig       ] Generating forecast for: BILI
[2025-12-24T20:17:36.493685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2025-12-24T20:17:36.506075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2025-12-24T20:17:36.506399] [INFO ] [FORECASTER] Starting predict_future for BILI
[2025-12-24T20:17:36.507162] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2025-12-24T20:17:36.507213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:36.507245] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:36.507272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:36.507328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:36.568380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:36.569070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:36.569156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:36.569188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:36.694559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:36.694736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:36.694778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:36.694815] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:36.698371] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: DOWN (p=40.96%)
[2025-12-24T20:17:36.698683] [INFO ] [FORECASTER] Completed predict_future for BILI
[2025-12-24T20:17:36.698812] [INFO ] [sig       ] BILI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:36.849402] [INFO ] [LOCAL     ] Saved forecast: BILI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BILI.txt
[2025-12-24T20:17:36.849621] [INFO ] [sig       ] [431/3551] Completed BILI in 0.4s | 2.83 sym/s | Total: 2.5m | ETA: 18.4m
[2025-12-24T20:17:36.849668] [INFO ] [sig       ] [432/3551] Forecasting BILL...
[2025-12-24T20:17:36.849699] [INFO ] [sig       ] Generating forecast for: BILL
[2025-12-24T20:17:36.849736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-12-24T20:17:36.862399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2025-12-24T20:17:36.862819] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-12-24T20:17:36.863835] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-12-24T20:17:36.863890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:36.863923] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:36.863951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:36.864009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:36.927028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:36.927965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:36.928075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:36.928109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:37.060219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:37.060392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:37.060434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:37.060464] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:37.064283] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: UP (p=72.76%)
[2025-12-24T20:17:37.064606] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-12-24T20:17:37.064760] [INFO ] [sig       ] BILL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:37.213697] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BILL.txt
[2025-12-24T20:17:37.213846] [INFO ] [sig       ] [432/3551] Completed BILL in 0.4s | 2.83 sym/s | Total: 2.5m | ETA: 18.4m
[2025-12-24T20:17:37.213892] [INFO ] [sig       ] [433/3551] Forecasting BIO...
[2025-12-24T20:17:37.213930] [INFO ] [sig       ] Generating forecast for: BIO
[2025-12-24T20:17:37.213963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-12-24T20:17:37.225404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2025-12-24T20:17:37.225734] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-12-24T20:17:37.226485] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-12-24T20:17:37.226537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:37.226589] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:37.226620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:37.226681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:37.284947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:37.285792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:37.285877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:37.285912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:37.405705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:37.405860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:37.405899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:37.405928] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:37.409275] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: DOWN (p=14.52%)
[2025-12-24T20:17:37.409618] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-12-24T20:17:37.409753] [INFO ] [sig       ] BIO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:37.560481] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BIO.txt
[2025-12-24T20:17:37.560627] [INFO ] [sig       ] [433/3551] Completed BIO in 0.3s | 2.83 sym/s | Total: 2.5m | ETA: 18.3m
[2025-12-24T20:17:37.560669] [INFO ] [sig       ] [434/3551] Forecasting BIOX...
[2025-12-24T20:17:37.560700] [INFO ] [sig       ] Generating forecast for: BIOX
[2025-12-24T20:17:37.560731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'.
[2025-12-24T20:17:37.573141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIOX'.
[2025-12-24T20:17:37.573406] [INFO ] [FORECASTER] Starting predict_future for BIOX
[2025-12-24T20:17:37.574358] [DEBUG] [LOCAL     ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt
[2025-12-24T20:17:37.574412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:37.574444] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:37.574471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:37.574527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:37.631897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:37.632664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:37.632751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:37.632787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:37.755660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:37.755842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:37.755884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:37.756095] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:37.760208] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: DOWN (p=27.28%)
[2025-12-24T20:17:37.760493] [INFO ] [FORECASTER] Completed predict_future for BIOX
[2025-12-24T20:17:37.760633] [INFO ] [sig       ] BIOX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:37.906045] [INFO ] [LOCAL     ] Saved forecast: BIOX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BIOX.txt
[2025-12-24T20:17:37.906182] [INFO ] [sig       ] [434/3551] Completed BIOX in 0.3s | 2.83 sym/s | Total: 2.6m | ETA: 18.3m
[2025-12-24T20:17:37.906221] [INFO ] [sig       ] [435/3551] Forecasting BIP...
[2025-12-24T20:17:37.906251] [INFO ] [sig       ] Generating forecast for: BIP
[2025-12-24T20:17:37.906281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-12-24T20:17:37.918274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2025-12-24T20:17:37.918607] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-12-24T20:17:37.919404] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-12-24T20:17:37.919461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:37.919519] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:37.919549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:37.919635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:37.980417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:37.981127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:37.981211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:37.981246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:38.102831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:38.102992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:38.103032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:38.103064] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:38.106529] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=8.51%)
[2025-12-24T20:17:38.106854] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-12-24T20:17:38.106991] [INFO ] [sig       ] BIP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:38.257826] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BIP.txt
[2025-12-24T20:17:38.257976] [INFO ] [sig       ] [435/3551] Completed BIP in 0.4s | 2.83 sym/s | Total: 2.6m | ETA: 18.3m
[2025-12-24T20:17:38.258017] [INFO ] [sig       ] [436/3551] Forecasting BIPH...
[2025-12-24T20:17:38.258046] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-12-24T20:17:38.258077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-12-24T20:17:38.268953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2025-12-24T20:17:38.269291] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-12-24T20:17:38.270120] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-12-24T20:17:38.270175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:38.270209] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:38.270236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:38.270295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:38.329800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:38.330672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:38.330763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:38.330798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:38.441094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:38.441271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:38.441329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:38.441360] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:38.445283] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: UP (p=68.40%)
[2025-12-24T20:17:38.445561] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-12-24T20:17:38.445704] [INFO ] [sig       ] BIPH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:38.595937] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BIPH.txt
[2025-12-24T20:17:38.596066] [INFO ] [sig       ] [436/3551] Completed BIPH in 0.3s | 2.83 sym/s | Total: 2.6m | ETA: 18.3m
[2025-12-24T20:17:38.596104] [INFO ] [sig       ] [437/3551] Forecasting BIPI...
[2025-12-24T20:17:38.596134] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-12-24T20:17:38.596163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-12-24T20:17:38.608625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2025-12-24T20:17:38.608917] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-12-24T20:17:38.609925] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-12-24T20:17:38.609980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:38.610013] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:38.610042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:38.610100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:38.670245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:38.670996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:38.671080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:38.671113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:38.777269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:38.777416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:38.777454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:38.777483] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:38.780816] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: DOWN (p=31.04%)
[2025-12-24T20:17:38.781091] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-12-24T20:17:38.781217] [INFO ] [sig       ] BIPI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:38.926239] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BIPI.txt
[2025-12-24T20:17:38.926410] [INFO ] [sig       ] [437/3551] Completed BIPI in 0.3s | 2.83 sym/s | Total: 2.6m | ETA: 18.3m
[2025-12-24T20:17:38.926451] [INFO ] [sig       ] [438/3551] Forecasting BIRD...
[2025-12-24T20:17:38.926481] [INFO ] [sig       ] Generating forecast for: BIRD
[2025-12-24T20:17:38.926512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2025-12-24T20:17:38.939690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2025-12-24T20:17:38.940093] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2025-12-24T20:17:38.940884] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2025-12-24T20:17:38.940937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:38.940969] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:38.940995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:38.941244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:39.000215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:39.001315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:39.001401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:39.001434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:39.129658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:39.129835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:39.129879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:39.129943] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:39.133619] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: DOWN (p=28.82%)
[2025-12-24T20:17:39.133914] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2025-12-24T20:17:39.134048] [INFO ] [sig       ] BIRD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:39.284740] [INFO ] [LOCAL     ] Saved forecast: BIRD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BIRD.txt
[2025-12-24T20:17:39.284915] [INFO ] [sig       ] [438/3551] Completed BIRD in 0.4s | 2.83 sym/s | Total: 2.6m | ETA: 18.3m
[2025-12-24T20:17:39.284964] [INFO ] [sig       ] [439/3551] Forecasting BIRK...
[2025-12-24T20:17:39.284994] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-12-24T20:17:39.285025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-12-24T20:17:39.297376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2025-12-24T20:17:39.297718] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-12-24T20:17:39.298468] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-12-24T20:17:39.298521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:39.298552] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:39.298608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:39.298666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:39.358437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:39.359210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:39.359296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:39.359330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:39.481304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:39.481460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:39.481501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:39.481530] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:39.484819] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=90.87%)
[2025-12-24T20:17:39.485083] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-12-24T20:17:39.485201] [INFO ] [sig       ] BIRK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:39.630338] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BIRK.txt
[2025-12-24T20:17:39.630475] [INFO ] [sig       ] [439/3551] Completed BIRK in 0.3s | 2.83 sym/s | Total: 2.6m | ETA: 18.3m
[2025-12-24T20:17:39.630514] [INFO ] [sig       ] [440/3551] Forecasting BITF...
[2025-12-24T20:17:39.630544] [INFO ] [sig       ] Generating forecast for: BITF
[2025-12-24T20:17:39.630590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2025-12-24T20:17:39.642359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2025-12-24T20:17:39.642726] [INFO ] [FORECASTER] Starting predict_future for BITF
[2025-12-24T20:17:39.643472] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2025-12-24T20:17:39.643525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:39.643590] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:39.643621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:39.643678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:39.701657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:39.702298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:39.702377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:39.702410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:39.826849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:39.827034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:39.827075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:39.827105] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:39.830655] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: DOWN (p=6.70%)
[2025-12-24T20:17:39.830932] [INFO ] [FORECASTER] Completed predict_future for BITF
[2025-12-24T20:17:39.831051] [INFO ] [sig       ] BITF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:39.976422] [INFO ] [LOCAL     ] Saved forecast: BITF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BITF.txt
[2025-12-24T20:17:39.976551] [INFO ] [sig       ] [440/3551] Completed BITF in 0.3s | 2.83 sym/s | Total: 2.6m | ETA: 18.3m
[2025-12-24T20:17:39.976607] [INFO ] [sig       ] [441/3551] Forecasting BIVI...
[2025-12-24T20:17:39.976638] [INFO ] [sig       ] Generating forecast for: BIVI
[2025-12-24T20:17:39.976669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2025-12-24T20:17:39.989180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2025-12-24T20:17:39.989567] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2025-12-24T20:17:39.990430] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2025-12-24T20:17:39.990484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:39.990516] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:39.990542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:39.990618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:40.048948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:40.049836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:40.049931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:40.049966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:40.169285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:40.169453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:40.169493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:40.169521] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:40.172844] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: DOWN (p=22.87%)
[2025-12-24T20:17:40.173109] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2025-12-24T20:17:40.173229] [INFO ] [sig       ] BIVI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:40.310678] [INFO ] [LOCAL     ] Saved forecast: BIVI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BIVI.txt
[2025-12-24T20:17:40.310808] [INFO ] [sig       ] [441/3551] Completed BIVI in 0.3s | 2.83 sym/s | Total: 2.6m | ETA: 18.3m
[2025-12-24T20:17:40.310849] [INFO ] [sig       ] [442/3551] Forecasting BJ...
[2025-12-24T20:17:40.310879] [INFO ] [sig       ] Generating forecast for: BJ
[2025-12-24T20:17:40.310909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-12-24T20:17:40.321976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2025-12-24T20:17:40.322305] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-12-24T20:17:40.323116] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-12-24T20:17:40.323169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:40.323201] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:40.323227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:40.323283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:40.379831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:40.380543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:40.380642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:40.380675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:40.504838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:40.505003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:40.505223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:40.505253] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:40.508759] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2025-12-24T20:17:40.509034] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-12-24T20:17:40.509161] [INFO ] [sig       ] BJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:40.651032] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BJ.txt
[2025-12-24T20:17:40.651183] [INFO ] [sig       ] [442/3551] Completed BJ in 0.3s | 2.83 sym/s | Total: 2.6m | ETA: 18.3m
[2025-12-24T20:17:40.651224] [INFO ] [sig       ] [443/3551] Forecasting BJRI...
[2025-12-24T20:17:40.651254] [INFO ] [sig       ] Generating forecast for: BJRI
[2025-12-24T20:17:40.651283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2025-12-24T20:17:40.663407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2025-12-24T20:17:40.663773] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2025-12-24T20:17:40.664771] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2025-12-24T20:17:40.664826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:40.664861] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:40.664891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:40.664950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:40.722570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:40.723324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:40.723406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:40.723439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:40.845614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:40.845760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:40.845799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:40.845827] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:40.849107] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2025-12-24T20:17:40.849388] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2025-12-24T20:17:40.849518] [INFO ] [sig       ] BJRI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:40.993432] [INFO ] [LOCAL     ] Saved forecast: BJRI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BJRI.txt
[2025-12-24T20:17:40.993590] [INFO ] [sig       ] [443/3551] Completed BJRI in 0.3s | 2.83 sym/s | Total: 2.6m | ETA: 18.3m
[2025-12-24T20:17:40.993632] [INFO ] [sig       ] [444/3551] Forecasting BK...
[2025-12-24T20:17:40.993684] [INFO ] [sig       ] Generating forecast for: BK
[2025-12-24T20:17:40.993716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-12-24T20:17:41.006334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2025-12-24T20:17:41.006708] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-12-24T20:17:41.007493] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-12-24T20:17:41.007545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:41.007607] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:41.007638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:41.007696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:41.064214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:41.064901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:41.064982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:41.065014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:41.189726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:41.189881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:41.189921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:41.189951] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:41.193540] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: DOWN (p=27.04%)
[2025-12-24T20:17:41.193837] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-12-24T20:17:41.193962] [INFO ] [sig       ] BK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:41.335875] [INFO ] [LOCAL     ] Saved forecast: BK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BK.txt
[2025-12-24T20:17:41.336002] [INFO ] [sig       ] [444/3551] Completed BK in 0.3s | 2.83 sym/s | Total: 2.6m | ETA: 18.3m
[2025-12-24T20:17:41.336040] [INFO ] [sig       ] [445/3551] Forecasting BKCH...
[2025-12-24T20:17:41.336069] [INFO ] [sig       ] Generating forecast for: BKCH
[2025-12-24T20:17:41.336099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2025-12-24T20:17:41.348540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2025-12-24T20:17:41.348866] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2025-12-24T20:17:41.349749] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2025-12-24T20:17:41.349807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:41.349845] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:41.349878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:41.349947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:41.407074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:41.407898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:41.407984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:41.408049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:41.523946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:41.524102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:41.524141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:41.524171] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:41.527602] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: UP (p=69.69%)
[2025-12-24T20:17:41.527880] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2025-12-24T20:17:41.528005] [INFO ] [sig       ] BKCH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:41.673523] [INFO ] [LOCAL     ] Saved forecast: BKCH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BKCH.txt
[2025-12-24T20:17:41.673698] [INFO ] [sig       ] [445/3551] Completed BKCH in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.3m
[2025-12-24T20:17:41.673749] [INFO ] [sig       ] [446/3551] Forecasting BKD...
[2025-12-24T20:17:41.673778] [INFO ] [sig       ] Generating forecast for: BKD
[2025-12-24T20:17:41.673810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-12-24T20:17:41.685368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2025-12-24T20:17:41.685756] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-12-24T20:17:41.686559] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-12-24T20:17:41.686633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:41.686667] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:41.686694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:41.686751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:41.746788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:41.747424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:41.747504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:41.747537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:41.870128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:41.870283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:41.870325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:41.870353] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:41.873744] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: DOWN (p=4.41%)
[2025-12-24T20:17:41.874037] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-12-24T20:17:41.874160] [INFO ] [sig       ] BKD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:42.013984] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BKD.txt
[2025-12-24T20:17:42.014113] [INFO ] [sig       ] [446/3551] Completed BKD in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.3m
[2025-12-24T20:17:42.014153] [INFO ] [sig       ] [447/3551] Forecasting BKE...
[2025-12-24T20:17:42.014182] [INFO ] [sig       ] Generating forecast for: BKE
[2025-12-24T20:17:42.014212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-12-24T20:17:42.026447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2025-12-24T20:17:42.026753] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-12-24T20:17:42.027491] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-12-24T20:17:42.027543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:42.027606] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:42.027645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:42.027703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:42.083783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:42.084469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:42.084550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:42.084602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:42.207780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:42.207940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:42.207980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:42.208025] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:42.211419] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: UP (p=72.09%)
[2025-12-24T20:17:42.211706] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-12-24T20:17:42.211832] [INFO ] [sig       ] BKE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:42.355888] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BKE.txt
[2025-12-24T20:17:42.356030] [INFO ] [sig       ] [447/3551] Completed BKE in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.2m
[2025-12-24T20:17:42.356071] [INFO ] [sig       ] [448/3551] Forecasting BKH...
[2025-12-24T20:17:42.356100] [INFO ] [sig       ] Generating forecast for: BKH
[2025-12-24T20:17:42.356129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-12-24T20:17:42.367444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2025-12-24T20:17:42.367767] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-12-24T20:17:42.368534] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-12-24T20:17:42.368602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:42.368637] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:42.368664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:42.368719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:42.427796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:42.428641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:42.428735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:42.428769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:42.552991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:42.553169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:42.553222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:42.553262] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:42.558247] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: DOWN (p=28.84%)
[2025-12-24T20:17:42.558627] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-12-24T20:17:42.558788] [INFO ] [sig       ] BKH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:42.704600] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BKH.txt
[2025-12-24T20:17:42.704783] [INFO ] [sig       ] [448/3551] Completed BKH in 0.3s | 2.84 sym/s | Total: 2.6m | ETA: 18.2m
[2025-12-24T20:17:42.704825] [INFO ] [sig       ] [449/3551] Forecasting BKN...
[2025-12-24T20:17:42.704856] [INFO ] [sig       ] Generating forecast for: BKN
[2025-12-24T20:17:42.704885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-12-24T20:17:42.720002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2025-12-24T20:17:42.720623] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-12-24T20:17:42.721602] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-12-24T20:17:42.721662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:42.721696] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:42.721724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:42.721791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:42.784318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:42.785614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:42.785744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:42.785779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:42.911979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:42.912412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:42.912456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:42.912486] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:42.917279] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: DOWN (p=2.41%)
[2025-12-24T20:17:42.917725] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-12-24T20:17:42.917885] [INFO ] [sig       ] BKN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:43.079669] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BKN.txt
[2025-12-24T20:17:43.079906] [INFO ] [sig       ] [449/3551] Completed BKN in 0.4s | 2.84 sym/s | Total: 2.6m | ETA: 18.2m
[2025-12-24T20:17:43.079951] [INFO ] [sig       ] [450/3551] Forecasting BKNG...
[2025-12-24T20:17:43.079984] [INFO ] [sig       ] Generating forecast for: BKNG
[2025-12-24T20:17:43.080016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2025-12-24T20:17:43.094350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2025-12-24T20:17:43.094971] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2025-12-24T20:17:43.095973] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2025-12-24T20:17:43.096032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:43.096068] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:43.096097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:43.096157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:43.160524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:43.162052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:43.162167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:43.162212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:43.302551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:43.302773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:43.302838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:43.302892] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:43.308095] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: DOWN (p=19.17%)
[2025-12-24T20:17:43.308511] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2025-12-24T20:17:43.308731] [INFO ] [sig       ] BKNG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:43.479322] [INFO ] [LOCAL     ] Saved forecast: BKNG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BKNG.txt
[2025-12-24T20:17:43.479506] [INFO ] [sig       ] [450/3551] Completed BKNG in 0.4s | 2.83 sym/s | Total: 2.6m | ETA: 18.2m
[2025-12-24T20:17:43.479547] [INFO ] [sig       ] [451/3551] Forecasting BKSY...
[2025-12-24T20:17:43.479595] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-12-24T20:17:43.479627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-12-24T20:17:43.491700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2025-12-24T20:17:43.492073] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-12-24T20:17:43.493050] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-12-24T20:17:43.493103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:43.493135] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:43.493344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:43.493412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:43.553588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:43.554438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:43.554525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:43.554558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:43.678257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:43.678419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:43.678459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:43.678488] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:43.681869] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: DOWN (p=28.71%)
[2025-12-24T20:17:43.682339] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-12-24T20:17:43.682466] [INFO ] [sig       ] BKSY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:43.826664] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BKSY.txt
[2025-12-24T20:17:43.827292] [INFO ] [sig       ] [451/3551] Completed BKSY in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 18.2m
[2025-12-24T20:17:43.827342] [INFO ] [sig       ] [452/3551] Forecasting BL...
[2025-12-24T20:17:43.827374] [INFO ] [sig       ] Generating forecast for: BL
[2025-12-24T20:17:43.827407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2025-12-24T20:17:43.841995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2025-12-24T20:17:43.842526] [INFO ] [FORECASTER] Starting predict_future for BL
[2025-12-24T20:17:43.843563] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2025-12-24T20:17:43.843638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:43.843708] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:43.843738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:43.843798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:43.908355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:43.909699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:43.909809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:43.909844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:44.038072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:44.038306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:44.038350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:44.038379] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:44.042292] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: UP (p=56.87%)
[2025-12-24T20:17:44.042616] [INFO ] [FORECASTER] Completed predict_future for BL
[2025-12-24T20:17:44.042753] [INFO ] [sig       ] BL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:44.190300] [INFO ] [LOCAL     ] Saved forecast: BL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BL.txt
[2025-12-24T20:17:44.190511] [INFO ] [sig       ] [452/3551] Completed BL in 0.4s | 2.83 sym/s | Total: 2.7m | ETA: 18.2m
[2025-12-24T20:17:44.190557] [INFO ] [sig       ] [453/3551] Forecasting BLBD...
[2025-12-24T20:17:44.190605] [INFO ] [sig       ] Generating forecast for: BLBD
[2025-12-24T20:17:44.190639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'.
[2025-12-24T20:17:44.205474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLBD'.
[2025-12-24T20:17:44.205981] [INFO ] [FORECASTER] Starting predict_future for BLBD
[2025-12-24T20:17:44.206860] [DEBUG] [LOCAL     ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt
[2025-12-24T20:17:44.206928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:44.206962] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:44.206988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:44.207047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:44.265402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:44.266622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:44.266731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:44.266765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:44.397531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:44.397793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:44.397840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:44.397871] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:44.401792] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: DOWN (p=27.37%)
[2025-12-24T20:17:44.402146] [INFO ] [FORECASTER] Completed predict_future for BLBD
[2025-12-24T20:17:44.402299] [INFO ] [sig       ] BLBD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:44.552390] [INFO ] [LOCAL     ] Saved forecast: BLBD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BLBD.txt
[2025-12-24T20:17:44.552566] [INFO ] [sig       ] [453/3551] Completed BLBD in 0.4s | 2.83 sym/s | Total: 2.7m | ETA: 18.2m
[2025-12-24T20:17:44.552627] [INFO ] [sig       ] [454/3551] Forecasting BLCN...
[2025-12-24T20:17:44.552658] [INFO ] [sig       ] Generating forecast for: BLCN
[2025-12-24T20:17:44.552687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2025-12-24T20:17:44.564112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2025-12-24T20:17:44.564512] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2025-12-24T20:17:44.565326] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2025-12-24T20:17:44.565379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:44.565412] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:44.565439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:44.565495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:44.629195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:44.630199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:44.630285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:44.630317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:44.753759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:44.753923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:44.753964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:44.753992] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:44.757697] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: UP (p=60.83%)
[2025-12-24T20:17:44.758014] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2025-12-24T20:17:44.758145] [INFO ] [sig       ] BLCN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:44.917215] [INFO ] [LOCAL     ] Saved forecast: BLCN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BLCN.txt
[2025-12-24T20:17:44.917372] [INFO ] [sig       ] [454/3551] Completed BLCN in 0.4s | 2.83 sym/s | Total: 2.7m | ETA: 18.2m
[2025-12-24T20:17:44.917412] [INFO ] [sig       ] [455/3551] Forecasting BLCO...
[2025-12-24T20:17:44.917441] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-12-24T20:17:44.917473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-12-24T20:17:44.928896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2025-12-24T20:17:44.929202] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-12-24T20:17:44.930000] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-12-24T20:17:44.930053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:44.930084] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:44.930111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:44.930167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:44.987803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:44.988909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:44.988999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:44.989034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:45.116401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:45.116564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:45.116624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:45.116684] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:45.120095] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=9.88%)
[2025-12-24T20:17:45.120366] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-12-24T20:17:45.120492] [INFO ] [sig       ] BLCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:45.264195] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BLCO.txt
[2025-12-24T20:17:45.264360] [INFO ] [sig       ] [455/3551] Completed BLCO in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 18.2m
[2025-12-24T20:17:45.264401] [INFO ] [sig       ] [456/3551] Forecasting BLD...
[2025-12-24T20:17:45.264430] [INFO ] [sig       ] Generating forecast for: BLD
[2025-12-24T20:17:45.264462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-12-24T20:17:45.276014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2025-12-24T20:17:45.276412] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-12-24T20:17:45.277247] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-12-24T20:17:45.277303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:45.277338] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:45.277366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:45.277422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:45.333125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:45.334070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:45.334163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:45.334196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:45.469535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:45.469756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:45.469819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:45.469868] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:45.475186] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: UP (p=70.81%)
[2025-12-24T20:17:45.475660] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-12-24T20:17:45.475852] [INFO ] [sig       ] BLD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:45.675685] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BLD.txt
[2025-12-24T20:17:45.675927] [INFO ] [sig       ] [456/3551] Completed BLD in 0.4s | 2.83 sym/s | Total: 2.7m | ETA: 18.2m
[2025-12-24T20:17:45.675998] [INFO ] [sig       ] [457/3551] Forecasting BLDP...
[2025-12-24T20:17:45.676049] [INFO ] [sig       ] Generating forecast for: BLDP
[2025-12-24T20:17:45.676102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2025-12-24T20:17:45.694002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2025-12-24T20:17:45.694522] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2025-12-24T20:17:45.695705] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2025-12-24T20:17:45.695774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:45.695816] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:45.695853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:45.695928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:45.776132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:45.777339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:45.777480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:45.777539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:45.927705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:45.927962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:45.928027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:45.928076] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:45.933495] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: DOWN (p=26.63%)
[2025-12-24T20:17:45.933978] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2025-12-24T20:17:45.934192] [INFO ] [sig       ] BLDP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:46.154306] [INFO ] [LOCAL     ] Saved forecast: BLDP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BLDP.txt
[2025-12-24T20:17:46.154555] [INFO ] [sig       ] [457/3551] Completed BLDP in 0.5s | 2.83 sym/s | Total: 2.7m | ETA: 18.2m
[2025-12-24T20:17:46.154646] [INFO ] [sig       ] [458/3551] Forecasting BLE...
[2025-12-24T20:17:46.154701] [INFO ] [sig       ] Generating forecast for: BLE
[2025-12-24T20:17:46.154756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-12-24T20:17:46.171346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLE'.
[2025-12-24T20:17:46.171860] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-12-24T20:17:46.172922] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-12-24T20:17:46.172990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:46.173031] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:46.173067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:46.173148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:46.264005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:46.265275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:46.265395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:46.265452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:46.392951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:46.393116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:46.393158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:46.393188] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:46.396653] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: DOWN (p=43.97%)
[2025-12-24T20:17:46.396963] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-12-24T20:17:46.397095] [INFO ] [sig       ] BLE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:46.541319] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BLE.txt
[2025-12-24T20:17:46.541487] [INFO ] [sig       ] [458/3551] Completed BLE in 0.4s | 2.83 sym/s | Total: 2.7m | ETA: 18.2m
[2025-12-24T20:17:46.541531] [INFO ] [sig       ] [459/3551] Forecasting BLFS...
[2025-12-24T20:17:46.541599] [INFO ] [sig       ] Generating forecast for: BLFS
[2025-12-24T20:17:46.541638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2025-12-24T20:17:46.554430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2025-12-24T20:17:46.554871] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2025-12-24T20:17:46.555707] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2025-12-24T20:17:46.555762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:46.555796] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:46.555823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:46.555880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:46.614360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:46.615243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:46.615328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:46.615364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:46.733243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:46.733404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:46.733445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:46.733474] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:46.736938] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: DOWN (p=41.05%)
[2025-12-24T20:17:46.737222] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2025-12-24T20:17:46.737355] [INFO ] [sig       ] BLFS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:46.883007] [INFO ] [LOCAL     ] Saved forecast: BLFS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BLFS.txt
[2025-12-24T20:17:46.883137] [INFO ] [sig       ] [459/3551] Completed BLFS in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 18.2m
[2025-12-24T20:17:46.883177] [INFO ] [sig       ] [460/3551] Forecasting BLFY...
[2025-12-24T20:17:46.883207] [INFO ] [sig       ] Generating forecast for: BLFY
[2025-12-24T20:17:46.883237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2025-12-24T20:17:46.894757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2025-12-24T20:17:46.895036] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2025-12-24T20:17:46.895830] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2025-12-24T20:17:46.895883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:46.895914] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:46.895946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:46.896013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:46.953253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:46.953860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:46.953943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:46.953975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:47.076922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:47.077079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:47.077135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:47.077164] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:47.081061] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: DOWN (p=47.72%)
[2025-12-24T20:17:47.081329] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2025-12-24T20:17:47.081454] [INFO ] [sig       ] BLFY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:47.222207] [INFO ] [LOCAL     ] Saved forecast: BLFY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BLFY.txt
[2025-12-24T20:17:47.222329] [INFO ] [sig       ] [460/3551] Completed BLFY in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 18.2m
[2025-12-24T20:17:47.222369] [INFO ] [sig       ] [461/3551] Forecasting BLK...
[2025-12-24T20:17:47.222399] [INFO ] [sig       ] Generating forecast for: BLK
[2025-12-24T20:17:47.222429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-12-24T20:17:47.235200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2025-12-24T20:17:47.235605] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-12-24T20:17:47.236635] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-12-24T20:17:47.236689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:47.236721] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:47.236749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:47.236805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:47.293143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:47.293991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:47.294076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:47.294108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:47.414466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:47.414635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:47.414676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:47.414705] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:47.417999] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: DOWN (p=0.35%)
[2025-12-24T20:17:47.418271] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-12-24T20:17:47.418391] [INFO ] [sig       ] BLK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:47.557486] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BLK.txt
[2025-12-24T20:17:47.557627] [INFO ] [sig       ] [461/3551] Completed BLK in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 18.2m
[2025-12-24T20:17:47.557669] [INFO ] [sig       ] [462/3551] Forecasting BLKB...
[2025-12-24T20:17:47.557698] [INFO ] [sig       ] Generating forecast for: BLKB
[2025-12-24T20:17:47.557728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2025-12-24T20:17:47.569475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2025-12-24T20:17:47.569833] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2025-12-24T20:17:47.570632] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2025-12-24T20:17:47.570685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:47.570719] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:47.570748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:47.570807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:47.626660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:47.627318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:47.627423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:47.627457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:47.742608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:47.742758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:47.742797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:47.742825] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:47.746144] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: UP (p=81.18%)
[2025-12-24T20:17:47.746413] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2025-12-24T20:17:47.746534] [INFO ] [sig       ] BLKB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:47.885537] [INFO ] [LOCAL     ] Saved forecast: BLKB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BLKB.txt
[2025-12-24T20:17:47.885702] [INFO ] [sig       ] [462/3551] Completed BLKB in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 18.2m
[2025-12-24T20:17:47.885744] [INFO ] [sig       ] [463/3551] Forecasting BLMN...
[2025-12-24T20:17:47.885775] [INFO ] [sig       ] Generating forecast for: BLMN
[2025-12-24T20:17:47.885805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2025-12-24T20:17:47.896722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2025-12-24T20:17:47.897027] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2025-12-24T20:17:47.897851] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2025-12-24T20:17:47.897906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:47.897939] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:47.897967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:47.898026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:47.954739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:47.955330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:47.955408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:47.955441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:48.073344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:48.073486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:48.073525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:48.073552] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:48.076852] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: DOWN (p=15.24%)
[2025-12-24T20:17:48.077122] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2025-12-24T20:17:48.077242] [INFO ] [sig       ] BLMN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:48.215775] [INFO ] [LOCAL     ] Saved forecast: BLMN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BLMN.txt
[2025-12-24T20:17:48.215900] [INFO ] [sig       ] [463/3551] Completed BLMN in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 18.2m
[2025-12-24T20:17:48.215939] [INFO ] [sig       ] [464/3551] Forecasting BLND...
[2025-12-24T20:17:48.215970] [INFO ] [sig       ] Generating forecast for: BLND
[2025-12-24T20:17:48.215999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-12-24T20:17:48.229053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2025-12-24T20:17:48.229363] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-12-24T20:17:48.230167] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-12-24T20:17:48.230221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:48.230264] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:48.230294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:48.230351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:48.288405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:48.289066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:48.289147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:48.289180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:48.408315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:48.408469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:48.408508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:48.408536] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:48.412264] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: DOWN (p=17.44%)
[2025-12-24T20:17:48.412529] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-12-24T20:17:48.412671] [INFO ] [sig       ] BLND: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:48.554233] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BLND.txt
[2025-12-24T20:17:48.554360] [INFO ] [sig       ] [464/3551] Completed BLND in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 18.2m
[2025-12-24T20:17:48.554398] [INFO ] [sig       ] [465/3551] Forecasting BLRX...
[2025-12-24T20:17:48.554428] [INFO ] [sig       ] Generating forecast for: BLRX
[2025-12-24T20:17:48.554458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2025-12-24T20:17:48.565331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2025-12-24T20:17:48.565670] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2025-12-24T20:17:48.566479] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2025-12-24T20:17:48.566532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:48.566589] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:48.566634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:48.566694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:48.622430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:48.623172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:48.623254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:48.623287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:48.740055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:48.740212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:48.740252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:48.740280] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:48.743556] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: UP (p=87.91%)
[2025-12-24T20:17:48.743853] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2025-12-24T20:17:48.743974] [INFO ] [sig       ] BLRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:48.884228] [INFO ] [LOCAL     ] Saved forecast: BLRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BLRX.txt
[2025-12-24T20:17:48.884389] [INFO ] [sig       ] [465/3551] Completed BLRX in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 18.2m
[2025-12-24T20:17:48.884430] [INFO ] [sig       ] [466/3551] Forecasting BLTE...
[2025-12-24T20:17:48.884461] [INFO ] [sig       ] Generating forecast for: BLTE
[2025-12-24T20:17:48.884491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2025-12-24T20:17:48.895422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2025-12-24T20:17:48.895751] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2025-12-24T20:17:48.896500] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2025-12-24T20:17:48.896551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:48.896602] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:48.896631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:48.896687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:48.953632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:48.954246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:48.954325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:48.954358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:49.076886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:49.077049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:49.077091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:49.077121] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:49.081100] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: UP (p=86.87%)
[2025-12-24T20:17:49.081373] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2025-12-24T20:17:49.081504] [INFO ] [sig       ] BLTE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:49.230797] [INFO ] [LOCAL     ] Saved forecast: BLTE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BLTE.txt
[2025-12-24T20:17:49.230947] [INFO ] [sig       ] [466/3551] Completed BLTE in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 18.2m
[2025-12-24T20:17:49.230988] [INFO ] [sig       ] [467/3551] Forecasting BLX...
[2025-12-24T20:17:49.231018] [INFO ] [sig       ] Generating forecast for: BLX
[2025-12-24T20:17:49.231049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-12-24T20:17:49.242970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2025-12-24T20:17:49.243313] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-12-24T20:17:49.244120] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-12-24T20:17:49.244173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:49.244205] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:49.244232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:49.244289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:49.302128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:49.303179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:49.303264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:49.303298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:49.424851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:49.424974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:49.425012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:49.425046] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:49.428349] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: DOWN (p=32.77%)
[2025-12-24T20:17:49.428628] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-12-24T20:17:49.428748] [INFO ] [sig       ] BLX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:49.576559] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BLX.txt
[2025-12-24T20:17:49.576725] [INFO ] [sig       ] [467/3551] Completed BLX in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 18.1m
[2025-12-24T20:17:49.576773] [INFO ] [sig       ] [468/3551] Forecasting BLZE...
[2025-12-24T20:17:49.576803] [INFO ] [sig       ] Generating forecast for: BLZE
[2025-12-24T20:17:49.576833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2025-12-24T20:17:49.587922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2025-12-24T20:17:49.588229] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2025-12-24T20:17:49.589005] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2025-12-24T20:17:49.589061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:49.589094] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:49.589121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:49.589177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:49.645709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:49.646372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:49.646452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:49.646485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:49.771725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:49.771872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:49.771910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:49.771938] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:49.775236] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: DOWN (p=18.26%)
[2025-12-24T20:17:49.775503] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2025-12-24T20:17:49.775641] [INFO ] [sig       ] BLZE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:49.915506] [INFO ] [LOCAL     ] Saved forecast: BLZE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BLZE.txt
[2025-12-24T20:17:49.915649] [INFO ] [sig       ] [468/3551] Completed BLZE in 0.3s | 2.83 sym/s | Total: 2.8m | ETA: 18.1m
[2025-12-24T20:17:49.915692] [INFO ] [sig       ] [469/3551] Forecasting BMA...
[2025-12-24T20:17:49.915721] [INFO ] [sig       ] Generating forecast for: BMA
[2025-12-24T20:17:49.915753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-12-24T20:17:49.933361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2025-12-24T20:17:49.933703] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-12-24T20:17:49.934485] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-12-24T20:17:49.934538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:49.934618] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:49.934647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:49.934704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:49.991908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:49.992684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:49.992766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:49.992799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:50.113486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:50.113660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:50.113700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:50.113729] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:50.117026] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=30.46%)
[2025-12-24T20:17:50.117485] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-12-24T20:17:50.117652] [INFO ] [sig       ] BMA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:50.262409] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BMA.txt
[2025-12-24T20:17:50.262567] [INFO ] [sig       ] [469/3551] Completed BMA in 0.3s | 2.83 sym/s | Total: 2.8m | ETA: 18.1m
[2025-12-24T20:17:50.262626] [INFO ] [sig       ] [470/3551] Forecasting BMBL...
[2025-12-24T20:17:50.262655] [INFO ] [sig       ] Generating forecast for: BMBL
[2025-12-24T20:17:50.262686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2025-12-24T20:17:50.274669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2025-12-24T20:17:50.274975] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2025-12-24T20:17:50.275777] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2025-12-24T20:17:50.275828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:50.275860] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:50.275886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:50.275943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:50.334220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:50.334896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:50.334975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:50.335013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:50.462138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:50.462292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:50.462333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:50.462361] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:50.465851] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: UP (p=96.10%)
[2025-12-24T20:17:50.466123] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2025-12-24T20:17:50.466249] [INFO ] [sig       ] BMBL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:50.610375] [INFO ] [LOCAL     ] Saved forecast: BMBL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BMBL.txt
[2025-12-24T20:17:50.610528] [INFO ] [sig       ] [470/3551] Completed BMBL in 0.3s | 2.83 sym/s | Total: 2.8m | ETA: 18.1m
[2025-12-24T20:17:50.610567] [INFO ] [sig       ] [471/3551] Forecasting BME...
[2025-12-24T20:17:50.610617] [INFO ] [sig       ] Generating forecast for: BME
[2025-12-24T20:17:50.610648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-12-24T20:17:50.622509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2025-12-24T20:17:50.622878] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-12-24T20:17:50.623684] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-12-24T20:17:50.623736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:50.623769] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:50.623796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:50.623852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:50.682681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:50.683462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:50.683547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:50.683598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:50.804852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:50.805007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:50.805053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:50.805110] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:50.808508] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: DOWN (p=6.24%)
[2025-12-24T20:17:50.808802] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-12-24T20:17:50.808927] [INFO ] [sig       ] BME: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:50.954955] [INFO ] [LOCAL     ] Saved forecast: BME	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BME.txt
[2025-12-24T20:17:50.955090] [INFO ] [sig       ] [471/3551] Completed BME in 0.3s | 2.83 sym/s | Total: 2.8m | ETA: 18.1m
[2025-12-24T20:17:50.955129] [INFO ] [sig       ] [472/3551] Forecasting BMEZ...
[2025-12-24T20:17:50.955159] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-12-24T20:17:50.955189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-12-24T20:17:50.969124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2025-12-24T20:17:50.969537] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-12-24T20:17:50.970804] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-12-24T20:17:50.970870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:50.970915] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:50.970956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:50.971048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:51.039377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:51.040249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:51.040339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:51.040374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:51.165206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:51.165357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:51.165397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:51.165460] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:51.169227] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: UP (p=71.10%)
[2025-12-24T20:17:51.169748] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-12-24T20:17:51.169876] [INFO ] [sig       ] BMEZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:51.313407] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BMEZ.txt
[2025-12-24T20:17:51.313553] [INFO ] [sig       ] [472/3551] Completed BMEZ in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 18.1m
[2025-12-24T20:17:51.313612] [INFO ] [sig       ] [473/3551] Forecasting BMI...
[2025-12-24T20:17:51.313644] [INFO ] [sig       ] Generating forecast for: BMI
[2025-12-24T20:17:51.313674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-12-24T20:17:51.324959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2025-12-24T20:17:51.325255] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-12-24T20:17:51.326079] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-12-24T20:17:51.326135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:51.326168] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:51.326197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:51.326254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:51.386051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:51.386782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:51.386871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:51.386919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:51.507391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:51.507545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:51.507603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:51.507634] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:51.511021] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: DOWN (p=33.24%)
[2025-12-24T20:17:51.511301] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-12-24T20:17:51.511430] [INFO ] [sig       ] BMI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:51.651593] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BMI.txt
[2025-12-24T20:17:51.651725] [INFO ] [sig       ] [473/3551] Completed BMI in 0.3s | 2.83 sym/s | Total: 2.8m | ETA: 18.1m
[2025-12-24T20:17:51.651765] [INFO ] [sig       ] [474/3551] Forecasting BMO...
[2025-12-24T20:17:51.651794] [INFO ] [sig       ] Generating forecast for: BMO
[2025-12-24T20:17:51.651823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-12-24T20:17:51.662552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2025-12-24T20:17:51.662867] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-12-24T20:17:51.663642] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-12-24T20:17:51.663694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:51.663725] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:51.663752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:51.663809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:51.724891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:51.725720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:51.725803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:51.725836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:51.852594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:51.852750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:51.852791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:51.852820] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:51.856140] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=97.03%)
[2025-12-24T20:17:51.856424] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-12-24T20:17:51.856547] [INFO ] [sig       ] BMO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:51.995927] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BMO.txt
[2025-12-24T20:17:51.996061] [INFO ] [sig       ] [474/3551] Completed BMO in 0.3s | 2.83 sym/s | Total: 2.8m | ETA: 18.1m
[2025-12-24T20:17:51.996102] [INFO ] [sig       ] [475/3551] Forecasting BMRA...
[2025-12-24T20:17:51.996132] [INFO ] [sig       ] Generating forecast for: BMRA
[2025-12-24T20:17:51.996163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2025-12-24T20:17:52.007640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2025-12-24T20:17:52.007944] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2025-12-24T20:17:52.008732] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2025-12-24T20:17:52.008785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:52.008818] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:52.008856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:52.008915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:52.065986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:52.066721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:52.066805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:52.066839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:52.183993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:52.184155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:52.184204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:52.184238] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:52.187643] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: UP (p=70.32%)
[2025-12-24T20:17:52.187920] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2025-12-24T20:17:52.188044] [INFO ] [sig       ] BMRA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:52.331239] [INFO ] [LOCAL     ] Saved forecast: BMRA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BMRA.txt
[2025-12-24T20:17:52.331375] [INFO ] [sig       ] [475/3551] Completed BMRA in 0.3s | 2.83 sym/s | Total: 2.8m | ETA: 18.1m
[2025-12-24T20:17:52.331415] [INFO ] [sig       ] [476/3551] Forecasting BMRC...
[2025-12-24T20:17:52.331447] [INFO ] [sig       ] Generating forecast for: BMRC
[2025-12-24T20:17:52.331496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2025-12-24T20:17:52.343612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2025-12-24T20:17:52.343936] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2025-12-24T20:17:52.344776] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2025-12-24T20:17:52.344832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:52.344867] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:52.344896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:52.344954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:52.402627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:52.403371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:52.403452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:52.403484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:52.521184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:52.521336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:52.521378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:52.521405] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:52.524712] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: UP (p=76.86%)
[2025-12-24T20:17:52.524986] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2025-12-24T20:17:52.525107] [INFO ] [sig       ] BMRC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:52.665594] [INFO ] [LOCAL     ] Saved forecast: BMRC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BMRC.txt
[2025-12-24T20:17:52.665728] [INFO ] [sig       ] [476/3551] Completed BMRC in 0.3s | 2.83 sym/s | Total: 2.8m | ETA: 18.1m
[2025-12-24T20:17:52.665767] [INFO ] [sig       ] [477/3551] Forecasting BMRN...
[2025-12-24T20:17:52.665798] [INFO ] [sig       ] Generating forecast for: BMRN
[2025-12-24T20:17:52.665828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2025-12-24T20:17:52.676418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2025-12-24T20:17:52.676727] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2025-12-24T20:17:52.677498] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2025-12-24T20:17:52.677552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:52.677609] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:52.677638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:52.677695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:52.735937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:52.736686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:52.736770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:52.736805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:52.856982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:52.857128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:52.857173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:52.857204] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:52.860739] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: DOWN (p=38.39%)
[2025-12-24T20:17:52.861013] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2025-12-24T20:17:52.861146] [INFO ] [sig       ] BMRN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:53.005824] [INFO ] [LOCAL     ] Saved forecast: BMRN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BMRN.txt
[2025-12-24T20:17:53.005971] [INFO ] [sig       ] [477/3551] Completed BMRN in 0.3s | 2.83 sym/s | Total: 2.8m | ETA: 18.1m
[2025-12-24T20:17:53.006011] [INFO ] [sig       ] [478/3551] Forecasting BMY...
[2025-12-24T20:17:53.006042] [INFO ] [sig       ] Generating forecast for: BMY
[2025-12-24T20:17:53.006072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-12-24T20:17:53.018061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2025-12-24T20:17:53.018367] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-12-24T20:17:53.019140] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-12-24T20:17:53.019193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:53.019224] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:53.019251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:53.019308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:53.077146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:53.077889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:53.077987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:53.078022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:53.200220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:53.200373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:53.200413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:53.200441] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:53.203858] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: UP (p=98.11%)
[2025-12-24T20:17:53.204135] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-12-24T20:17:53.204258] [INFO ] [sig       ] BMY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:53.348713] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BMY.txt
[2025-12-24T20:17:53.348841] [INFO ] [sig       ] [478/3551] Completed BMY in 0.3s | 2.83 sym/s | Total: 2.8m | ETA: 18.1m
[2025-12-24T20:17:53.348881] [INFO ] [sig       ] [479/3551] Forecasting BN...
[2025-12-24T20:17:53.348911] [INFO ] [sig       ] Generating forecast for: BN
[2025-12-24T20:17:53.348945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-12-24T20:17:53.360848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2025-12-24T20:17:53.361176] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-12-24T20:17:53.362145] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-12-24T20:17:53.362197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:53.362229] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:53.362255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:53.362310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:53.418456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:53.419163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:53.419274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:53.419309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:53.540261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:53.540416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:53.540456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:53.540485] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:53.543854] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: DOWN (p=4.87%)
[2025-12-24T20:17:53.544119] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-12-24T20:17:53.544240] [INFO ] [sig       ] BN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:53.690359] [INFO ] [LOCAL     ] Saved forecast: BN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BN.txt
[2025-12-24T20:17:53.690509] [INFO ] [sig       ] [479/3551] Completed BN in 0.3s | 2.83 sym/s | Total: 2.8m | ETA: 18.1m
[2025-12-24T20:17:53.690549] [INFO ] [sig       ] [480/3551] Forecasting BND...
[2025-12-24T20:17:53.690594] [INFO ] [sig       ] Generating forecast for: BND
[2025-12-24T20:17:53.690634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2025-12-24T20:17:53.702354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2025-12-24T20:17:53.702653] [INFO ] [FORECASTER] Starting predict_future for BND
[2025-12-24T20:17:53.703614] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2025-12-24T20:17:53.703667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:53.703698] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:53.703724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:53.703780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:53.761669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:53.762360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:53.762439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:53.762471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:53.882974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:53.883124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:53.883162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:53.883192] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:53.886484] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: UP (p=91.17%)
[2025-12-24T20:17:53.886767] [INFO ] [FORECASTER] Completed predict_future for BND
[2025-12-24T20:17:53.886886] [INFO ] [sig       ] BND: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:54.024747] [INFO ] [LOCAL     ] Saved forecast: BND	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BND.txt
[2025-12-24T20:17:54.024904] [INFO ] [sig       ] [480/3551] Completed BND in 0.3s | 2.83 sym/s | Total: 2.8m | ETA: 18.1m
[2025-12-24T20:17:54.024945] [INFO ] [sig       ] [481/3551] Forecasting BNDX...
[2025-12-24T20:17:54.024975] [INFO ] [sig       ] Generating forecast for: BNDX
[2025-12-24T20:17:54.025004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2025-12-24T20:17:54.036673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2025-12-24T20:17:54.036970] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2025-12-24T20:17:54.037735] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2025-12-24T20:17:54.037788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:54.037820] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:54.037847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:54.037902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:54.093155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:54.093777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:54.093856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:54.093888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:54.216926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:54.217080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:54.217119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:54.217149] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:54.220466] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: DOWN (p=0.88%)
[2025-12-24T20:17:54.220750] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2025-12-24T20:17:54.220874] [INFO ] [sig       ] BNDX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:54.361610] [INFO ] [LOCAL     ] Saved forecast: BNDX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BNDX.txt
[2025-12-24T20:17:54.361766] [INFO ] [sig       ] [481/3551] Completed BNDX in 0.3s | 2.84 sym/s | Total: 2.8m | ETA: 18.0m
[2025-12-24T20:17:54.361804] [INFO ] [sig       ] [482/3551] Forecasting BNED...
[2025-12-24T20:17:54.361834] [INFO ] [sig       ] Generating forecast for: BNED
[2025-12-24T20:17:54.361863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-12-24T20:17:54.372670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2025-12-24T20:17:54.372962] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-12-24T20:17:54.373730] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-12-24T20:17:54.373783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:54.373814] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:54.373841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:54.373897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:54.429669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:54.430346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:54.430426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:54.430458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:54.549943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:54.550097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:54.550136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:54.550165] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:54.554099] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: DOWN (p=5.01%)
[2025-12-24T20:17:54.554372] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-12-24T20:17:54.554705] [INFO ] [sig       ] BNED: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:54.695015] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BNED.txt
[2025-12-24T20:17:54.695196] [INFO ] [sig       ] [482/3551] Completed BNED in 0.3s | 2.84 sym/s | Total: 2.8m | ETA: 18.0m
[2025-12-24T20:17:54.695239] [INFO ] [sig       ] [483/3551] Forecasting BNGO...
[2025-12-24T20:17:54.695269] [INFO ] [sig       ] Generating forecast for: BNGO
[2025-12-24T20:17:54.695299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2025-12-24T20:17:54.706600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2025-12-24T20:17:54.706987] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2025-12-24T20:17:54.707849] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2025-12-24T20:17:54.707904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:54.707938] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:54.707967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:54.708024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:54.768008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:54.769076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:54.769162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:54.769196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:54.890367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:54.890518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:54.890557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:54.890603] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:54.893916] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: DOWN (p=34.21%)
[2025-12-24T20:17:54.894183] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2025-12-24T20:17:54.894304] [INFO ] [sig       ] BNGO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:55.040714] [INFO ] [LOCAL     ] Saved forecast: BNGO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BNGO.txt
[2025-12-24T20:17:55.040879] [INFO ] [sig       ] [483/3551] Completed BNGO in 0.3s | 2.84 sym/s | Total: 2.8m | ETA: 18.0m
[2025-12-24T20:17:55.040920] [INFO ] [sig       ] [484/3551] Forecasting BNH...
[2025-12-24T20:17:55.040951] [INFO ] [sig       ] Generating forecast for: BNH
[2025-12-24T20:17:55.040981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-12-24T20:17:55.052898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2025-12-24T20:17:55.053292] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-12-24T20:17:55.054138] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-12-24T20:17:55.054193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:55.054226] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:55.054254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:55.054313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:55.111442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:55.112434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:55.112530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:55.112568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:55.229494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:55.229672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:55.229713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:55.229741] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:55.233125] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=29.12%)
[2025-12-24T20:17:55.233400] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-12-24T20:17:55.233524] [INFO ] [sig       ] BNH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:55.376556] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BNH.txt
[2025-12-24T20:17:55.376728] [INFO ] [sig       ] [484/3551] Completed BNH in 0.3s | 2.84 sym/s | Total: 2.8m | ETA: 18.0m
[2025-12-24T20:17:55.376767] [INFO ] [sig       ] [485/3551] Forecasting BNJ...
[2025-12-24T20:17:55.376797] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-12-24T20:17:55.376827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-12-24T20:17:55.388676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2025-12-24T20:17:55.389020] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-12-24T20:17:55.389852] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-12-24T20:17:55.389908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:55.389940] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:55.389967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:55.390023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:55.446383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:55.447109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:55.447192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:55.447226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:55.560680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:55.560833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:55.560873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:55.560901] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:55.564157] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: DOWN (p=36.17%)
[2025-12-24T20:17:55.564424] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-12-24T20:17:55.564546] [INFO ] [sig       ] BNJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:55.704239] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BNJ.txt
[2025-12-24T20:17:55.704376] [INFO ] [sig       ] [485/3551] Completed BNJ in 0.3s | 2.84 sym/s | Total: 2.8m | ETA: 18.0m
[2025-12-24T20:17:55.704416] [INFO ] [sig       ] [486/3551] Forecasting BNL...
[2025-12-24T20:17:55.704446] [INFO ] [sig       ] Generating forecast for: BNL
[2025-12-24T20:17:55.704476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-12-24T20:17:55.715709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2025-12-24T20:17:55.716054] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-12-24T20:17:55.716912] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-12-24T20:17:55.716976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:55.717053] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:55.717094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:55.717194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:55.780491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:55.781392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:55.781495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:55.781546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:55.913702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:55.913867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:55.913914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:55.913957] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:55.917804] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-12-24T20:17:55.918153] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-12-24T20:17:55.918331] [INFO ] [sig       ] BNL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:56.074177] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BNL.txt
[2025-12-24T20:17:56.074327] [INFO ] [sig       ] [486/3551] Completed BNL in 0.4s | 2.84 sym/s | Total: 2.9m | ETA: 18.0m
[2025-12-24T20:17:56.074366] [INFO ] [sig       ] [487/3551] Forecasting BNS...
[2025-12-24T20:17:56.074398] [INFO ] [sig       ] Generating forecast for: BNS
[2025-12-24T20:17:56.074428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-12-24T20:17:56.086222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2025-12-24T20:17:56.086534] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-12-24T20:17:56.087328] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-12-24T20:17:56.087384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:56.087417] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:56.087444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:56.087499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:56.146113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:56.147138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:56.147224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:56.147258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:56.270201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:56.270359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:56.270400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:56.270429] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:56.274193] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: UP (p=78.50%)
[2025-12-24T20:17:56.274717] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-12-24T20:17:56.274854] [INFO ] [sig       ] BNS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:56.423936] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BNS.txt
[2025-12-24T20:17:56.424085] [INFO ] [sig       ] [487/3551] Completed BNS in 0.3s | 2.84 sym/s | Total: 2.9m | ETA: 18.0m
[2025-12-24T20:17:56.424129] [INFO ] [sig       ] [488/3551] Forecasting BNTC...
[2025-12-24T20:17:56.424161] [INFO ] [sig       ] Generating forecast for: BNTC
[2025-12-24T20:17:56.424194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2025-12-24T20:17:56.436361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2025-12-24T20:17:56.436724] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2025-12-24T20:17:56.437719] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2025-12-24T20:17:56.437772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:56.437815] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:56.437843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:56.437899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:56.496507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:56.497547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:56.497698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:56.497745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:56.636205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:56.636376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:56.636418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:56.636448] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:56.640224] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: DOWN (p=3.90%)
[2025-12-24T20:17:56.640519] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2025-12-24T20:17:56.640670] [INFO ] [sig       ] BNTC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:56.787722] [INFO ] [LOCAL     ] Saved forecast: BNTC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BNTC.txt
[2025-12-24T20:17:56.787883] [INFO ] [sig       ] [488/3551] Completed BNTC in 0.4s | 2.84 sym/s | Total: 2.9m | ETA: 18.0m
[2025-12-24T20:17:56.787927] [INFO ] [sig       ] [489/3551] Forecasting BNTX...
[2025-12-24T20:17:56.787957] [INFO ] [sig       ] Generating forecast for: BNTX
[2025-12-24T20:17:56.787988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2025-12-24T20:17:56.799931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2025-12-24T20:17:56.800274] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2025-12-24T20:17:56.801236] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2025-12-24T20:17:56.801288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:56.801320] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:56.801346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:56.801406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:56.860281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:56.861119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:56.861201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:56.861234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:56.986668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:56.986822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:56.986862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:56.986923] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:56.990263] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: UP (p=93.64%)
[2025-12-24T20:17:56.990536] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2025-12-24T20:17:56.990677] [INFO ] [sig       ] BNTX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:57.137247] [INFO ] [LOCAL     ] Saved forecast: BNTX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BNTX.txt
[2025-12-24T20:17:57.137405] [INFO ] [sig       ] [489/3551] Completed BNTX in 0.3s | 2.84 sym/s | Total: 2.9m | ETA: 18.0m
[2025-12-24T20:17:57.137444] [INFO ] [sig       ] [490/3551] Forecasting BNY...
[2025-12-24T20:17:57.137475] [INFO ] [sig       ] Generating forecast for: BNY
[2025-12-24T20:17:57.137506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-12-24T20:17:57.149817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNY'.
[2025-12-24T20:17:57.150151] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-12-24T20:17:57.150920] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-12-24T20:17:57.150973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:57.151004] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:57.151031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:57.151087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:57.208421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:57.209270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:57.209377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:57.209410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:57.332789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:57.332963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:57.333018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:57.333050] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:57.336485] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=22.22%)
[2025-12-24T20:17:57.336786] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-12-24T20:17:57.336917] [INFO ] [sig       ] BNY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:57.485014] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BNY.txt
[2025-12-24T20:17:57.485176] [INFO ] [sig       ] [490/3551] Completed BNY in 0.3s | 2.84 sym/s | Total: 2.9m | ETA: 18.0m
[2025-12-24T20:17:57.485215] [INFO ] [sig       ] [491/3551] Forecasting BOC...
[2025-12-24T20:17:57.485245] [INFO ] [sig       ] Generating forecast for: BOC
[2025-12-24T20:17:57.485275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-12-24T20:17:57.501740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2025-12-24T20:17:57.502148] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-12-24T20:17:57.503145] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-12-24T20:17:57.503200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:57.503235] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:57.503260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:57.503316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:57.561960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:57.562801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:57.562884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:57.562916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:57.681518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:57.681694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:57.681735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:57.681763] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:57.685094] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: DOWN (p=20.25%)
[2025-12-24T20:17:57.685365] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-12-24T20:17:57.685489] [INFO ] [sig       ] BOC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:57.826909] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BOC.txt
[2025-12-24T20:17:57.827033] [INFO ] [sig       ] [491/3551] Completed BOC in 0.3s | 2.84 sym/s | Total: 2.9m | ETA: 18.0m
[2025-12-24T20:17:57.827079] [INFO ] [sig       ] [492/3551] Forecasting BOE...
[2025-12-24T20:17:57.827110] [INFO ] [sig       ] Generating forecast for: BOE
[2025-12-24T20:17:57.827140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-12-24T20:17:57.838308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2025-12-24T20:17:57.838593] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-12-24T20:17:57.839333] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-12-24T20:17:57.839412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:57.839451] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:57.839484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:57.839551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:57.896691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:57.897265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:57.897343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:57.897376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:58.016282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:58.016429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:58.016680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:58.016711] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:58.020157] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: DOWN (p=4.23%)
[2025-12-24T20:17:58.020431] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-12-24T20:17:58.020737] [INFO ] [sig       ] BOE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:58.162458] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BOE.txt
[2025-12-24T20:17:58.162792] [INFO ] [sig       ] [492/3551] Completed BOE in 0.3s | 2.84 sym/s | Total: 2.9m | ETA: 18.0m
[2025-12-24T20:17:58.162832] [INFO ] [sig       ] [493/3551] Forecasting BOF...
[2025-12-24T20:17:58.162860] [INFO ] [sig       ] Generating forecast for: BOF
[2025-12-24T20:17:58.162890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2025-12-24T20:17:58.174296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2025-12-24T20:17:58.174770] [INFO ] [FORECASTER] Starting predict_future for BOF
[2025-12-24T20:17:58.175512] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2025-12-24T20:17:58.175563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:58.175616] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:58.175644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:58.175700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:58.232244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:58.232877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:58.232955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:58.232987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:58.357333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:58.357482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:58.357519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:58.357547] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:58.360946] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: UP (p=96.44%)
[2025-12-24T20:17:58.361217] [INFO ] [FORECASTER] Completed predict_future for BOF
[2025-12-24T20:17:58.361379] [INFO ] [sig       ] BOF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:58.502213] [INFO ] [LOCAL     ] Saved forecast: BOF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BOF.txt
[2025-12-24T20:17:58.502341] [INFO ] [sig       ] [493/3551] Completed BOF in 0.3s | 2.84 sym/s | Total: 2.9m | ETA: 18.0m
[2025-12-24T20:17:58.502379] [INFO ] [sig       ] [494/3551] Forecasting BOH...
[2025-12-24T20:17:58.502409] [INFO ] [sig       ] Generating forecast for: BOH
[2025-12-24T20:17:58.502439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-12-24T20:17:58.513858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2025-12-24T20:17:58.514114] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-12-24T20:17:58.514881] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-12-24T20:17:58.514933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:58.514965] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:58.514991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:58.515047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:58.571240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:58.571842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:58.571919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:58.571951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:58.691567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:58.691710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:58.691747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:58.691776] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:58.694952] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: UP (p=53.42%)
[2025-12-24T20:17:58.695211] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-12-24T20:17:58.695332] [INFO ] [sig       ] BOH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:58.835669] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BOH.txt
[2025-12-24T20:17:58.835788] [INFO ] [sig       ] [494/3551] Completed BOH in 0.3s | 2.84 sym/s | Total: 2.9m | ETA: 18.0m
[2025-12-24T20:17:58.835826] [INFO ] [sig       ] [495/3551] Forecasting BOKF...
[2025-12-24T20:17:58.835855] [INFO ] [sig       ] Generating forecast for: BOKF
[2025-12-24T20:17:58.835884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2025-12-24T20:17:58.847548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2025-12-24T20:17:58.847859] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2025-12-24T20:17:58.848638] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2025-12-24T20:17:58.848689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:58.848720] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:58.848746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:58.848802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:58.904770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:58.905357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:58.905433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:58.905466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:59.026494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:59.026677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:59.026718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:59.026762] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:59.030189] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: DOWN (p=49.30%)
[2025-12-24T20:17:59.030493] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2025-12-24T20:17:59.030651] [INFO ] [sig       ] BOKF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:59.172210] [INFO ] [LOCAL     ] Saved forecast: BOKF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BOKF.txt
[2025-12-24T20:17:59.172362] [INFO ] [sig       ] [495/3551] Completed BOKF in 0.3s | 2.84 sym/s | Total: 2.9m | ETA: 18.0m
[2025-12-24T20:17:59.172402] [INFO ] [sig       ] [496/3551] Forecasting BOLD...
[2025-12-24T20:17:59.172431] [INFO ] [sig       ] Generating forecast for: BOLD
[2025-12-24T20:17:59.172460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2025-12-24T20:17:59.184109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2025-12-24T20:17:59.184497] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2025-12-24T20:17:59.185307] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2025-12-24T20:17:59.185360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:59.185391] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:59.185417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:59.185473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:59.241312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:59.242158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:59.242289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:59.242322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:59.360560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:59.360741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:59.360784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:59.360814] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:59.364221] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: DOWN (p=15.46%)
[2025-12-24T20:17:59.364541] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2025-12-24T20:17:59.364703] [INFO ] [sig       ] BOLD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:17:59.512866] [INFO ] [LOCAL     ] Saved forecast: BOLD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BOLD.txt
[2025-12-24T20:17:59.513027] [INFO ] [sig       ] [496/3551] Completed BOLD in 0.3s | 2.84 sym/s | Total: 2.9m | ETA: 17.9m
[2025-12-24T20:17:59.513067] [INFO ] [sig       ] [497/3551] Forecasting BOND...
[2025-12-24T20:17:59.513097] [INFO ] [sig       ] Generating forecast for: BOND
[2025-12-24T20:17:59.513127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-12-24T20:17:59.525249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2025-12-24T20:17:59.525625] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-12-24T20:17:59.526397] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-12-24T20:17:59.526450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:59.526481] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:59.526507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:59.526562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:59.583466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:59.584225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:59.584327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:59.584360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:17:59.707014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:17:59.707169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:17:59.707210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:17:59.707244] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:17:59.710840] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-12-24T20:17:59.711108] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-12-24T20:17:59.711235] [INFO ] [sig       ] BOND: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:17:59.853291] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BOND.txt
[2025-12-24T20:17:59.853421] [INFO ] [sig       ] [497/3551] Completed BOND in 0.3s | 2.84 sym/s | Total: 2.9m | ETA: 17.9m
[2025-12-24T20:17:59.853461] [INFO ] [sig       ] [498/3551] Forecasting BOOM...
[2025-12-24T20:17:59.853491] [INFO ] [sig       ] Generating forecast for: BOOM
[2025-12-24T20:17:59.853521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2025-12-24T20:17:59.864397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2025-12-24T20:17:59.864707] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2025-12-24T20:17:59.865458] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2025-12-24T20:17:59.865510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:17:59.865541] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:17:59.865591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:17:59.865653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:17:59.922775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:17:59.923730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:17:59.923814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:17:59.923846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:00.041958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:00.042118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:00.042159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:00.042187] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:00.045510] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: DOWN (p=7.87%)
[2025-12-24T20:18:00.045797] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2025-12-24T20:18:00.045923] [INFO ] [sig       ] BOOM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:00.187150] [INFO ] [LOCAL     ] Saved forecast: BOOM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BOOM.txt
[2025-12-24T20:18:00.187308] [INFO ] [sig       ] [498/3551] Completed BOOM in 0.3s | 2.84 sym/s | Total: 2.9m | ETA: 17.9m
[2025-12-24T20:18:00.187348] [INFO ] [sig       ] [499/3551] Forecasting BOTZ...
[2025-12-24T20:18:00.187378] [INFO ] [sig       ] Generating forecast for: BOTZ
[2025-12-24T20:18:00.187408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2025-12-24T20:18:00.200716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2025-12-24T20:18:00.201146] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2025-12-24T20:18:00.201944] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2025-12-24T20:18:00.201998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:00.202030] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:00.202068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:00.202125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:00.260404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:00.261309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:00.261413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:00.261446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:00.381096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:00.381220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:00.381259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:00.381287] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:00.384647] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-12-24T20:18:00.384932] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2025-12-24T20:18:00.385057] [INFO ] [sig       ] BOTZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:00.548843] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BOTZ.txt
[2025-12-24T20:18:00.549066] [INFO ] [sig       ] [499/3551] Completed BOTZ in 0.4s | 2.84 sym/s | Total: 2.9m | ETA: 17.9m
[2025-12-24T20:18:00.549128] [INFO ] [sig       ] [500/3551] Forecasting BOX...
[2025-12-24T20:18:00.549174] [INFO ] [sig       ] Generating forecast for: BOX
[2025-12-24T20:18:00.549218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-12-24T20:18:00.562477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2025-12-24T20:18:00.562840] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-12-24T20:18:00.563704] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-12-24T20:18:00.563770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:00.563807] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:00.563835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:00.563900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:00.626015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:00.626923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:00.627024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:00.627060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:00.759674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:00.759841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:00.759896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:00.759938] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:00.763867] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=97.40%)
[2025-12-24T20:18:00.764163] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-12-24T20:18:00.764291] [INFO ] [sig       ] BOX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:00.920309] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BOX.txt
[2025-12-24T20:18:00.920463] [INFO ] [sig       ] [500/3551] Completed BOX in 0.4s | 2.84 sym/s | Total: 2.9m | ETA: 17.9m
[2025-12-24T20:18:00.920505] [INFO ] [sig       ] [501/3551] Forecasting BP...
[2025-12-24T20:18:00.920536] [INFO ] [sig       ] Generating forecast for: BP
[2025-12-24T20:18:00.920566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-12-24T20:18:00.932888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2025-12-24T20:18:00.933229] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-12-24T20:18:00.934092] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-12-24T20:18:00.934146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:00.934178] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:00.934206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:00.934263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:00.993554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:00.994217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:00.994301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:00.994333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:01.114252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:01.114416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:01.114456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:01.114486] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:01.117869] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: UP (p=94.57%)
[2025-12-24T20:18:01.118145] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-12-24T20:18:01.118272] [INFO ] [sig       ] BP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:01.264910] [INFO ] [LOCAL     ] Saved forecast: BP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BP.txt
[2025-12-24T20:18:01.265059] [INFO ] [sig       ] [501/3551] Completed BP in 0.3s | 2.84 sym/s | Total: 2.9m | ETA: 17.9m
[2025-12-24T20:18:01.265100] [INFO ] [sig       ] [502/3551] Forecasting BPOP...
[2025-12-24T20:18:01.265130] [INFO ] [sig       ] Generating forecast for: BPOP
[2025-12-24T20:18:01.265160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2025-12-24T20:18:01.278874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2025-12-24T20:18:01.279230] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2025-12-24T20:18:01.280111] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2025-12-24T20:18:01.280165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:01.280198] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:01.280225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:01.280282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:01.341883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:01.342773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:01.342885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:01.342921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:01.477300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:01.477498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:01.477552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:01.477622] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:01.481764] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: DOWN (p=33.12%)
[2025-12-24T20:18:01.482206] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2025-12-24T20:18:01.482399] [INFO ] [sig       ] BPOP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:01.621112] [INFO ] [LOCAL     ] Saved forecast: BPOP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BPOP.txt
[2025-12-24T20:18:01.621253] [INFO ] [sig       ] [502/3551] Completed BPOP in 0.4s | 2.84 sym/s | Total: 2.9m | ETA: 17.9m
[2025-12-24T20:18:01.621292] [INFO ] [sig       ] [503/3551] Forecasting BPRN...
[2025-12-24T20:18:01.621322] [INFO ] [sig       ] Generating forecast for: BPRN
[2025-12-24T20:18:01.621357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2025-12-24T20:18:01.631240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2025-12-24T20:18:01.631501] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2025-12-24T20:18:01.632269] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2025-12-24T20:18:01.632322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:01.632381] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:01.632409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:01.632467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:01.688525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:01.689325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:01.689429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:01.689462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:01.785655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:01.785814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:01.785854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:01.785882] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:01.789182] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: DOWN (p=6.03%)
[2025-12-24T20:18:01.789486] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2025-12-24T20:18:01.789629] [INFO ] [sig       ] BPRN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:01.931886] [INFO ] [LOCAL     ] Saved forecast: BPRN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BPRN.txt
[2025-12-24T20:18:01.932039] [INFO ] [sig       ] [503/3551] Completed BPRN in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 17.9m
[2025-12-24T20:18:01.932081] [INFO ] [sig       ] [504/3551] Forecasting BPYPM...
[2025-12-24T20:18:01.932112] [INFO ] [sig       ] Generating forecast for: BPYPM
[2025-12-24T20:18:01.932142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2025-12-24T20:18:01.943127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2025-12-24T20:18:01.943478] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2025-12-24T20:18:01.944273] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2025-12-24T20:18:01.944329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:01.944365] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:01.944392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:01.944449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:02.003998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:02.004735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:02.004818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:02.004850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:02.113666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:02.113820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:02.113860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:02.113889] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:02.117301] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: UP (p=86.40%)
[2025-12-24T20:18:02.117619] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2025-12-24T20:18:02.117753] [INFO ] [sig       ] BPYPM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:02.260486] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BPYPM.txt
[2025-12-24T20:18:02.260641] [INFO ] [sig       ] [504/3551] Completed BPYPM in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 17.9m
[2025-12-24T20:18:02.260684] [INFO ] [sig       ] [505/3551] Forecasting BPYPO...
[2025-12-24T20:18:02.260714] [INFO ] [sig       ] Generating forecast for: BPYPO
[2025-12-24T20:18:02.260744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2025-12-24T20:18:02.271510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2025-12-24T20:18:02.271847] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2025-12-24T20:18:02.272898] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2025-12-24T20:18:02.272953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:02.272989] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:02.273019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:02.273079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:02.336914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:02.338480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:02.338675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:02.338722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:02.441410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:02.441588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:02.441629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:02.441658] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:02.445119] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: DOWN (p=15.23%)
[2025-12-24T20:18:02.445391] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2025-12-24T20:18:02.445533] [INFO ] [sig       ] BPYPO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:02.593103] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BPYPO.txt
[2025-12-24T20:18:02.593278] [INFO ] [sig       ] [505/3551] Completed BPYPO in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 17.9m
[2025-12-24T20:18:02.593330] [INFO ] [sig       ] [506/3551] Forecasting BPYPP...
[2025-12-24T20:18:02.593374] [INFO ] [sig       ] Generating forecast for: BPYPP
[2025-12-24T20:18:02.593414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2025-12-24T20:18:02.606848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2025-12-24T20:18:02.607231] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2025-12-24T20:18:02.608058] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2025-12-24T20:18:02.608113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:02.608147] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:02.608176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:02.608236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:02.668889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:02.669771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:02.669858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:02.669891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:02.776957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:02.777115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:02.777156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:02.777256] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:02.781063] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: UP (p=55.81%)
[2025-12-24T20:18:02.781340] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2025-12-24T20:18:02.781470] [INFO ] [sig       ] BPYPP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:02.925878] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BPYPP.txt
[2025-12-24T20:18:02.926018] [INFO ] [sig       ] [506/3551] Completed BPYPP in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 17.9m
[2025-12-24T20:18:02.926061] [INFO ] [sig       ] [507/3551] Forecasting BRAG...
[2025-12-24T20:18:02.926091] [INFO ] [sig       ] Generating forecast for: BRAG
[2025-12-24T20:18:02.926121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2025-12-24T20:18:02.936718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2025-12-24T20:18:02.936997] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2025-12-24T20:18:02.937764] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2025-12-24T20:18:02.937817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:02.937849] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:02.937877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:02.937938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:02.995378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:02.996030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:02.996110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:02.996150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:03.117050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:03.117186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:03.117226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:03.117256] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:03.120607] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: DOWN (p=26.35%)
[2025-12-24T20:18:03.120873] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2025-12-24T20:18:03.120992] [INFO ] [sig       ] BRAG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:03.262188] [INFO ] [LOCAL     ] Saved forecast: BRAG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BRAG.txt
[2025-12-24T20:18:03.262309] [INFO ] [sig       ] [507/3551] Completed BRAG in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 17.9m
[2025-12-24T20:18:03.262358] [INFO ] [sig       ] [508/3551] Forecasting BRC...
[2025-12-24T20:18:03.262389] [INFO ] [sig       ] Generating forecast for: BRC
[2025-12-24T20:18:03.262421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-12-24T20:18:03.273684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2025-12-24T20:18:03.273971] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-12-24T20:18:03.274773] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-12-24T20:18:03.274825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:03.274856] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:03.274884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:03.274942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:03.331845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:03.332453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:03.332531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:03.332562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:03.453073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:03.453226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:03.453265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:03.453295] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:03.457070] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: DOWN (p=4.33%)
[2025-12-24T20:18:03.457336] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-12-24T20:18:03.457455] [INFO ] [sig       ] BRC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:03.598561] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BRC.txt
[2025-12-24T20:18:03.598696] [INFO ] [sig       ] [508/3551] Completed BRC in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 17.9m
[2025-12-24T20:18:03.598735] [INFO ] [sig       ] [509/3551] Forecasting BRCC...
[2025-12-24T20:18:03.598765] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-12-24T20:18:03.598795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-12-24T20:18:03.610076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRCC'.
[2025-12-24T20:18:03.610369] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-12-24T20:18:03.611131] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-12-24T20:18:03.611183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:03.611214] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:03.611241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:03.611296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:03.669544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:03.670155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:03.670234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:03.670266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:03.793942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:03.794084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:03.794122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:03.794150] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:03.797458] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: UP (p=98.30%)
[2025-12-24T20:18:03.797741] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-12-24T20:18:03.797863] [INFO ] [sig       ] BRCC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:03.937895] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BRCC.txt
[2025-12-24T20:18:03.938012] [INFO ] [sig       ] [509/3551] Completed BRCC in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 17.9m
[2025-12-24T20:18:03.938065] [INFO ] [sig       ] [510/3551] Forecasting BRO...
[2025-12-24T20:18:03.938100] [INFO ] [sig       ] Generating forecast for: BRO
[2025-12-24T20:18:03.938129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-12-24T20:18:03.949146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2025-12-24T20:18:03.949470] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-12-24T20:18:03.950251] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-12-24T20:18:03.950304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:03.950336] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:03.950363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:03.950432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:04.008050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:04.008705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:04.008783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:04.008816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:04.132185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:04.132334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:04.132373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:04.132402] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:04.135880] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: DOWN (p=14.57%)
[2025-12-24T20:18:04.136147] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-12-24T20:18:04.136266] [INFO ] [sig       ] BRO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:04.278690] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BRO.txt
[2025-12-24T20:18:04.278826] [INFO ] [sig       ] [510/3551] Completed BRO in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-24T20:18:04.278866] [INFO ] [sig       ] [511/3551] Forecasting BROS...
[2025-12-24T20:18:04.278895] [INFO ] [sig       ] Generating forecast for: BROS
[2025-12-24T20:18:04.278924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-12-24T20:18:04.291255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2025-12-24T20:18:04.291557] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-12-24T20:18:04.292344] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-12-24T20:18:04.292398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:04.292430] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:04.292458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:04.292517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:04.350146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:04.350865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:04.350945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:04.350977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:04.474063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:04.474226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:04.474266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:04.474294] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:04.477691] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: DOWN (p=17.22%)
[2025-12-24T20:18:04.477966] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-12-24T20:18:04.478095] [INFO ] [sig       ] BROS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:04.623013] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BROS.txt
[2025-12-24T20:18:04.623165] [INFO ] [sig       ] [511/3551] Completed BROS in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-24T20:18:04.623205] [INFO ] [sig       ] [512/3551] Forecasting BRSP...
[2025-12-24T20:18:04.623234] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-12-24T20:18:04.623264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-12-24T20:18:04.634880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2025-12-24T20:18:04.635200] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-12-24T20:18:04.636227] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-12-24T20:18:04.636306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:04.636341] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:04.636370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:04.636428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:04.695141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:04.695984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:04.696068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:04.696102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:04.817666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:04.817816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:04.817855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:04.817883] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:04.821214] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: DOWN (p=1.92%)
[2025-12-24T20:18:04.821510] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-12-24T20:18:04.821654] [INFO ] [sig       ] BRSP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:04.970264] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BRSP.txt
[2025-12-24T20:18:04.970411] [INFO ] [sig       ] [512/3551] Completed BRSP in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-24T20:18:04.970459] [INFO ] [sig       ] [513/3551] Forecasting BRX...
[2025-12-24T20:18:04.970499] [INFO ] [sig       ] Generating forecast for: BRX
[2025-12-24T20:18:04.970536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-12-24T20:18:04.982294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2025-12-24T20:18:04.982651] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-12-24T20:18:04.983413] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-12-24T20:18:04.983468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:04.983501] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:04.983530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:04.983612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:05.043319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:05.044186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:05.044294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:05.044339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:05.170257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:05.170400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:05.170447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:05.170481] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:05.174237] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=59.93%)
[2025-12-24T20:18:05.174502] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-12-24T20:18:05.174643] [INFO ] [sig       ] BRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:05.316841] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BRX.txt
[2025-12-24T20:18:05.316972] [INFO ] [sig       ] [513/3551] Completed BRX in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-24T20:18:05.317011] [INFO ] [sig       ] [514/3551] Forecasting BRZE...
[2025-12-24T20:18:05.317041] [INFO ] [sig       ] Generating forecast for: BRZE
[2025-12-24T20:18:05.317070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2025-12-24T20:18:05.329266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2025-12-24T20:18:05.329811] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2025-12-24T20:18:05.330652] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2025-12-24T20:18:05.330706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:05.330739] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:05.330767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:05.330825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:05.389456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:05.390093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:05.390171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:05.390203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:05.513819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:05.513969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:05.514009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:05.514037] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:05.517540] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: UP (p=95.46%)
[2025-12-24T20:18:05.517843] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2025-12-24T20:18:05.517968] [INFO ] [sig       ] BRZE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:05.659882] [INFO ] [LOCAL     ] Saved forecast: BRZE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BRZE.txt
[2025-12-24T20:18:05.660008] [INFO ] [sig       ] [514/3551] Completed BRZE in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-24T20:18:05.660048] [INFO ] [sig       ] [515/3551] Forecasting BSAC...
[2025-12-24T20:18:05.660077] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-12-24T20:18:05.660106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-12-24T20:18:05.671513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSAC'.
[2025-12-24T20:18:05.671810] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-12-24T20:18:05.672653] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-12-24T20:18:05.672712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:05.672746] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:05.672774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:05.672833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:05.730379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:05.731114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:05.731194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:05.731227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:05.850945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:05.851094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:05.851136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:05.851165] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:05.854532] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: DOWN (p=37.61%)
[2025-12-24T20:18:05.854820] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-12-24T20:18:05.854944] [INFO ] [sig       ] BSAC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:05.998440] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BSAC.txt
[2025-12-24T20:18:05.998593] [INFO ] [sig       ] [515/3551] Completed BSAC in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-24T20:18:05.998635] [INFO ] [sig       ] [516/3551] Forecasting BSCQ...
[2025-12-24T20:18:05.998664] [INFO ] [sig       ] Generating forecast for: BSCQ
[2025-12-24T20:18:05.998694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2025-12-24T20:18:06.010297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2025-12-24T20:18:06.010607] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2025-12-24T20:18:06.011362] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2025-12-24T20:18:06.011420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:06.011460] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:06.011493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:06.011561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:06.067857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:06.068483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:06.068563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:06.068614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:06.188472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:06.188636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:06.188677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:06.188707] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:06.195182] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: DOWN (p=46.79%)
[2025-12-24T20:18:06.195498] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2025-12-24T20:18:06.195647] [INFO ] [sig       ] BSCQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:06.340195] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BSCQ.txt
[2025-12-24T20:18:06.340348] [INFO ] [sig       ] [516/3551] Completed BSCQ in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-24T20:18:06.340390] [INFO ] [sig       ] [517/3551] Forecasting BSCS...
[2025-12-24T20:18:06.340427] [INFO ] [sig       ] Generating forecast for: BSCS
[2025-12-24T20:18:06.340463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2025-12-24T20:18:06.352611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2025-12-24T20:18:06.352907] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2025-12-24T20:18:06.353681] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2025-12-24T20:18:06.353733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:06.353765] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:06.353792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:06.353848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:06.411356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:06.412063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:06.412144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:06.412176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:06.537412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:06.537563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:06.537621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:06.537840] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:06.541365] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: UP (p=62.73%)
[2025-12-24T20:18:06.541693] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2025-12-24T20:18:06.541814] [INFO ] [sig       ] BSCS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:06.684154] [INFO ] [LOCAL     ] Saved forecast: BSCS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BSCS.txt
[2025-12-24T20:18:06.684286] [INFO ] [sig       ] [517/3551] Completed BSCS in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-24T20:18:06.684324] [INFO ] [sig       ] [518/3551] Forecasting BSCX...
[2025-12-24T20:18:06.684354] [INFO ] [sig       ] Generating forecast for: BSCX
[2025-12-24T20:18:06.684384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2025-12-24T20:18:06.695764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2025-12-24T20:18:06.696053] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2025-12-24T20:18:06.697011] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2025-12-24T20:18:06.697063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:06.697095] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:06.697123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:06.697188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:06.754621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:06.755255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:06.755334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:06.755366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:06.880958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:06.881134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:06.881189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:06.881222] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:06.884741] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: UP (p=84.00%)
[2025-12-24T20:18:06.885018] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2025-12-24T20:18:06.885155] [INFO ] [sig       ] BSCX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:07.027900] [INFO ] [LOCAL     ] Saved forecast: BSCX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BSCX.txt
[2025-12-24T20:18:07.028042] [INFO ] [sig       ] [518/3551] Completed BSCX in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-24T20:18:07.028083] [INFO ] [sig       ] [519/3551] Forecasting BSCY...
[2025-12-24T20:18:07.028112] [INFO ] [sig       ] Generating forecast for: BSCY
[2025-12-24T20:18:07.028142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2025-12-24T20:18:07.040191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2025-12-24T20:18:07.040505] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2025-12-24T20:18:07.041274] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2025-12-24T20:18:07.041326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:07.041359] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:07.041386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:07.041443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:07.099392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:07.100044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:07.100142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:07.100176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:07.221089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:07.221259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:07.221299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:07.221330] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:07.224845] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: DOWN (p=44.87%)
[2025-12-24T20:18:07.225116] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2025-12-24T20:18:07.225266] [INFO ] [sig       ] BSCY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:07.372053] [INFO ] [LOCAL     ] Saved forecast: BSCY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BSCY.txt
[2025-12-24T20:18:07.372183] [INFO ] [sig       ] [519/3551] Completed BSCY in 0.3s | 2.84 sym/s | Total: 3.0m | ETA: 17.8m
[2025-12-24T20:18:07.372222] [INFO ] [sig       ] [520/3551] Forecasting BSJQ...
[2025-12-24T20:18:07.372251] [INFO ] [sig       ] Generating forecast for: BSJQ
[2025-12-24T20:18:07.372281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2025-12-24T20:18:07.384128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2025-12-24T20:18:07.384432] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2025-12-24T20:18:07.385415] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2025-12-24T20:18:07.385468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:07.385526] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:07.385561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:07.385845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:07.447648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:07.448485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:07.448589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:07.448626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:07.574586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:07.574949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:07.574993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:07.575022] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:07.578601] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=61.29%)
[2025-12-24T20:18:07.578885] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2025-12-24T20:18:07.579014] [INFO ] [sig       ] BSJQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:07.719872] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BSJQ.txt
[2025-12-24T20:18:07.720013] [INFO ] [sig       ] [520/3551] Completed BSJQ in 0.3s | 2.84 sym/s | Total: 3.1m | ETA: 17.8m
[2025-12-24T20:18:07.720054] [INFO ] [sig       ] [521/3551] Forecasting BSJS...
[2025-12-24T20:18:07.720084] [INFO ] [sig       ] Generating forecast for: BSJS
[2025-12-24T20:18:07.720113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2025-12-24T20:18:07.732457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2025-12-24T20:18:07.732761] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2025-12-24T20:18:07.733498] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2025-12-24T20:18:07.733550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:07.733600] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:07.733628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:07.733685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:07.790948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:07.791550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:07.791684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:07.791751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:07.912701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:07.912849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:07.912888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:07.912918] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:07.916200] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: UP (p=58.00%)
[2025-12-24T20:18:07.916462] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2025-12-24T20:18:07.916600] [INFO ] [sig       ] BSJS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:08.057584] [INFO ] [LOCAL     ] Saved forecast: BSJS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BSJS.txt
[2025-12-24T20:18:08.057711] [INFO ] [sig       ] [521/3551] Completed BSJS in 0.3s | 2.84 sym/s | Total: 3.1m | ETA: 17.8m
[2025-12-24T20:18:08.057751] [INFO ] [sig       ] [522/3551] Forecasting BSL...
[2025-12-24T20:18:08.057780] [INFO ] [sig       ] Generating forecast for: BSL
[2025-12-24T20:18:08.057810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-12-24T20:18:08.069958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2025-12-24T20:18:08.070261] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-12-24T20:18:08.071098] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-12-24T20:18:08.071153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:08.071188] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:08.071217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:08.071276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:08.132359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:08.133072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:08.133154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:08.133188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:08.257170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:08.257323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:08.257364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:08.257395] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:08.260923] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: DOWN (p=39.06%)
[2025-12-24T20:18:08.261214] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-12-24T20:18:08.261344] [INFO ] [sig       ] BSL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:08.411964] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BSL.txt
[2025-12-24T20:18:08.412117] [INFO ] [sig       ] [522/3551] Completed BSL in 0.4s | 2.84 sym/s | Total: 3.1m | ETA: 17.8m
[2025-12-24T20:18:08.412167] [INFO ] [sig       ] [523/3551] Forecasting BSLK...
[2025-12-24T20:18:08.412201] [INFO ] [sig       ] Generating forecast for: BSLK
[2025-12-24T20:18:08.412242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'.
[2025-12-24T20:18:08.425405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSLK'.
[2025-12-24T20:18:08.425960] [INFO ] [FORECASTER] Starting predict_future for BSLK
[2025-12-24T20:18:08.427182] [DEBUG] [LOCAL     ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt
[2025-12-24T20:18:08.427254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:08.427314] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:08.427346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:08.427413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:08.485877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:08.486632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:08.486719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:08.486752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:08.599999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:08.600161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:08.600203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:08.600263] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:08.605160] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: UP (p=70.06%)
[2025-12-24T20:18:08.605446] [INFO ] [FORECASTER] Completed predict_future for BSLK
[2025-12-24T20:18:08.605605] [INFO ] [sig       ] BSLK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:08.800287] [INFO ] [LOCAL     ] Saved forecast: BSLK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BSLK.txt
[2025-12-24T20:18:08.800433] [INFO ] [sig       ] [523/3551] Completed BSLK in 0.4s | 2.84 sym/s | Total: 3.1m | ETA: 17.8m
[2025-12-24T20:18:08.800477] [INFO ] [sig       ] [524/3551] Forecasting BSM...
[2025-12-24T20:18:08.800513] [INFO ] [sig       ] Generating forecast for: BSM
[2025-12-24T20:18:08.800549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-12-24T20:18:08.811946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2025-12-24T20:18:08.812260] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-12-24T20:18:08.813088] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-12-24T20:18:08.813143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:08.813205] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:08.813244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:08.813303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:08.873321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:08.873993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:08.874074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:08.874108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:08.995610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:08.995760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:08.995800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:08.995829] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:08.999202] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: UP (p=85.75%)
[2025-12-24T20:18:08.999495] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-12-24T20:18:08.999644] [INFO ] [sig       ] BSM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:09.148073] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BSM.txt
[2025-12-24T20:18:09.148235] [INFO ] [sig       ] [524/3551] Completed BSM in 0.3s | 2.84 sym/s | Total: 3.1m | ETA: 17.8m
[2025-12-24T20:18:09.148278] [INFO ] [sig       ] [525/3551] Forecasting BSMQ...
[2025-12-24T20:18:09.148308] [INFO ] [sig       ] Generating forecast for: BSMQ
[2025-12-24T20:18:09.148338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2025-12-24T20:18:09.160130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2025-12-24T20:18:09.160444] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2025-12-24T20:18:09.161304] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2025-12-24T20:18:09.161358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:09.161391] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:09.161419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:09.161477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:09.220952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:09.221676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:09.221764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:09.221797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:09.343334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:09.343483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:09.343524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:09.343555] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:09.347282] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: UP (p=56.01%)
[2025-12-24T20:18:09.347563] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2025-12-24T20:18:09.347716] [INFO ] [sig       ] BSMQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:09.491639] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BSMQ.txt
[2025-12-24T20:18:09.491831] [INFO ] [sig       ] [525/3551] Completed BSMQ in 0.3s | 2.84 sym/s | Total: 3.1m | ETA: 17.8m
[2025-12-24T20:18:09.491876] [INFO ] [sig       ] [526/3551] Forecasting BSMS...
[2025-12-24T20:18:09.491907] [INFO ] [sig       ] Generating forecast for: BSMS
[2025-12-24T20:18:09.491938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2025-12-24T20:18:09.503285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2025-12-24T20:18:09.503682] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2025-12-24T20:18:09.504457] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2025-12-24T20:18:09.504511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:09.504544] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:09.504592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:09.504668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:09.566488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:09.567372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:09.567457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:09.567492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:09.682668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:09.683013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:09.683055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:09.683085] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:09.686956] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2025-12-24T20:18:09.687234] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2025-12-24T20:18:09.687359] [INFO ] [sig       ] BSMS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:09.840483] [INFO ] [LOCAL     ] Saved forecast: BSMS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BSMS.txt
[2025-12-24T20:18:09.840666] [INFO ] [sig       ] [526/3551] Completed BSMS in 0.3s | 2.84 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-24T20:18:09.840714] [INFO ] [sig       ] [527/3551] Forecasting BSSX...
[2025-12-24T20:18:09.840748] [INFO ] [sig       ] Generating forecast for: BSSX
[2025-12-24T20:18:09.840777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2025-12-24T20:18:09.852656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2025-12-24T20:18:09.853016] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2025-12-24T20:18:09.853835] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2025-12-24T20:18:09.853887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:09.853919] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:09.853946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:09.854002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:09.914039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:09.914907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:09.914993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:09.915027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:10.028110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:10.028269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:10.028311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:10.028341] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:10.031805] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: UP (p=95.65%)
[2025-12-24T20:18:10.032078] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2025-12-24T20:18:10.032206] [INFO ] [sig       ] BSSX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:10.174876] [INFO ] [LOCAL     ] Saved forecast: BSSX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BSSX.txt
[2025-12-24T20:18:10.175034] [INFO ] [sig       ] [527/3551] Completed BSSX in 0.3s | 2.84 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-24T20:18:10.175076] [INFO ] [sig       ] [528/3551] Forecasting BSTZ...
[2025-12-24T20:18:10.175106] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-12-24T20:18:10.175136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-12-24T20:18:10.186837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2025-12-24T20:18:10.187167] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-12-24T20:18:10.187957] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-12-24T20:18:10.188009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:10.188040] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:10.188067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:10.188123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:10.247318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:10.248192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:10.248277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:10.248310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:10.370064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:10.370218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:10.370257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:10.370286] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:10.373649] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: UP (p=62.26%)
[2025-12-24T20:18:10.373919] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-12-24T20:18:10.374059] [INFO ] [sig       ] BSTZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:10.524029] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BSTZ.txt
[2025-12-24T20:18:10.524198] [INFO ] [sig       ] [528/3551] Completed BSTZ in 0.3s | 2.84 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-24T20:18:10.524240] [INFO ] [sig       ] [529/3551] Forecasting BSVN...
[2025-12-24T20:18:10.524270] [INFO ] [sig       ] Generating forecast for: BSVN
[2025-12-24T20:18:10.524299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2025-12-24T20:18:10.534670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2025-12-24T20:18:10.535013] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2025-12-24T20:18:10.535781] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2025-12-24T20:18:10.535833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:10.535865] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:10.535891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:10.535947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:10.593073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:10.593914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:10.594024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:10.594058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:10.707687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:10.707841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:10.707879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:10.707908] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:10.711215] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: UP (p=84.27%)
[2025-12-24T20:18:10.711480] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2025-12-24T20:18:10.711628] [INFO ] [sig       ] BSVN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:10.854808] [INFO ] [LOCAL     ] Saved forecast: BSVN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BSVN.txt
[2025-12-24T20:18:10.854962] [INFO ] [sig       ] [529/3551] Completed BSVN in 0.3s | 2.84 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-24T20:18:10.855001] [INFO ] [sig       ] [530/3551] Forecasting BSVO...
[2025-12-24T20:18:10.855031] [INFO ] [sig       ] Generating forecast for: BSVO
[2025-12-24T20:18:10.855060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2025-12-24T20:18:10.866991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2025-12-24T20:18:10.867310] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2025-12-24T20:18:10.868290] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2025-12-24T20:18:10.868343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:10.868374] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:10.868401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:10.868457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:10.927333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:10.928257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:10.928371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:10.928406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:11.056485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:11.056660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:11.056700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:11.056744] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:11.063381] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: DOWN (p=11.63%)
[2025-12-24T20:18:11.063742] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2025-12-24T20:18:11.063881] [INFO ] [sig       ] BSVO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:11.204380] [INFO ] [LOCAL     ] Saved forecast: BSVO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BSVO.txt
[2025-12-24T20:18:11.204506] [INFO ] [sig       ] [530/3551] Completed BSVO in 0.3s | 2.84 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-24T20:18:11.204551] [INFO ] [sig       ] [531/3551] Forecasting BSX...
[2025-12-24T20:18:11.204598] [INFO ] [sig       ] Generating forecast for: BSX
[2025-12-24T20:18:11.204630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-12-24T20:18:11.216444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2025-12-24T20:18:11.216995] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-12-24T20:18:11.217775] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-12-24T20:18:11.217827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:11.217859] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:11.217885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:11.217941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:11.278200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:11.279047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:11.279132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:11.279168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:11.396830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:11.396984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:11.397026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:11.397057] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:11.400472] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-12-24T20:18:11.400777] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-12-24T20:18:11.400908] [INFO ] [sig       ] BSX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:11.543330] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BSX.txt
[2025-12-24T20:18:11.543467] [INFO ] [sig       ] [531/3551] Completed BSX in 0.3s | 2.84 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-24T20:18:11.543507] [INFO ] [sig       ] [532/3551] Forecasting BSY...
[2025-12-24T20:18:11.543537] [INFO ] [sig       ] Generating forecast for: BSY
[2025-12-24T20:18:11.543566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2025-12-24T20:18:11.556055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2025-12-24T20:18:11.556345] [INFO ] [FORECASTER] Starting predict_future for BSY
[2025-12-24T20:18:11.557309] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2025-12-24T20:18:11.557361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:11.557393] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:11.557419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:11.557476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:11.614755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:11.615385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:11.615480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:11.615516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:11.735517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:11.735879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:11.735919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:11.735947] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:11.739534] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: UP (p=84.72%)
[2025-12-24T20:18:11.740033] [INFO ] [FORECASTER] Completed predict_future for BSY
[2025-12-24T20:18:11.740154] [INFO ] [sig       ] BSY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:11.880565] [INFO ] [LOCAL     ] Saved forecast: BSY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BSY.txt
[2025-12-24T20:18:11.880716] [INFO ] [sig       ] [532/3551] Completed BSY in 0.3s | 2.84 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-24T20:18:11.880756] [INFO ] [sig       ] [533/3551] Forecasting BTA...
[2025-12-24T20:18:11.880792] [INFO ] [sig       ] Generating forecast for: BTA
[2025-12-24T20:18:11.880824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-12-24T20:18:11.892767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2025-12-24T20:18:11.893051] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-12-24T20:18:11.893827] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-12-24T20:18:11.893879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:11.893918] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:11.893944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:11.894000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:11.952864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:11.953721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:11.953806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:11.953841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:12.066089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:12.066238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:12.066282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:12.066313] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:12.070139] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: UP (p=97.47%)
[2025-12-24T20:18:12.070426] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-12-24T20:18:12.070555] [INFO ] [sig       ] BTA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:12.221705] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BTA.txt
[2025-12-24T20:18:12.221939] [INFO ] [sig       ] [533/3551] Completed BTA in 0.3s | 2.84 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-24T20:18:12.221993] [INFO ] [sig       ] [534/3551] Forecasting BTAI...
[2025-12-24T20:18:12.222027] [INFO ] [sig       ] Generating forecast for: BTAI
[2025-12-24T20:18:12.222073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2025-12-24T20:18:12.237200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2025-12-24T20:18:12.237626] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2025-12-24T20:18:12.238485] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2025-12-24T20:18:12.238542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:12.238598] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:12.238642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:12.238703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:12.312448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:12.313673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:12.313807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:12.313859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:12.463072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:12.463270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:12.463338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:12.463385] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:12.468077] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: UP (p=93.97%)
[2025-12-24T20:18:12.468426] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2025-12-24T20:18:12.468613] [INFO ] [sig       ] BTAI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:12.613712] [INFO ] [LOCAL     ] Saved forecast: BTAI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BTAI.txt
[2025-12-24T20:18:12.614052] [INFO ] [sig       ] [534/3551] Completed BTAI in 0.4s | 2.84 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-24T20:18:12.614094] [INFO ] [sig       ] [535/3551] Forecasting BTCS...
[2025-12-24T20:18:12.614124] [INFO ] [sig       ] Generating forecast for: BTCS
[2025-12-24T20:18:12.614154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2025-12-24T20:18:12.626224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2025-12-24T20:18:12.626601] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2025-12-24T20:18:12.627356] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2025-12-24T20:18:12.627407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:12.627439] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:12.627466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:12.627523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:12.686495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:12.687330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:12.687415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:12.687449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:12.804546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:12.804729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:12.804776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:12.804996] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:12.808455] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: UP (p=90.37%)
[2025-12-24T20:18:12.808751] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2025-12-24T20:18:12.809066] [INFO ] [sig       ] BTCS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:12.951136] [INFO ] [LOCAL     ] Saved forecast: BTCS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BTCS.txt
[2025-12-24T20:18:12.951275] [INFO ] [sig       ] [535/3551] Completed BTCS in 0.3s | 2.84 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-24T20:18:12.951314] [INFO ] [sig       ] [536/3551] Forecasting BTE...
[2025-12-24T20:18:12.951343] [INFO ] [sig       ] Generating forecast for: BTE
[2025-12-24T20:18:12.951374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-12-24T20:18:12.965106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2025-12-24T20:18:12.965604] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-12-24T20:18:12.966420] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-12-24T20:18:12.966473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:12.966505] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:12.966531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:12.966606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:13.023569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:13.024462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:13.024552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:13.024604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:13.144856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:13.145049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:13.145091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:13.145121] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:13.149027] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: UP (p=86.01%)
[2025-12-24T20:18:13.149298] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-12-24T20:18:13.149445] [INFO ] [sig       ] BTE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:13.292898] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BTE.txt
[2025-12-24T20:18:13.293063] [INFO ] [sig       ] [536/3551] Completed BTE in 0.3s | 2.84 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-24T20:18:13.293105] [INFO ] [sig       ] [537/3551] Forecasting BTF...
[2025-12-24T20:18:13.293134] [INFO ] [sig       ] Generating forecast for: BTF
[2025-12-24T20:18:13.293164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2025-12-24T20:18:13.306442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2025-12-24T20:18:13.306978] [INFO ] [FORECASTER] Starting predict_future for BTF
[2025-12-24T20:18:13.307755] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2025-12-24T20:18:13.307807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:13.307877] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:13.307905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:13.307961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:13.364376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:13.365235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:13.365319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:13.365351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:13.484164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:13.484325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:13.484365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:13.484392] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:13.487989] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: UP (p=77.11%)
[2025-12-24T20:18:13.488264] [INFO ] [FORECASTER] Completed predict_future for BTF
[2025-12-24T20:18:13.488388] [INFO ] [sig       ] BTF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:13.632963] [INFO ] [LOCAL     ] Saved forecast: BTF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BTF.txt
[2025-12-24T20:18:13.633125] [INFO ] [sig       ] [537/3551] Completed BTF in 0.3s | 2.84 sym/s | Total: 3.1m | ETA: 17.7m
[2025-12-24T20:18:13.633166] [INFO ] [sig       ] [538/3551] Forecasting BTI...
[2025-12-24T20:18:13.633196] [INFO ] [sig       ] Generating forecast for: BTI
[2025-12-24T20:18:13.633231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-12-24T20:18:13.644962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2025-12-24T20:18:13.645246] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-12-24T20:18:13.646226] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-12-24T20:18:13.646278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:13.646309] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:13.646335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:13.646390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:13.703920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:13.704748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:13.704829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:13.704862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:13.829170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:13.829362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:13.829412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:13.829447] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:13.833000] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: DOWN (p=15.75%)
[2025-12-24T20:18:13.833271] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-12-24T20:18:13.833394] [INFO ] [sig       ] BTI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:13.988713] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BTI.txt
[2025-12-24T20:18:13.988876] [INFO ] [sig       ] [538/3551] Completed BTI in 0.4s | 2.84 sym/s | Total: 3.2m | ETA: 17.7m
[2025-12-24T20:18:13.988917] [INFO ] [sig       ] [539/3551] Forecasting BTM...
[2025-12-24T20:18:13.988946] [INFO ] [sig       ] Generating forecast for: BTM
[2025-12-24T20:18:13.988977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'.
[2025-12-24T20:18:14.001191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTM'.
[2025-12-24T20:18:14.001528] [INFO ] [FORECASTER] Starting predict_future for BTM
[2025-12-24T20:18:14.002480] [DEBUG] [LOCAL     ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt
[2025-12-24T20:18:14.002534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:14.002593] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:14.002625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:14.002682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:14.059269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:14.060178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:14.060262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:14.060295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:14.176805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:14.176959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:14.176998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:14.177026] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:14.180368] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: UP (p=51.21%)
[2025-12-24T20:18:14.180657] [INFO ] [FORECASTER] Completed predict_future for BTM
[2025-12-24T20:18:14.180784] [INFO ] [sig       ] BTM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:14.322966] [INFO ] [LOCAL     ] Saved forecast: BTM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BTM.txt
[2025-12-24T20:18:14.323164] [INFO ] [sig       ] [539/3551] Completed BTM in 0.3s | 2.84 sym/s | Total: 3.2m | ETA: 17.7m
[2025-12-24T20:18:14.323217] [INFO ] [sig       ] [540/3551] Forecasting BTMD...
[2025-12-24T20:18:14.323250] [INFO ] [sig       ] Generating forecast for: BTMD
[2025-12-24T20:18:14.323280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2025-12-24T20:18:14.334766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2025-12-24T20:18:14.335106] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2025-12-24T20:18:14.335890] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2025-12-24T20:18:14.335943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:14.335974] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:14.336001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:14.336057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:14.393924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:14.394790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:14.394874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:14.394906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:14.523127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:14.523318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:14.523359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:14.523388] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:14.526964] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: DOWN (p=34.09%)
[2025-12-24T20:18:14.527249] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2025-12-24T20:18:14.527376] [INFO ] [sig       ] BTMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:14.687260] [INFO ] [LOCAL     ] Saved forecast: BTMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BTMD.txt
[2025-12-24T20:18:14.687412] [INFO ] [sig       ] [540/3551] Completed BTMD in 0.4s | 2.84 sym/s | Total: 3.2m | ETA: 17.7m
[2025-12-24T20:18:14.687452] [INFO ] [sig       ] [541/3551] Forecasting BTSG...
[2025-12-24T20:18:14.687480] [INFO ] [sig       ] Generating forecast for: BTSG
[2025-12-24T20:18:14.687510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2025-12-24T20:18:14.699787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2025-12-24T20:18:14.700104] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2025-12-24T20:18:14.700887] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2025-12-24T20:18:14.700939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:14.700970] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:14.700997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:14.701053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:14.758128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:14.758769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:14.758848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:14.758880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:14.880923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:14.881085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:14.881128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:14.881159] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:14.884644] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: DOWN (p=0.19%)
[2025-12-24T20:18:14.884919] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2025-12-24T20:18:14.885046] [INFO ] [sig       ] BTSG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:15.023970] [INFO ] [LOCAL     ] Saved forecast: BTSG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BTSG.txt
[2025-12-24T20:18:15.024128] [INFO ] [sig       ] [541/3551] Completed BTSG in 0.3s | 2.84 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-24T20:18:15.024167] [INFO ] [sig       ] [542/3551] Forecasting BTZ...
[2025-12-24T20:18:15.024197] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-12-24T20:18:15.024227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-12-24T20:18:15.035844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2025-12-24T20:18:15.036141] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-12-24T20:18:15.037035] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-12-24T20:18:15.037088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:15.037120] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:15.037147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:15.037204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:15.095072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:15.095739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:15.095819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:15.095852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:15.207885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:15.208018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:15.208055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:15.208085] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:15.211857] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: DOWN (p=32.75%)
[2025-12-24T20:18:15.212145] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-12-24T20:18:15.212271] [INFO ] [sig       ] BTZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:15.357070] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BTZ.txt
[2025-12-24T20:18:15.357225] [INFO ] [sig       ] [542/3551] Completed BTZ in 0.3s | 2.84 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-24T20:18:15.357263] [INFO ] [sig       ] [543/3551] Forecasting BUD...
[2025-12-24T20:18:15.357293] [INFO ] [sig       ] Generating forecast for: BUD
[2025-12-24T20:18:15.357322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-12-24T20:18:15.369002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2025-12-24T20:18:15.369300] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-12-24T20:18:15.370161] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-12-24T20:18:15.370214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:15.370246] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:15.370273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:15.370331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:15.429275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:15.430062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:15.430146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:15.430180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:15.548710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:15.548882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:15.548923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:15.548951] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:15.552425] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: DOWN (p=41.67%)
[2025-12-24T20:18:15.552740] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-12-24T20:18:15.552871] [INFO ] [sig       ] BUD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:15.697932] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BUD.txt
[2025-12-24T20:18:15.698077] [INFO ] [sig       ] [543/3551] Completed BUD in 0.3s | 2.84 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-24T20:18:15.698119] [INFO ] [sig       ] [544/3551] Forecasting BUFC...
[2025-12-24T20:18:15.698149] [INFO ] [sig       ] Generating forecast for: BUFC
[2025-12-24T20:18:15.698178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2025-12-24T20:18:15.710555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2025-12-24T20:18:15.711042] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2025-12-24T20:18:15.712087] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2025-12-24T20:18:15.712142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:15.712178] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:15.712207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:15.712267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:15.773347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:15.774236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:15.774332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:15.774364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:15.869468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:15.869640] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-24T20:18:15.869684] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:15.869713] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:15.873352] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: UP (p=60.98%)
[2025-12-24T20:18:15.873664] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2025-12-24T20:18:15.873797] [INFO ] [sig       ] BUFC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:16.024443] [INFO ] [LOCAL     ] Saved forecast: BUFC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BUFC.txt
[2025-12-24T20:18:16.024683] [INFO ] [sig       ] [544/3551] Completed BUFC in 0.3s | 2.84 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-24T20:18:16.024752] [INFO ] [sig       ] [545/3551] Forecasting BUG...
[2025-12-24T20:18:16.024798] [INFO ] [sig       ] Generating forecast for: BUG
[2025-12-24T20:18:16.024845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2025-12-24T20:18:16.038096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2025-12-24T20:18:16.038486] [INFO ] [FORECASTER] Starting predict_future for BUG
[2025-12-24T20:18:16.039410] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2025-12-24T20:18:16.039463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:16.039496] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:16.039523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:16.039635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:16.103781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:16.104725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:16.104826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:16.104861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:16.229021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:16.229180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:16.229221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:16.229249] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:16.232667] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: UP (p=90.40%)
[2025-12-24T20:18:16.232942] [INFO ] [FORECASTER] Completed predict_future for BUG
[2025-12-24T20:18:16.233070] [INFO ] [sig       ] BUG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:16.375225] [INFO ] [LOCAL     ] Saved forecast: BUG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BUG.txt
[2025-12-24T20:18:16.375386] [INFO ] [sig       ] [545/3551] Completed BUG in 0.4s | 2.84 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-24T20:18:16.375426] [INFO ] [sig       ] [546/3551] Forecasting BUI...
[2025-12-24T20:18:16.375456] [INFO ] [sig       ] Generating forecast for: BUI
[2025-12-24T20:18:16.375486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-12-24T20:18:16.387223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2025-12-24T20:18:16.387562] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-12-24T20:18:16.388353] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-12-24T20:18:16.388405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:16.388436] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:16.388463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:16.388519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:16.446356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:16.447338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:16.447426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:16.447458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:16.566695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:16.566857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:16.566898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:16.566927] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:16.570474] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2025-12-24T20:18:16.570796] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-12-24T20:18:16.571120] [INFO ] [sig       ] BUI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:16.724290] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BUI.txt
[2025-12-24T20:18:16.724433] [INFO ] [sig       ] [546/3551] Completed BUI in 0.3s | 2.84 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-24T20:18:16.724474] [INFO ] [sig       ] [547/3551] Forecasting BURL...
[2025-12-24T20:18:16.724503] [INFO ] [sig       ] Generating forecast for: BURL
[2025-12-24T20:18:16.724533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-12-24T20:18:16.735933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2025-12-24T20:18:16.736292] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-12-24T20:18:16.737064] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-12-24T20:18:16.737116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:16.737157] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:16.737186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:16.737240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:16.794144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:16.794960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:16.795078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:16.795111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:16.918509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:16.918682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:16.918724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:16.918752] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:16.922123] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-12-24T20:18:16.922397] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-12-24T20:18:16.922521] [INFO ] [sig       ] BURL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:17.067236] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BURL.txt
[2025-12-24T20:18:17.067440] [INFO ] [sig       ] [547/3551] Completed BURL in 0.3s | 2.84 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-24T20:18:17.067487] [INFO ] [sig       ] [548/3551] Forecasting BUSE...
[2025-12-24T20:18:17.067519] [INFO ] [sig       ] Generating forecast for: BUSE
[2025-12-24T20:18:17.067559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2025-12-24T20:18:17.080336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUSE'.
[2025-12-24T20:18:17.080766] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2025-12-24T20:18:17.081714] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2025-12-24T20:18:17.081780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:17.081825] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:17.081858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:17.081919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:17.143938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:17.144860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:17.144947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:17.144979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:17.266583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:17.266741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:17.266783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:17.266814] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:17.270289] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: DOWN (p=7.42%)
[2025-12-24T20:18:17.270565] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2025-12-24T20:18:17.270708] [INFO ] [sig       ] BUSE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:17.418452] [INFO ] [LOCAL     ] Saved forecast: BUSE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BUSE.txt
[2025-12-24T20:18:17.418621] [INFO ] [sig       ] [548/3551] Completed BUSE in 0.4s | 2.84 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-24T20:18:17.418664] [INFO ] [sig       ] [549/3551] Forecasting BUXX...
[2025-12-24T20:18:17.418693] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-12-24T20:18:17.418723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-12-24T20:18:17.431315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2025-12-24T20:18:17.431744] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-12-24T20:18:17.432534] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-12-24T20:18:17.432609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:17.432644] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:17.432671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:17.432728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:17.503885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:17.504961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:17.505063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:17.505099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:17.627562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:17.627729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:17.627768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:17.627796] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:17.631117] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: UP (p=86.03%)
[2025-12-24T20:18:17.631382] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-12-24T20:18:17.631502] [INFO ] [sig       ] BUXX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:17.787052] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BUXX.txt
[2025-12-24T20:18:17.787206] [INFO ] [sig       ] [549/3551] Completed BUXX in 0.4s | 2.84 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-24T20:18:17.787246] [INFO ] [sig       ] [550/3551] Forecasting BVFL...
[2025-12-24T20:18:17.787275] [INFO ] [sig       ] Generating forecast for: BVFL
[2025-12-24T20:18:17.787305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2025-12-24T20:18:17.799092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2025-12-24T20:18:17.799399] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2025-12-24T20:18:17.800347] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2025-12-24T20:18:17.800399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:17.800430] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:17.800456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:17.800511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:17.862403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:17.863257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:17.863343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:17.863377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:17.989326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:17.989513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:17.989553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:17.989603] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:17.993275] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: UP (p=55.74%)
[2025-12-24T20:18:17.993549] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2025-12-24T20:18:17.993687] [INFO ] [sig       ] BVFL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:18.138699] [INFO ] [LOCAL     ] Saved forecast: BVFL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BVFL.txt
[2025-12-24T20:18:18.138839] [INFO ] [sig       ] [550/3551] Completed BVFL in 0.4s | 2.84 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-24T20:18:18.138887] [INFO ] [sig       ] [551/3551] Forecasting BVN...
[2025-12-24T20:18:18.138918] [INFO ] [sig       ] Generating forecast for: BVN
[2025-12-24T20:18:18.138948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-12-24T20:18:18.150128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2025-12-24T20:18:18.150406] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-12-24T20:18:18.151360] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-12-24T20:18:18.151410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:18.151441] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:18.151467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:18.151522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:18.208866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:18.209457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:18.209535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:18.209567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:18.325695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:18.325836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:18.325877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:18.325905] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:18.329150] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: DOWN (p=9.23%)
[2025-12-24T20:18:18.329439] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-12-24T20:18:18.329559] [INFO ] [sig       ] BVN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:18.472990] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BVN.txt
[2025-12-24T20:18:18.473118] [INFO ] [sig       ] [551/3551] Completed BVN in 0.3s | 2.84 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-24T20:18:18.473158] [INFO ] [sig       ] [552/3551] Forecasting BVS...
[2025-12-24T20:18:18.473187] [INFO ] [sig       ] Generating forecast for: BVS
[2025-12-24T20:18:18.473217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2025-12-24T20:18:18.485362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2025-12-24T20:18:18.485655] [INFO ] [FORECASTER] Starting predict_future for BVS
[2025-12-24T20:18:18.486381] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2025-12-24T20:18:18.486431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:18.486463] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:18.486491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:18.486547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:18.543499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:18.544451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:18.544541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:18.544594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:18.667489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:18.667659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:18.667699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:18.667727] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:18.671060] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: DOWN (p=20.65%)
[2025-12-24T20:18:18.671319] [INFO ] [FORECASTER] Completed predict_future for BVS
[2025-12-24T20:18:18.671455] [INFO ] [sig       ] BVS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:18.811218] [INFO ] [LOCAL     ] Saved forecast: BVS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BVS.txt
[2025-12-24T20:18:18.811361] [INFO ] [sig       ] [552/3551] Completed BVS in 0.3s | 2.84 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-24T20:18:18.811400] [INFO ] [sig       ] [553/3551] Forecasting BWA...
[2025-12-24T20:18:18.811429] [INFO ] [sig       ] Generating forecast for: BWA
[2025-12-24T20:18:18.811459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-12-24T20:18:18.824163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2025-12-24T20:18:18.824602] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-12-24T20:18:18.825364] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-12-24T20:18:18.825416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:18.825448] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:18.825476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:18.825548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:18.887561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:18.888512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:18.888615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:18.888652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:19.008333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:19.008426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:19.008462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:19.008491] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:19.011623] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: DOWN (p=13.21%)
[2025-12-24T20:18:19.011897] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-12-24T20:18:19.012019] [INFO ] [sig       ] BWA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:19.157731] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BWA.txt
[2025-12-24T20:18:19.157861] [INFO ] [sig       ] [553/3551] Completed BWA in 0.3s | 2.84 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-24T20:18:19.157900] [INFO ] [sig       ] [554/3551] Forecasting BWAY...
[2025-12-24T20:18:19.157928] [INFO ] [sig       ] Generating forecast for: BWAY
[2025-12-24T20:18:19.158148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2025-12-24T20:18:19.170362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2025-12-24T20:18:19.170704] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2025-12-24T20:18:19.171453] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2025-12-24T20:18:19.171504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:19.171563] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:19.171611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:19.171667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:19.228340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:19.229182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:19.229266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:19.229299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:19.353227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:19.353382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:19.353422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:19.353466] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:19.356798] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: DOWN (p=9.66%)
[2025-12-24T20:18:19.357073] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2025-12-24T20:18:19.357194] [INFO ] [sig       ] BWAY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:19.496523] [INFO ] [LOCAL     ] Saved forecast: BWAY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BWAY.txt
[2025-12-24T20:18:19.496668] [INFO ] [sig       ] [554/3551] Completed BWAY in 0.3s | 2.84 sym/s | Total: 3.2m | ETA: 17.6m
[2025-12-24T20:18:19.496709] [INFO ] [sig       ] [555/3551] Forecasting BWB...
[2025-12-24T20:18:19.496738] [INFO ] [sig       ] Generating forecast for: BWB
[2025-12-24T20:18:19.496768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2025-12-24T20:18:19.507933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2025-12-24T20:18:19.508198] [INFO ] [FORECASTER] Starting predict_future for BWB
[2025-12-24T20:18:19.508946] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2025-12-24T20:18:19.508997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:19.509028] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:19.509055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:19.509111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:19.565875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:19.566436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:19.566512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:19.566543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:19.688428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:19.688521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:19.688557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:19.688602] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:19.692135] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: UP (p=58.25%)
[2025-12-24T20:18:19.692388] [INFO ] [FORECASTER] Completed predict_future for BWB
[2025-12-24T20:18:19.692502] [INFO ] [sig       ] BWB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:19.836969] [INFO ] [LOCAL     ] Saved forecast: BWB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BWB.txt
[2025-12-24T20:18:19.837135] [INFO ] [sig       ] [555/3551] Completed BWB in 0.3s | 2.84 sym/s | Total: 3.3m | ETA: 17.6m
[2025-12-24T20:18:19.837177] [INFO ] [sig       ] [556/3551] Forecasting BWEN...
[2025-12-24T20:18:19.837207] [INFO ] [sig       ] Generating forecast for: BWEN
[2025-12-24T20:18:19.837237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2025-12-24T20:18:19.849400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2025-12-24T20:18:19.849749] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2025-12-24T20:18:19.850495] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2025-12-24T20:18:19.850546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:19.850595] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:19.850624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:19.850680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:19.908754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:19.909656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:19.909754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:19.909788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:20.029964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:20.030123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:20.030165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:20.030193] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:20.033914] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: UP (p=90.67%)
[2025-12-24T20:18:20.034196] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2025-12-24T20:18:20.034323] [INFO ] [sig       ] BWEN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:20.173502] [INFO ] [LOCAL     ] Saved forecast: BWEN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BWEN.txt
[2025-12-24T20:18:20.173645] [INFO ] [sig       ] [556/3551] Completed BWEN in 0.3s | 2.84 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-24T20:18:20.173686] [INFO ] [sig       ] [557/3551] Forecasting BWFG...
[2025-12-24T20:18:20.173715] [INFO ] [sig       ] Generating forecast for: BWFG
[2025-12-24T20:18:20.173745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2025-12-24T20:18:20.185547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2025-12-24T20:18:20.185854] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2025-12-24T20:18:20.186603] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2025-12-24T20:18:20.186654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:20.186685] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:20.186711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:20.186767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:20.242326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:20.242906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:20.242982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:20.243014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:20.353655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:20.353807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:20.353852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:20.353917] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:20.357242] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: UP (p=93.61%)
[2025-12-24T20:18:20.357513] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2025-12-24T20:18:20.357653] [INFO ] [sig       ] BWFG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:20.502301] [INFO ] [LOCAL     ] Saved forecast: BWFG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BWFG.txt
[2025-12-24T20:18:20.502434] [INFO ] [sig       ] [557/3551] Completed BWFG in 0.3s | 2.84 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-24T20:18:20.502474] [INFO ] [sig       ] [558/3551] Forecasting BWG...
[2025-12-24T20:18:20.502503] [INFO ] [sig       ] Generating forecast for: BWG
[2025-12-24T20:18:20.502533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-12-24T20:18:20.513587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2025-12-24T20:18:20.513867] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-12-24T20:18:20.514615] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-12-24T20:18:20.514667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:20.514699] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:20.514736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:20.514793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:20.570900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:20.571466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:20.571542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:20.571591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:20.690439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:20.690583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:20.690623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:20.690652] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:20.693896] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: DOWN (p=9.37%)
[2025-12-24T20:18:20.694155] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-12-24T20:18:20.694274] [INFO ] [sig       ] BWG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:20.834248] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BWG.txt
[2025-12-24T20:18:20.834404] [INFO ] [sig       ] [558/3551] Completed BWG in 0.3s | 2.85 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-24T20:18:20.834444] [INFO ] [sig       ] [559/3551] Forecasting BWIN...
[2025-12-24T20:18:20.834474] [INFO ] [sig       ] Generating forecast for: BWIN
[2025-12-24T20:18:20.834504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2025-12-24T20:18:20.845479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2025-12-24T20:18:20.845808] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2025-12-24T20:18:20.846538] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2025-12-24T20:18:20.846611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:20.846645] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:20.846672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:20.846728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:20.903222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:20.904043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:20.904124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:20.904155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:21.019883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:21.020038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:21.020077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:21.020106] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:21.023440] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: DOWN (p=17.76%)
[2025-12-24T20:18:21.023724] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2025-12-24T20:18:21.023847] [INFO ] [sig       ] BWIN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:21.171758] [INFO ] [LOCAL     ] Saved forecast: BWIN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BWIN.txt
[2025-12-24T20:18:21.171926] [INFO ] [sig       ] [559/3551] Completed BWIN in 0.3s | 2.85 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-24T20:18:21.171974] [INFO ] [sig       ] [560/3551] Forecasting BWMN...
[2025-12-24T20:18:21.172004] [INFO ] [sig       ] Generating forecast for: BWMN
[2025-12-24T20:18:21.172035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2025-12-24T20:18:21.183276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2025-12-24T20:18:21.183540] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2025-12-24T20:18:21.184332] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2025-12-24T20:18:21.184383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:21.184413] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:21.184439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:21.184494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:21.239716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:21.240332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:21.240410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:21.240443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:21.360402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:21.360545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:21.360601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:21.360630] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:21.363933] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: DOWN (p=0.35%)
[2025-12-24T20:18:21.364195] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2025-12-24T20:18:21.364313] [INFO ] [sig       ] BWMN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:21.502739] [INFO ] [LOCAL     ] Saved forecast: BWMN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BWMN.txt
[2025-12-24T20:18:21.502857] [INFO ] [sig       ] [560/3551] Completed BWMN in 0.3s | 2.85 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-24T20:18:21.502895] [INFO ] [sig       ] [561/3551] Forecasting BXC...
[2025-12-24T20:18:21.502925] [INFO ] [sig       ] Generating forecast for: BXC
[2025-12-24T20:18:21.502956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-12-24T20:18:21.515116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2025-12-24T20:18:21.515446] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-12-24T20:18:21.516278] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-12-24T20:18:21.516333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:21.516365] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:21.516392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:21.516448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:21.574858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:21.575684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:21.575765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:21.575798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:21.697242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:21.697393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:21.697432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:21.697460] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:21.700812] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: UP (p=79.23%)
[2025-12-24T20:18:21.701089] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-12-24T20:18:21.701211] [INFO ] [sig       ] BXC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:21.843523] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BXC.txt
[2025-12-24T20:18:21.843694] [INFO ] [sig       ] [561/3551] Completed BXC in 0.3s | 2.85 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-24T20:18:21.843734] [INFO ] [sig       ] [562/3551] Forecasting BXMX...
[2025-12-24T20:18:21.843764] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-12-24T20:18:21.843803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-12-24T20:18:21.855306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2025-12-24T20:18:21.855622] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-12-24T20:18:21.856357] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-12-24T20:18:21.856409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:21.856441] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:21.856468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:21.856524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:21.912657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:21.913434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:21.913546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:21.913597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:22.038382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:22.038588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:22.038631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:22.038659] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:22.042223] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=12.34%)
[2025-12-24T20:18:22.042495] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-12-24T20:18:22.042640] [INFO ] [sig       ] BXMX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:22.189637] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BXMX.txt
[2025-12-24T20:18:22.189774] [INFO ] [sig       ] [562/3551] Completed BXMX in 0.3s | 2.85 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-24T20:18:22.189813] [INFO ] [sig       ] [563/3551] Forecasting BXP...
[2025-12-24T20:18:22.189842] [INFO ] [sig       ] Generating forecast for: BXP
[2025-12-24T20:18:22.189872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-12-24T20:18:22.201830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2025-12-24T20:18:22.202150] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-12-24T20:18:22.202919] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-12-24T20:18:22.202971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:22.203002] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:22.203028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:22.203084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:22.260523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:22.261366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:22.261451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:22.261483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:22.383551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:22.383715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:22.383755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:22.383782] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:22.387080] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2025-12-24T20:18:22.387341] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-12-24T20:18:22.387461] [INFO ] [sig       ] BXP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:22.530759] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BXP.txt
[2025-12-24T20:18:22.530909] [INFO ] [sig       ] [563/3551] Completed BXP in 0.3s | 2.85 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-24T20:18:22.530950] [INFO ] [sig       ] [564/3551] Forecasting BXSL...
[2025-12-24T20:18:22.530979] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-12-24T20:18:22.531009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-12-24T20:18:22.543323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2025-12-24T20:18:22.543653] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-12-24T20:18:22.544389] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-12-24T20:18:22.544441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:22.544472] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:22.544500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:22.544561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:22.602123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:22.602930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:22.603043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:22.603076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:22.721939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:22.722088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:22.722129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:22.722158] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:22.726270] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: UP (p=54.13%)
[2025-12-24T20:18:22.726587] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-12-24T20:18:22.726719] [INFO ] [sig       ] BXSL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:22.872220] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BXSL.txt
[2025-12-24T20:18:22.872365] [INFO ] [sig       ] [564/3551] Completed BXSL in 0.3s | 2.85 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-24T20:18:22.872404] [INFO ] [sig       ] [565/3551] Forecasting BYD...
[2025-12-24T20:18:22.872435] [INFO ] [sig       ] Generating forecast for: BYD
[2025-12-24T20:18:22.872464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-12-24T20:18:22.883796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2025-12-24T20:18:22.884126] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-12-24T20:18:22.884919] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-12-24T20:18:22.884972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:22.885004] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:22.885031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:22.885089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:22.944040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:22.944842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:22.944925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:22.944959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:23.068711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:23.068865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:23.068906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:23.068935] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:23.072467] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=56.19%)
[2025-12-24T20:18:23.072761] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-12-24T20:18:23.072893] [INFO ] [sig       ] BYD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:23.214075] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BYD.txt
[2025-12-24T20:18:23.214208] [INFO ] [sig       ] [565/3551] Completed BYD in 0.3s | 2.85 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-24T20:18:23.214246] [INFO ] [sig       ] [566/3551] Forecasting BYM...
[2025-12-24T20:18:23.214275] [INFO ] [sig       ] Generating forecast for: BYM
[2025-12-24T20:18:23.214305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-12-24T20:18:23.226690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYM'.
[2025-12-24T20:18:23.227073] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-12-24T20:18:23.227966] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-12-24T20:18:23.228022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:23.228055] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:23.228082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:23.228311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:23.287261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:23.288211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:23.288318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:23.288353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:23.406219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:23.406369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:23.406407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:23.406435] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:23.410228] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: UP (p=55.32%)
[2025-12-24T20:18:23.410516] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-12-24T20:18:23.410658] [INFO ] [sig       ] BYM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:23.555805] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BYM.txt
[2025-12-24T20:18:23.555961] [INFO ] [sig       ] [566/3551] Completed BYM in 0.3s | 2.85 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-24T20:18:23.556002] [INFO ] [sig       ] [567/3551] Forecasting BYRN...
[2025-12-24T20:18:23.556030] [INFO ] [sig       ] Generating forecast for: BYRN
[2025-12-24T20:18:23.556061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2025-12-24T20:18:23.567964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2025-12-24T20:18:23.568316] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2025-12-24T20:18:23.569091] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2025-12-24T20:18:23.569142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:23.569173] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:23.569199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:23.569255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:23.627840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:23.628703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:23.628787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:23.628821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:23.754275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:23.754429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:23.754470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:23.754501] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:23.757855] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: UP (p=56.58%)
[2025-12-24T20:18:23.758135] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2025-12-24T20:18:23.758267] [INFO ] [sig       ] BYRN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:23.901196] [INFO ] [LOCAL     ] Saved forecast: BYRN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BYRN.txt
[2025-12-24T20:18:23.901378] [INFO ] [sig       ] [567/3551] Completed BYRN in 0.3s | 2.85 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-24T20:18:23.901418] [INFO ] [sig       ] [568/3551] Forecasting BYSI...
[2025-12-24T20:18:23.901448] [INFO ] [sig       ] Generating forecast for: BYSI
[2025-12-24T20:18:23.901479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2025-12-24T20:18:23.912878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2025-12-24T20:18:23.913434] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2025-12-24T20:18:23.914244] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2025-12-24T20:18:23.914298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:23.914330] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:23.914357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:23.914412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:23.971222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:23.972072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:23.972155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:23.972187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:24.083042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:24.083197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:24.083235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:24.083264] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:24.086555] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: DOWN (p=49.11%)
[2025-12-24T20:18:24.086855] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2025-12-24T20:18:24.086980] [INFO ] [sig       ] BYSI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:24.229861] [INFO ] [LOCAL     ] Saved forecast: BYSI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BYSI.txt
[2025-12-24T20:18:24.230016] [INFO ] [sig       ] [568/3551] Completed BYSI in 0.3s | 2.85 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-24T20:18:24.230056] [INFO ] [sig       ] [569/3551] Forecasting BZ...
[2025-12-24T20:18:24.230086] [INFO ] [sig       ] Generating forecast for: BZ
[2025-12-24T20:18:24.230117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2025-12-24T20:18:24.242047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2025-12-24T20:18:24.242389] [INFO ] [FORECASTER] Starting predict_future for BZ
[2025-12-24T20:18:24.243153] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2025-12-24T20:18:24.243204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:24.243235] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:24.243262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:24.243317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:24.301526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:24.302505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:24.302637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:24.302674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:24.430309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:24.430465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:24.430506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:24.430537] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:24.434528] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: DOWN (p=25.57%)
[2025-12-24T20:18:24.434846] [INFO ] [FORECASTER] Completed predict_future for BZ
[2025-12-24T20:18:24.434983] [INFO ] [sig       ] BZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:24.594101] [INFO ] [LOCAL     ] Saved forecast: BZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BZ.txt
[2025-12-24T20:18:24.594260] [INFO ] [sig       ] [569/3551] Completed BZ in 0.4s | 2.85 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-24T20:18:24.594302] [INFO ] [sig       ] [570/3551] Forecasting BZH...
[2025-12-24T20:18:24.594333] [INFO ] [sig       ] Generating forecast for: BZH
[2025-12-24T20:18:24.594367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-12-24T20:18:24.606637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2025-12-24T20:18:24.607010] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-12-24T20:18:24.607849] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-12-24T20:18:24.607902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:24.607935] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:24.607961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:24.608016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:24.666093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:24.666973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:24.667057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:24.667089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:24.787790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:24.787942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:24.787982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:24.788009] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:24.791733] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: UP (p=77.97%)
[2025-12-24T20:18:24.792034] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-12-24T20:18:24.792169] [INFO ] [sig       ] BZH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:24.935128] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/BZH.txt
[2025-12-24T20:18:24.935277] [INFO ] [sig       ] [570/3551] Completed BZH in 0.3s | 2.85 sym/s | Total: 3.3m | ETA: 17.5m
[2025-12-24T20:18:24.935316] [INFO ] [sig       ] [571/3551] Forecasting BZUN...
[2025-12-24T20:18:24.935345] [INFO ] [sig       ] Generating forecast for: BZUN
[2025-12-24T20:18:24.935374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2025-12-24T20:18:24.946868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2025-12-24T20:18:24.947185] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2025-12-24T20:18:24.947950] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2025-12-24T20:18:24.948010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:24.948084] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:24.948113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:24.948169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:25.010720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:25.011603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:25.011688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:25.011723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:25.139297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:25.139482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:25.139526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:25.139557] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:25.143646] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: DOWN (p=40.65%)
[2025-12-24T20:18:25.144018] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2025-12-24T20:18:25.144359] [INFO ] [sig       ] BZUN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:25.323450] [INFO ] [LOCAL     ] Saved forecast: BZUN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/BZUN.txt
[2025-12-24T20:18:25.323629] [INFO ] [sig       ] [571/3551] Completed BZUN in 0.4s | 2.85 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-24T20:18:25.323676] [INFO ] [sig       ] [572/3551] Forecasting C...
[2025-12-24T20:18:25.323708] [INFO ] [sig       ] Generating forecast for: C
[2025-12-24T20:18:25.323740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-12-24T20:18:25.335850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2025-12-24T20:18:25.336186] [INFO ] [FORECASTER] Starting predict_future for C
[2025-12-24T20:18:25.336988] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-12-24T20:18:25.337041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:25.337073] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:25.337101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:25.337159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:25.398251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:25.399137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:25.399224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:25.399257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:25.526431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:25.526603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:25.526655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:25.526686] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:25.530170] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: DOWN (p=16.25%)
[2025-12-24T20:18:25.530446] [INFO ] [FORECASTER] Completed predict_future for C
[2025-12-24T20:18:25.530593] [INFO ] [sig       ] C: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:25.672740] [INFO ] [LOCAL     ] Saved forecast: C	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/C.txt
[2025-12-24T20:18:25.672876] [INFO ] [sig       ] [572/3551] Completed C in 0.3s | 2.85 sym/s | Total: 3.3m | ETA: 17.4m
[2025-12-24T20:18:25.672914] [INFO ] [sig       ] [573/3551] Forecasting CAAP...
[2025-12-24T20:18:25.672944] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-12-24T20:18:25.672981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-12-24T20:18:25.686250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2025-12-24T20:18:25.686633] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-12-24T20:18:25.687428] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-12-24T20:18:25.687481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:25.687520] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:25.687558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:25.687651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:25.747090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:25.747984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:25.748073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:25.748107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:25.883064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:25.883220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:25.883260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:25.883288] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:25.886815] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=72.55%)
[2025-12-24T20:18:25.887097] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-12-24T20:18:25.887222] [INFO ] [sig       ] CAAP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:26.041367] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CAAP.txt
[2025-12-24T20:18:26.041519] [INFO ] [sig       ] [573/3551] Completed CAAP in 0.4s | 2.85 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-24T20:18:26.041558] [INFO ] [sig       ] [574/3551] Forecasting CAAS...
[2025-12-24T20:18:26.041611] [INFO ] [sig       ] Generating forecast for: CAAS
[2025-12-24T20:18:26.041644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2025-12-24T20:18:26.052752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2025-12-24T20:18:26.053115] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2025-12-24T20:18:26.053905] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2025-12-24T20:18:26.053957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:26.053989] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:26.054016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:26.054073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:26.110378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:26.111254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:26.111341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:26.111373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:26.226292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:26.226449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:26.226491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:26.226520] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:26.229985] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: DOWN (p=44.19%)
[2025-12-24T20:18:26.230280] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2025-12-24T20:18:26.230409] [INFO ] [sig       ] CAAS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:26.372959] [INFO ] [LOCAL     ] Saved forecast: CAAS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CAAS.txt
[2025-12-24T20:18:26.373110] [INFO ] [sig       ] [574/3551] Completed CAAS in 0.3s | 2.85 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-24T20:18:26.373157] [INFO ] [sig       ] [575/3551] Forecasting CABA...
[2025-12-24T20:18:26.373188] [INFO ] [sig       ] Generating forecast for: CABA
[2025-12-24T20:18:26.373218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2025-12-24T20:18:26.386851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2025-12-24T20:18:26.387357] [INFO ] [FORECASTER] Starting predict_future for CABA
[2025-12-24T20:18:26.388121] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2025-12-24T20:18:26.388173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:26.388205] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:26.388232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:26.388288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:26.444219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:26.444830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:26.444908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:26.444942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:26.560667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:26.560820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:26.560860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:26.560895] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:26.564255] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: UP (p=63.49%)
[2025-12-24T20:18:26.564522] [INFO ] [FORECASTER] Completed predict_future for CABA
[2025-12-24T20:18:26.564664] [INFO ] [sig       ] CABA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:26.708307] [INFO ] [LOCAL     ] Saved forecast: CABA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CABA.txt
[2025-12-24T20:18:26.708470] [INFO ] [sig       ] [575/3551] Completed CABA in 0.3s | 2.85 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-24T20:18:26.708510] [INFO ] [sig       ] [576/3551] Forecasting CABO...
[2025-12-24T20:18:26.708540] [INFO ] [sig       ] Generating forecast for: CABO
[2025-12-24T20:18:26.708588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-12-24T20:18:26.720597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2025-12-24T20:18:26.720965] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-12-24T20:18:26.721822] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-12-24T20:18:26.721881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:26.721921] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:26.721954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:26.722024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:26.780705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:26.781562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:26.781671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:26.781703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:26.912044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:26.912396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:26.912438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:26.912468] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:26.915867] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: UP (p=86.78%)
[2025-12-24T20:18:26.916148] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-12-24T20:18:26.916292] [INFO ] [sig       ] CABO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:27.065430] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CABO.txt
[2025-12-24T20:18:27.065594] [INFO ] [sig       ] [576/3551] Completed CABO in 0.4s | 2.85 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-24T20:18:27.065638] [INFO ] [sig       ] [577/3551] Forecasting CAC...
[2025-12-24T20:18:27.065667] [INFO ] [sig       ] Generating forecast for: CAC
[2025-12-24T20:18:27.065697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2025-12-24T20:18:27.077223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2025-12-24T20:18:27.077507] [INFO ] [FORECASTER] Starting predict_future for CAC
[2025-12-24T20:18:27.078271] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2025-12-24T20:18:27.078323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:27.078355] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:27.078381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:27.078438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:27.136149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:27.136922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:27.137007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:27.137042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:27.268380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:27.268538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:27.268594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:27.268626] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:27.272683] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: DOWN (p=47.05%)
[2025-12-24T20:18:27.272980] [INFO ] [FORECASTER] Completed predict_future for CAC
[2025-12-24T20:18:27.273102] [INFO ] [sig       ] CAC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:27.422835] [INFO ] [LOCAL     ] Saved forecast: CAC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CAC.txt
[2025-12-24T20:18:27.422985] [INFO ] [sig       ] [577/3551] Completed CAC in 0.4s | 2.85 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-24T20:18:27.423026] [INFO ] [sig       ] [578/3551] Forecasting CACC...
[2025-12-24T20:18:27.423055] [INFO ] [sig       ] Generating forecast for: CACC
[2025-12-24T20:18:27.423085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2025-12-24T20:18:27.434806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2025-12-24T20:18:27.435114] [INFO ] [FORECASTER] Starting predict_future for CACC
[2025-12-24T20:18:27.435928] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2025-12-24T20:18:27.435981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:27.436014] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:27.436042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:27.436101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:27.494824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:27.495704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:27.495796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:27.495831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:27.618928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:27.619090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:27.619147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:27.619178] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:27.622695] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2025-12-24T20:18:27.623003] [INFO ] [FORECASTER] Completed predict_future for CACC
[2025-12-24T20:18:27.623151] [INFO ] [sig       ] CACC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:27.769910] [INFO ] [LOCAL     ] Saved forecast: CACC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CACC.txt
[2025-12-24T20:18:27.770065] [INFO ] [sig       ] [578/3551] Completed CACC in 0.3s | 2.85 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-24T20:18:27.770115] [INFO ] [sig       ] [579/3551] Forecasting CACI...
[2025-12-24T20:18:27.770148] [INFO ] [sig       ] Generating forecast for: CACI
[2025-12-24T20:18:27.770183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-12-24T20:18:27.782675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACI'.
[2025-12-24T20:18:27.782998] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-12-24T20:18:27.783805] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-12-24T20:18:27.783859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:27.783891] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:27.783919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:27.783976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:27.844796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:27.845558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:27.845664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:27.845698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:27.962645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:27.962798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:27.962839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:27.962869] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:27.966681] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: DOWN (p=0.15%)
[2025-12-24T20:18:27.966970] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-12-24T20:18:27.967103] [INFO ] [sig       ] CACI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:28.114942] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CACI.txt
[2025-12-24T20:18:28.115070] [INFO ] [sig       ] [579/3551] Completed CACI in 0.3s | 2.85 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-24T20:18:28.115110] [INFO ] [sig       ] [580/3551] Forecasting CADE...
[2025-12-24T20:18:28.115139] [INFO ] [sig       ] Generating forecast for: CADE
[2025-12-24T20:18:28.115169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-12-24T20:18:28.128556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADE'.
[2025-12-24T20:18:28.128878] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-12-24T20:18:28.129703] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-12-24T20:18:28.129757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:28.129789] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:28.129815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:28.129872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:28.188882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:28.189634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:28.189732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:28.189767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:28.315251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:28.315404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:28.315444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:28.315473] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:28.318841] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: DOWN (p=35.96%)
[2025-12-24T20:18:28.319115] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-12-24T20:18:28.319238] [INFO ] [sig       ] CADE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:28.459535] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CADE.txt
[2025-12-24T20:18:28.459674] [INFO ] [sig       ] [580/3551] Completed CADE in 0.3s | 2.85 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-24T20:18:28.459721] [INFO ] [sig       ] [581/3551] Forecasting CADL...
[2025-12-24T20:18:28.459750] [INFO ] [sig       ] Generating forecast for: CADL
[2025-12-24T20:18:28.459778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2025-12-24T20:18:28.470847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2025-12-24T20:18:28.471128] [INFO ] [FORECASTER] Starting predict_future for CADL
[2025-12-24T20:18:28.471936] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2025-12-24T20:18:28.471987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:28.472018] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:28.472045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:28.472101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:28.532947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:28.533613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:28.533735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:28.533771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:28.653807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:28.653957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:28.653996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:28.654025] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:28.657755] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: DOWN (p=17.26%)
[2025-12-24T20:18:28.658021] [INFO ] [FORECASTER] Completed predict_future for CADL
[2025-12-24T20:18:28.658144] [INFO ] [sig       ] CADL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:28.797806] [INFO ] [LOCAL     ] Saved forecast: CADL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CADL.txt
[2025-12-24T20:18:28.797918] [INFO ] [sig       ] [581/3551] Completed CADL in 0.3s | 2.85 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-24T20:18:28.797957] [INFO ] [sig       ] [582/3551] Forecasting CAE...
[2025-12-24T20:18:28.797989] [INFO ] [sig       ] Generating forecast for: CAE
[2025-12-24T20:18:28.798022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-12-24T20:18:28.811357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2025-12-24T20:18:28.811789] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-12-24T20:18:28.812628] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-12-24T20:18:28.812683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:28.812732] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:28.812762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:28.812821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:28.873019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:28.873926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:28.874014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:28.874050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:28.995340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:28.995508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:28.995550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:28.995599] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:28.999013] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2025-12-24T20:18:28.999281] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-12-24T20:18:28.999431] [INFO ] [sig       ] CAE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:29.148342] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CAE.txt
[2025-12-24T20:18:29.148523] [INFO ] [sig       ] [582/3551] Completed CAE in 0.4s | 2.85 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-24T20:18:29.148589] [INFO ] [sig       ] [583/3551] Forecasting CAF...
[2025-12-24T20:18:29.148625] [INFO ] [sig       ] Generating forecast for: CAF
[2025-12-24T20:18:29.148657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-12-24T20:18:29.160070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2025-12-24T20:18:29.160460] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-12-24T20:18:29.161456] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-12-24T20:18:29.161512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:29.161546] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:29.161595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:29.161658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:29.230964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:29.231879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:29.231968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:29.232002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:29.345203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:29.345351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:29.345390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:29.345419] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:29.348740] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=9.29%)
[2025-12-24T20:18:29.349007] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-12-24T20:18:29.349126] [INFO ] [sig       ] CAF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:29.490735] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CAF.txt
[2025-12-24T20:18:29.490869] [INFO ] [sig       ] [583/3551] Completed CAF in 0.3s | 2.85 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-24T20:18:29.490909] [INFO ] [sig       ] [584/3551] Forecasting CAG...
[2025-12-24T20:18:29.490938] [INFO ] [sig       ] Generating forecast for: CAG
[2025-12-24T20:18:29.490967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-12-24T20:18:29.502995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2025-12-24T20:18:29.503299] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-12-24T20:18:29.504066] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-12-24T20:18:29.504117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:29.504173] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:29.504201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:29.504257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:29.562348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:29.563045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:29.563129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:29.563163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:29.684699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:29.684841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:29.684882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:29.684910] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:29.688410] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: DOWN (p=25.47%)
[2025-12-24T20:18:29.688692] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-12-24T20:18:29.688812] [INFO ] [sig       ] CAG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:29.833451] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CAG.txt
[2025-12-24T20:18:29.833656] [INFO ] [sig       ] [584/3551] Completed CAG in 0.3s | 2.85 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-24T20:18:29.833703] [INFO ] [sig       ] [585/3551] Forecasting CAH...
[2025-12-24T20:18:29.833732] [INFO ] [sig       ] Generating forecast for: CAH
[2025-12-24T20:18:29.833763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-12-24T20:18:29.846012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2025-12-24T20:18:29.846593] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-12-24T20:18:29.847546] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-12-24T20:18:29.847619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:29.847651] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:29.847678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:29.847733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:29.904891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:29.905752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:29.905837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:29.905869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:30.022657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:30.022786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:30.022828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:30.022856] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:30.026098] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: DOWN (p=12.57%)
[2025-12-24T20:18:30.026365] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-12-24T20:18:30.026484] [INFO ] [sig       ] CAH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:30.165748] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CAH.txt
[2025-12-24T20:18:30.165857] [INFO ] [sig       ] [585/3551] Completed CAH in 0.3s | 2.85 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-24T20:18:30.165896] [INFO ] [sig       ] [586/3551] Forecasting CAKE...
[2025-12-24T20:18:30.165925] [INFO ] [sig       ] Generating forecast for: CAKE
[2025-12-24T20:18:30.165962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2025-12-24T20:18:30.177351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2025-12-24T20:18:30.177629] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2025-12-24T20:18:30.178528] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2025-12-24T20:18:30.178596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:30.178630] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:30.178656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:30.178712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:30.236358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:30.236977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:30.237061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:30.237092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:30.358721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:30.358866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:30.358911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:30.358940] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:30.362408] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: UP (p=72.71%)
[2025-12-24T20:18:30.362708] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2025-12-24T20:18:30.362829] [INFO ] [sig       ] CAKE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:30.501738] [INFO ] [LOCAL     ] Saved forecast: CAKE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CAKE.txt
[2025-12-24T20:18:30.501856] [INFO ] [sig       ] [586/3551] Completed CAKE in 0.3s | 2.85 sym/s | Total: 3.4m | ETA: 17.4m
[2025-12-24T20:18:30.501896] [INFO ] [sig       ] [587/3551] Forecasting CAL...
[2025-12-24T20:18:30.501924] [INFO ] [sig       ] Generating forecast for: CAL
[2025-12-24T20:18:30.501952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-12-24T20:18:30.513203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2025-12-24T20:18:30.513464] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-12-24T20:18:30.514210] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-12-24T20:18:30.514261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:30.514292] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:30.514318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:30.514374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:30.569965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:30.570546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:30.570658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:30.570693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:30.686368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:30.686520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:30.686560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:30.686615] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:30.689987] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: UP (p=72.67%)
[2025-12-24T20:18:30.690264] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-12-24T20:18:30.690388] [INFO ] [sig       ] CAL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:30.831052] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CAL.txt
[2025-12-24T20:18:30.831210] [INFO ] [sig       ] [587/3551] Completed CAL in 0.3s | 2.85 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-24T20:18:30.831250] [INFO ] [sig       ] [588/3551] Forecasting CALC...
[2025-12-24T20:18:30.831281] [INFO ] [sig       ] Generating forecast for: CALC
[2025-12-24T20:18:30.831311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'.
[2025-12-24T20:18:30.841997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALC'.
[2025-12-24T20:18:30.842403] [INFO ] [FORECASTER] Starting predict_future for CALC
[2025-12-24T20:18:30.843184] [DEBUG] [LOCAL     ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt
[2025-12-24T20:18:30.843236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:30.843316] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:30.843344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:30.843401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:30.906241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:30.907109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:30.907201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:30.907235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:31.025527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:31.025699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:31.025739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:31.025767] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:31.029519] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: DOWN (p=44.79%)
[2025-12-24T20:18:31.029810] [INFO ] [FORECASTER] Completed predict_future for CALC
[2025-12-24T20:18:31.029934] [INFO ] [sig       ] CALC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:31.175865] [INFO ] [LOCAL     ] Saved forecast: CALC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CALC.txt
[2025-12-24T20:18:31.176035] [INFO ] [sig       ] [588/3551] Completed CALC in 0.3s | 2.85 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-24T20:18:31.176084] [INFO ] [sig       ] [589/3551] Forecasting CALM...
[2025-12-24T20:18:31.176122] [INFO ] [sig       ] Generating forecast for: CALM
[2025-12-24T20:18:31.176159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2025-12-24T20:18:31.188287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2025-12-24T20:18:31.188692] [INFO ] [FORECASTER] Starting predict_future for CALM
[2025-12-24T20:18:31.189479] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2025-12-24T20:18:31.189532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:31.189563] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:31.189617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:31.189675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:31.247643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:31.248480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:31.248621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:31.248660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:31.371847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:31.372002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:31.372044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:31.372164] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:31.375556] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: DOWN (p=10.45%)
[2025-12-24T20:18:31.375842] [INFO ] [FORECASTER] Completed predict_future for CALM
[2025-12-24T20:18:31.375969] [INFO ] [sig       ] CALM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:31.520652] [INFO ] [LOCAL     ] Saved forecast: CALM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CALM.txt
[2025-12-24T20:18:31.520808] [INFO ] [sig       ] [589/3551] Completed CALM in 0.3s | 2.85 sym/s | Total: 3.4m | ETA: 17.3m
[2025-12-24T20:18:31.520847] [INFO ] [sig       ] [590/3551] Forecasting CALX...
[2025-12-24T20:18:31.520877] [INFO ] [sig       ] Generating forecast for: CALX
[2025-12-24T20:18:31.520906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-12-24T20:18:31.532347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2025-12-24T20:18:31.532688] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-12-24T20:18:31.533435] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-12-24T20:18:31.533487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:31.533519] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:31.533546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:31.533619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:31.589612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:31.590390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:31.590470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:31.590502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:31.711809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:31.711971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:31.712010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:31.712038] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:31.715317] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: UP (p=56.16%)
[2025-12-24T20:18:31.715598] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-12-24T20:18:31.715717] [INFO ] [sig       ] CALX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:31.854075] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CALX.txt
[2025-12-24T20:18:31.854192] [INFO ] [sig       ] [590/3551] Completed CALX in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.3m
[2025-12-24T20:18:31.854230] [INFO ] [sig       ] [591/3551] Forecasting CAPL...
[2025-12-24T20:18:31.854259] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-12-24T20:18:31.854291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-12-24T20:18:31.864968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2025-12-24T20:18:31.865238] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-12-24T20:18:31.865985] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-12-24T20:18:31.866036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:31.866068] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:31.866098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:31.866154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:31.922451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:31.923079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:31.923157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:31.923205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:32.042924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:32.043071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:32.043109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:32.043166] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:32.046442] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=97.55%)
[2025-12-24T20:18:32.046726] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-12-24T20:18:32.046844] [INFO ] [sig       ] CAPL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:32.184857] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CAPL.txt
[2025-12-24T20:18:32.184979] [INFO ] [sig       ] [591/3551] Completed CAPL in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.3m
[2025-12-24T20:18:32.185017] [INFO ] [sig       ] [592/3551] Forecasting CARE...
[2025-12-24T20:18:32.185047] [INFO ] [sig       ] Generating forecast for: CARE
[2025-12-24T20:18:32.185076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2025-12-24T20:18:32.196644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2025-12-24T20:18:32.196899] [INFO ] [FORECASTER] Starting predict_future for CARE
[2025-12-24T20:18:32.197660] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2025-12-24T20:18:32.197711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:32.197742] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:32.197768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:32.197824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:32.253746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:32.254569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:32.254670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:32.254703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:32.374196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:32.374343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:32.374383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:32.374411] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:32.377693] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: UP (p=82.26%)
[2025-12-24T20:18:32.377955] [INFO ] [FORECASTER] Completed predict_future for CARE
[2025-12-24T20:18:32.378072] [INFO ] [sig       ] CARE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:32.518846] [INFO ] [LOCAL     ] Saved forecast: CARE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CARE.txt
[2025-12-24T20:18:32.518967] [INFO ] [sig       ] [592/3551] Completed CARE in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.3m
[2025-12-24T20:18:32.519005] [INFO ] [sig       ] [593/3551] Forecasting CARG...
[2025-12-24T20:18:32.519034] [INFO ] [sig       ] Generating forecast for: CARG
[2025-12-24T20:18:32.519063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2025-12-24T20:18:32.530656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2025-12-24T20:18:32.530914] [INFO ] [FORECASTER] Starting predict_future for CARG
[2025-12-24T20:18:32.531669] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2025-12-24T20:18:32.531720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:32.531751] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:32.531777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:32.531844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:32.590757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:32.591601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:32.591689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:32.591724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:32.714481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:32.714650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:32.714689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:32.714719] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:32.718001] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: UP (p=79.68%)
[2025-12-24T20:18:32.718274] [INFO ] [FORECASTER] Completed predict_future for CARG
[2025-12-24T20:18:32.718394] [INFO ] [sig       ] CARG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:32.859324] [INFO ] [LOCAL     ] Saved forecast: CARG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CARG.txt
[2025-12-24T20:18:32.859467] [INFO ] [sig       ] [593/3551] Completed CARG in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.3m
[2025-12-24T20:18:32.859507] [INFO ] [sig       ] [594/3551] Forecasting CARS...
[2025-12-24T20:18:32.859537] [INFO ] [sig       ] Generating forecast for: CARS
[2025-12-24T20:18:32.859567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-12-24T20:18:32.871399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2025-12-24T20:18:32.871673] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-12-24T20:18:32.872403] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-12-24T20:18:32.872455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:32.872486] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:32.872513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:32.872589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:32.928235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:32.928838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:32.928916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:32.928948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:33.046936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:33.047073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:33.047113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:33.047143] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:33.050416] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=67.47%)
[2025-12-24T20:18:33.050699] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-12-24T20:18:33.050822] [INFO ] [sig       ] CARS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:33.189303] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CARS.txt
[2025-12-24T20:18:33.189443] [INFO ] [sig       ] [594/3551] Completed CARS in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.3m
[2025-12-24T20:18:33.189481] [INFO ] [sig       ] [595/3551] Forecasting CASH...
[2025-12-24T20:18:33.189511] [INFO ] [sig       ] Generating forecast for: CASH
[2025-12-24T20:18:33.189540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2025-12-24T20:18:33.200532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2025-12-24T20:18:33.200818] [INFO ] [FORECASTER] Starting predict_future for CASH
[2025-12-24T20:18:33.201544] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2025-12-24T20:18:33.201626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:33.201660] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:33.201687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:33.201742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:33.257452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:33.258048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:33.258127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:33.258158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:33.373799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:33.373940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:33.373978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:33.374006] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:33.377266] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: DOWN (p=48.98%)
[2025-12-24T20:18:33.377526] [INFO ] [FORECASTER] Completed predict_future for CASH
[2025-12-24T20:18:33.377660] [INFO ] [sig       ] CASH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:33.516731] [INFO ] [LOCAL     ] Saved forecast: CASH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CASH.txt
[2025-12-24T20:18:33.516851] [INFO ] [sig       ] [595/3551] Completed CASH in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.3m
[2025-12-24T20:18:33.516890] [INFO ] [sig       ] [596/3551] Forecasting CASS...
[2025-12-24T20:18:33.516919] [INFO ] [sig       ] Generating forecast for: CASS
[2025-12-24T20:18:33.516949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2025-12-24T20:18:33.527975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2025-12-24T20:18:33.528234] [INFO ] [FORECASTER] Starting predict_future for CASS
[2025-12-24T20:18:33.528980] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2025-12-24T20:18:33.529031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:33.529062] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:33.529088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:33.529144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:33.584973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:33.585594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:33.585672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:33.585705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:33.703112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:33.703263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:33.703303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:33.703332] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:33.706924] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: UP (p=85.83%)
[2025-12-24T20:18:33.707187] [INFO ] [FORECASTER] Completed predict_future for CASS
[2025-12-24T20:18:33.707305] [INFO ] [sig       ] CASS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:33.845637] [INFO ] [LOCAL     ] Saved forecast: CASS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CASS.txt
[2025-12-24T20:18:33.845751] [INFO ] [sig       ] [596/3551] Completed CASS in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.3m
[2025-12-24T20:18:33.845806] [INFO ] [sig       ] [597/3551] Forecasting CASY...
[2025-12-24T20:18:33.845836] [INFO ] [sig       ] Generating forecast for: CASY
[2025-12-24T20:18:33.845864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2025-12-24T20:18:33.856919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2025-12-24T20:18:33.857214] [INFO ] [FORECASTER] Starting predict_future for CASY
[2025-12-24T20:18:33.857994] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2025-12-24T20:18:33.858047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:33.858078] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:33.858109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:33.858166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:33.917208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:33.917873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:33.917971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:33.918005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:34.039662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:34.039801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:34.039837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:34.039866] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:34.043102] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: DOWN (p=0.36%)
[2025-12-24T20:18:34.043367] [INFO ] [FORECASTER] Completed predict_future for CASY
[2025-12-24T20:18:34.043485] [INFO ] [sig       ] CASY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:34.181787] [INFO ] [LOCAL     ] Saved forecast: CASY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CASY.txt
[2025-12-24T20:18:34.181917] [INFO ] [sig       ] [597/3551] Completed CASY in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.3m
[2025-12-24T20:18:34.181957] [INFO ] [sig       ] [598/3551] Forecasting CATH...
[2025-12-24T20:18:34.181986] [INFO ] [sig       ] Generating forecast for: CATH
[2025-12-24T20:18:34.182015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2025-12-24T20:18:34.194085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2025-12-24T20:18:34.194352] [INFO ] [FORECASTER] Starting predict_future for CATH
[2025-12-24T20:18:34.195108] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2025-12-24T20:18:34.195160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:34.195191] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:34.195219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:34.195275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:34.252995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:34.253631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:34.253733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:34.253766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:34.371933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:34.372074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:34.372112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:34.372140] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:34.375477] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: DOWN (p=11.94%)
[2025-12-24T20:18:34.375769] [INFO ] [FORECASTER] Completed predict_future for CATH
[2025-12-24T20:18:34.375892] [INFO ] [sig       ] CATH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:34.515112] [INFO ] [LOCAL     ] Saved forecast: CATH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CATH.txt
[2025-12-24T20:18:34.515248] [INFO ] [sig       ] [598/3551] Completed CATH in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.3m
[2025-12-24T20:18:34.515288] [INFO ] [sig       ] [599/3551] Forecasting CATO...
[2025-12-24T20:18:34.515318] [INFO ] [sig       ] Generating forecast for: CATO
[2025-12-24T20:18:34.515348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-12-24T20:18:34.527432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2025-12-24T20:18:34.527718] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-12-24T20:18:34.528679] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-12-24T20:18:34.528729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:34.528760] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:34.528786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:34.528842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:34.585866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:34.586520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:34.586614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:34.586648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:34.703181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:34.703321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:34.703360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:34.703387] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:34.706670] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=8.06%)
[2025-12-24T20:18:34.706933] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-12-24T20:18:34.707050] [INFO ] [sig       ] CATO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:34.845884] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CATO.txt
[2025-12-24T20:18:34.846002] [INFO ] [sig       ] [599/3551] Completed CATO in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.3m
[2025-12-24T20:18:34.846040] [INFO ] [sig       ] [600/3551] Forecasting CATY...
[2025-12-24T20:18:34.846070] [INFO ] [sig       ] Generating forecast for: CATY
[2025-12-24T20:18:34.846099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2025-12-24T20:18:34.857194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2025-12-24T20:18:34.857466] [INFO ] [FORECASTER] Starting predict_future for CATY
[2025-12-24T20:18:34.858234] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2025-12-24T20:18:34.858285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:34.858316] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:34.858343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:34.858398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:34.913528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:34.914131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:34.914212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:34.914244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:35.033563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:35.033737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:35.033777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:35.033806] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:35.037078] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: DOWN (p=6.04%)
[2025-12-24T20:18:35.037360] [INFO ] [FORECASTER] Completed predict_future for CATY
[2025-12-24T20:18:35.037481] [INFO ] [sig       ] CATY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:35.176061] [INFO ] [LOCAL     ] Saved forecast: CATY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CATY.txt
[2025-12-24T20:18:35.176178] [INFO ] [sig       ] [600/3551] Completed CATY in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.3m
[2025-12-24T20:18:35.176217] [INFO ] [sig       ] [601/3551] Forecasting CAVA...
[2025-12-24T20:18:35.176245] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-12-24T20:18:35.176275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-12-24T20:18:35.188659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2025-12-24T20:18:35.189041] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-12-24T20:18:35.189868] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-12-24T20:18:35.189920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:35.189952] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:35.189978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:35.190035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:35.245888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:35.246768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:35.246854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:35.246886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:35.386942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:35.387099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:35.387141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:35.387170] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:35.390499] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: UP (p=95.30%)
[2025-12-24T20:18:35.390779] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-12-24T20:18:35.390903] [INFO ] [sig       ] CAVA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:35.532173] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CAVA.txt
[2025-12-24T20:18:35.532358] [INFO ] [sig       ] [601/3551] Completed CAVA in 0.4s | 2.85 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-24T20:18:35.532402] [INFO ] [sig       ] [602/3551] Forecasting CB...
[2025-12-24T20:18:35.532432] [INFO ] [sig       ] Generating forecast for: CB
[2025-12-24T20:18:35.532462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-12-24T20:18:35.543334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2025-12-24T20:18:35.543641] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-12-24T20:18:35.544379] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-12-24T20:18:35.544429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:35.544461] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:35.544488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:35.544543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:35.599765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:35.600385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:35.600463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:35.600495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:35.722311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:35.722482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:35.722523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:35.722552] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:35.725936] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=25.28%)
[2025-12-24T20:18:35.726198] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-12-24T20:18:35.726319] [INFO ] [sig       ] CB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:35.865798] [INFO ] [LOCAL     ] Saved forecast: CB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CB.txt
[2025-12-24T20:18:35.865933] [INFO ] [sig       ] [602/3551] Completed CB in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-24T20:18:35.865971] [INFO ] [sig       ] [603/3551] Forecasting CBAN...
[2025-12-24T20:18:35.866000] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-12-24T20:18:35.866028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-12-24T20:18:35.877189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2025-12-24T20:18:35.877470] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-12-24T20:18:35.878219] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-12-24T20:18:35.878270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:35.878301] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:35.878328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:35.878383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:35.934015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:35.934738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:35.934819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:35.934851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:36.051692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:36.051845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:36.051887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:36.051915] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:36.055394] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: UP (p=56.73%)
[2025-12-24T20:18:36.055679] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-12-24T20:18:36.055799] [INFO ] [sig       ] CBAN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:36.202600] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CBAN.txt
[2025-12-24T20:18:36.202763] [INFO ] [sig       ] [603/3551] Completed CBAN in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-24T20:18:36.202804] [INFO ] [sig       ] [604/3551] Forecasting CBL...
[2025-12-24T20:18:36.202832] [INFO ] [sig       ] Generating forecast for: CBL
[2025-12-24T20:18:36.202862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-12-24T20:18:36.214437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2025-12-24T20:18:36.214841] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-12-24T20:18:36.215825] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-12-24T20:18:36.215876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:36.215907] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:36.215933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:36.215988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:36.275359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:36.276206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:36.276287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:36.276319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:36.397730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:36.397867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:36.397905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:36.397937] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:36.401478] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=98.81%)
[2025-12-24T20:18:36.401768] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-12-24T20:18:36.401893] [INFO ] [sig       ] CBL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:36.542928] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CBL.txt
[2025-12-24T20:18:36.543064] [INFO ] [sig       ] [604/3551] Completed CBL in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-24T20:18:36.543104] [INFO ] [sig       ] [605/3551] Forecasting CBNK...
[2025-12-24T20:18:36.543133] [INFO ] [sig       ] Generating forecast for: CBNK
[2025-12-24T20:18:36.543165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'.
[2025-12-24T20:18:36.554278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBNK'.
[2025-12-24T20:18:36.554562] [INFO ] [FORECASTER] Starting predict_future for CBNK
[2025-12-24T20:18:36.555309] [DEBUG] [LOCAL     ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt
[2025-12-24T20:18:36.555359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:36.555414] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:36.555442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:36.555498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:36.611737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:36.612466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:36.612549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:36.612601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:36.729153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:36.729292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:36.729330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:36.729370] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:36.732830] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: UP (p=95.25%)
[2025-12-24T20:18:36.733105] [INFO ] [FORECASTER] Completed predict_future for CBNK
[2025-12-24T20:18:36.733229] [INFO ] [sig       ] CBNK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:36.875136] [INFO ] [LOCAL     ] Saved forecast: CBNK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CBNK.txt
[2025-12-24T20:18:36.875276] [INFO ] [sig       ] [605/3551] Completed CBNK in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-24T20:18:36.875318] [INFO ] [sig       ] [606/3551] Forecasting CBRE...
[2025-12-24T20:18:36.875351] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-12-24T20:18:36.875381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-12-24T20:18:36.889818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2025-12-24T20:18:36.890140] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-12-24T20:18:36.890937] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-12-24T20:18:36.890990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:36.891032] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:36.891061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:36.891118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:36.948982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:36.949873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:36.949963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:36.949997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:37.066961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:37.067096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:37.067138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:37.067166] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:37.070460] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: DOWN (p=2.32%)
[2025-12-24T20:18:37.070739] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-12-24T20:18:37.070858] [INFO ] [sig       ] CBRE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:37.209821] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CBRE.txt
[2025-12-24T20:18:37.209939] [INFO ] [sig       ] [606/3551] Completed CBRE in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-24T20:18:37.209976] [INFO ] [sig       ] [607/3551] Forecasting CBRL...
[2025-12-24T20:18:37.210007] [INFO ] [sig       ] Generating forecast for: CBRL
[2025-12-24T20:18:37.210044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2025-12-24T20:18:37.221409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRL'.
[2025-12-24T20:18:37.221754] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2025-12-24T20:18:37.222512] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2025-12-24T20:18:37.222564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:37.222621] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:37.222650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:37.222709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:37.279507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:37.280119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:37.280196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:37.280228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:37.404900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:37.405052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:37.405093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:37.405124] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:37.408512] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: DOWN (p=11.67%)
[2025-12-24T20:18:37.408806] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2025-12-24T20:18:37.408933] [INFO ] [sig       ] CBRL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:37.548707] [INFO ] [LOCAL     ] Saved forecast: CBRL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CBRL.txt
[2025-12-24T20:18:37.548859] [INFO ] [sig       ] [607/3551] Completed CBRL in 0.3s | 2.85 sym/s | Total: 3.5m | ETA: 17.2m
[2025-12-24T20:18:37.548900] [INFO ] [sig       ] [608/3551] Forecasting CBSH...
[2025-12-24T20:18:37.548929] [INFO ] [sig       ] Generating forecast for: CBSH
[2025-12-24T20:18:37.548961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2025-12-24T20:18:37.564733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2025-12-24T20:18:37.565129] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2025-12-24T20:18:37.566107] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2025-12-24T20:18:37.566172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:37.566216] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:37.566252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:37.566334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:37.622453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:37.623299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:37.623381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:37.623414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:37.738686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:37.738837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:37.738878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:37.738938] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:37.742363] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: UP (p=73.57%)
[2025-12-24T20:18:37.742649] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2025-12-24T20:18:37.742767] [INFO ] [sig       ] CBSH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:37.882831] [INFO ] [LOCAL     ] Saved forecast: CBSH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CBSH.txt
[2025-12-24T20:18:37.882953] [INFO ] [sig       ] [608/3551] Completed CBSH in 0.3s | 2.85 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-24T20:18:37.882991] [INFO ] [sig       ] [609/3551] Forecasting CBUS...
[2025-12-24T20:18:37.883019] [INFO ] [sig       ] Generating forecast for: CBUS
[2025-12-24T20:18:37.883049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2025-12-24T20:18:37.894665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBUS'.
[2025-12-24T20:18:37.894973] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2025-12-24T20:18:37.895763] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2025-12-24T20:18:37.895817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:37.895850] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:37.895878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:37.895934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:37.952877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:37.953512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:37.953606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:37.953640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:38.072869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:38.073002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:38.073039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:38.073067] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:38.076309] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: DOWN (p=40.03%)
[2025-12-24T20:18:38.076568] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2025-12-24T20:18:38.076706] [INFO ] [sig       ] CBUS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:38.223049] [INFO ] [LOCAL     ] Saved forecast: CBUS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CBUS.txt
[2025-12-24T20:18:38.223221] [INFO ] [sig       ] [609/3551] Completed CBUS in 0.3s | 2.85 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-24T20:18:38.223274] [INFO ] [sig       ] [610/3551] Forecasting CBZ...
[2025-12-24T20:18:38.223305] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-12-24T20:18:38.223335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-12-24T20:18:38.234596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2025-12-24T20:18:38.234994] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-12-24T20:18:38.235830] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-12-24T20:18:38.235883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:38.235916] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:38.235942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:38.236000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:38.292511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:38.293444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:38.293541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:38.293591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:38.412013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:38.412169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:38.412212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:38.412244] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:38.415732] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: UP (p=70.82%)
[2025-12-24T20:18:38.416026] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-12-24T20:18:38.416157] [INFO ] [sig       ] CBZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:38.646229] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CBZ.txt
[2025-12-24T20:18:38.646443] [INFO ] [sig       ] [610/3551] Completed CBZ in 0.4s | 2.85 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-24T20:18:38.646499] [INFO ] [sig       ] [611/3551] Forecasting CC...
[2025-12-24T20:18:38.646547] [INFO ] [sig       ] Generating forecast for: CC
[2025-12-24T20:18:38.646618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-12-24T20:18:38.660786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2025-12-24T20:18:38.661218] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-12-24T20:18:38.662060] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-12-24T20:18:38.662114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:38.662146] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:38.662173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:38.662229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:38.727361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:38.728427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:38.728539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:38.728602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:38.885871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:38.886056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:38.886108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:38.886145] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:38.890977] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: UP (p=89.84%)
[2025-12-24T20:18:38.891392] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-12-24T20:18:38.891611] [INFO ] [sig       ] CC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:39.123839] [INFO ] [LOCAL     ] Saved forecast: CC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CC.txt
[2025-12-24T20:18:39.124086] [INFO ] [sig       ] [611/3551] Completed CC in 0.5s | 2.85 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-24T20:18:39.124153] [INFO ] [sig       ] [612/3551] Forecasting CCAP...
[2025-12-24T20:18:39.124206] [INFO ] [sig       ] Generating forecast for: CCAP
[2025-12-24T20:18:39.124259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2025-12-24T20:18:39.141267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2025-12-24T20:18:39.141796] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2025-12-24T20:18:39.142917] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2025-12-24T20:18:39.142994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:39.143049] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:39.143099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:39.143194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:39.223389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:39.224381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:39.224491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:39.224536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:39.387221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:39.387388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:39.387430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:39.387460] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:39.391112] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: DOWN (p=3.37%)
[2025-12-24T20:18:39.391489] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2025-12-24T20:18:39.391688] [INFO ] [sig       ] CCAP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:39.547370] [INFO ] [LOCAL     ] Saved forecast: CCAP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CCAP.txt
[2025-12-24T20:18:39.547541] [INFO ] [sig       ] [612/3551] Completed CCAP in 0.4s | 2.85 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-24T20:18:39.547603] [INFO ] [sig       ] [613/3551] Forecasting CCB...
[2025-12-24T20:18:39.547636] [INFO ] [sig       ] Generating forecast for: CCB
[2025-12-24T20:18:39.547669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2025-12-24T20:18:39.559461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCB'.
[2025-12-24T20:18:39.559870] [INFO ] [FORECASTER] Starting predict_future for CCB
[2025-12-24T20:18:39.560734] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2025-12-24T20:18:39.560789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:39.560823] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:39.560851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:39.560909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:39.616660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:39.617530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:39.617637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:39.617674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:39.736890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:39.737046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:39.737087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:39.737135] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:39.740631] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: DOWN (p=5.43%)
[2025-12-24T20:18:39.740905] [INFO ] [FORECASTER] Completed predict_future for CCB
[2025-12-24T20:18:39.741032] [INFO ] [sig       ] CCB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:39.884503] [INFO ] [LOCAL     ] Saved forecast: CCB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CCB.txt
[2025-12-24T20:18:39.884669] [INFO ] [sig       ] [613/3551] Completed CCB in 0.3s | 2.85 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-24T20:18:39.884711] [INFO ] [sig       ] [614/3551] Forecasting CCBG...
[2025-12-24T20:18:39.884741] [INFO ] [sig       ] Generating forecast for: CCBG
[2025-12-24T20:18:39.884771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2025-12-24T20:18:39.896216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2025-12-24T20:18:39.896530] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2025-12-24T20:18:39.897314] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2025-12-24T20:18:39.897366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:39.897398] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:39.897425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:39.897483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:39.954503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:39.955348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:39.955434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:39.955468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:40.077124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:40.077288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:40.077330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:40.077359] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:40.080911] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: DOWN (p=40.40%)
[2025-12-24T20:18:40.081212] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2025-12-24T20:18:40.081347] [INFO ] [sig       ] CCBG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:40.225743] [INFO ] [LOCAL     ] Saved forecast: CCBG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CCBG.txt
[2025-12-24T20:18:40.225899] [INFO ] [sig       ] [614/3551] Completed CCBG in 0.3s | 2.85 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-24T20:18:40.225939] [INFO ] [sig       ] [615/3551] Forecasting CCCC...
[2025-12-24T20:18:40.225969] [INFO ] [sig       ] Generating forecast for: CCCC
[2025-12-24T20:18:40.225999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2025-12-24T20:18:40.238727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2025-12-24T20:18:40.239095] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2025-12-24T20:18:40.240060] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2025-12-24T20:18:40.240116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:40.240148] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:40.240177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:40.240233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:40.300010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:40.300878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:40.301023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:40.301061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:40.429552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:40.429742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:40.429795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:40.429839] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:40.434371] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: UP (p=86.59%)
[2025-12-24T20:18:40.434768] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2025-12-24T20:18:40.434939] [INFO ] [sig       ] CCCC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:40.588008] [INFO ] [LOCAL     ] Saved forecast: CCCC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CCCC.txt
[2025-12-24T20:18:40.588161] [INFO ] [sig       ] [615/3551] Completed CCCC in 0.4s | 2.85 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-24T20:18:40.588203] [INFO ] [sig       ] [616/3551] Forecasting CCD...
[2025-12-24T20:18:40.588233] [INFO ] [sig       ] Generating forecast for: CCD
[2025-12-24T20:18:40.588263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2025-12-24T20:18:40.599669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2025-12-24T20:18:40.600055] [INFO ] [FORECASTER] Starting predict_future for CCD
[2025-12-24T20:18:40.600872] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2025-12-24T20:18:40.600926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:40.600957] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:40.600983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:40.601040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:40.659729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:40.660567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:40.660669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:40.660702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:40.785168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:40.785322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:40.785363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:40.785393] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:40.789008] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: UP (p=68.90%)
[2025-12-24T20:18:40.789313] [INFO ] [FORECASTER] Completed predict_future for CCD
[2025-12-24T20:18:40.789472] [INFO ] [sig       ] CCD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:40.932595] [INFO ] [LOCAL     ] Saved forecast: CCD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CCD.txt
[2025-12-24T20:18:40.932754] [INFO ] [sig       ] [616/3551] Completed CCD in 0.3s | 2.85 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-24T20:18:40.932795] [INFO ] [sig       ] [617/3551] Forecasting CCEC...
[2025-12-24T20:18:40.932825] [INFO ] [sig       ] Generating forecast for: CCEC
[2025-12-24T20:18:40.932855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEC' from 'https://tdm.silogroup.org/data/derivative_storage/CCEC.csv'.
[2025-12-24T20:18:40.943978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEC'.
[2025-12-24T20:18:40.944354] [INFO ] [FORECASTER] Starting predict_future for CCEC
[2025-12-24T20:18:40.945180] [DEBUG] [LOCAL     ] No optimal features file found for CCEC: ./output/feature-sets/CCEC.txt
[2025-12-24T20:18:40.945233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:40.945265] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:40.945305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:40.945367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:41.004244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:41.005116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:41.005199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:41.005232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:41.110809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:41.110959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:41.110998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:41.111027] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:41.114736] [DEBUG] [FORECASTER] CCEC: Forecast T+1@11:T+2@11: DOWN (p=40.76%)
[2025-12-24T20:18:41.114996] [INFO ] [FORECASTER] Completed predict_future for CCEC
[2025-12-24T20:18:41.115113] [INFO ] [sig       ] CCEC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:41.258433] [INFO ] [LOCAL     ] Saved forecast: CCEC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CCEC.txt
[2025-12-24T20:18:41.258605] [INFO ] [sig       ] [617/3551] Completed CCEC in 0.3s | 2.85 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-24T20:18:41.258646] [INFO ] [sig       ] [618/3551] Forecasting CCEP...
[2025-12-24T20:18:41.258678] [INFO ] [sig       ] Generating forecast for: CCEP
[2025-12-24T20:18:41.258707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2025-12-24T20:18:41.270360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2025-12-24T20:18:41.270735] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2025-12-24T20:18:41.271538] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2025-12-24T20:18:41.271626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:41.271666] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:41.271699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:41.271775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:41.331698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:41.332534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:41.332637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:41.332672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:41.458625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:41.458766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:41.458805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:41.458834] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:41.462104] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: DOWN (p=15.44%)
[2025-12-24T20:18:41.462370] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2025-12-24T20:18:41.462486] [INFO ] [sig       ] CCEP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:41.606886] [INFO ] [LOCAL     ] Saved forecast: CCEP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CCEP.txt
[2025-12-24T20:18:41.607073] [INFO ] [sig       ] [618/3551] Completed CCEP in 0.3s | 2.85 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-24T20:18:41.607114] [INFO ] [sig       ] [619/3551] Forecasting CCI...
[2025-12-24T20:18:41.607144] [INFO ] [sig       ] Generating forecast for: CCI
[2025-12-24T20:18:41.607174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-12-24T20:18:41.618927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2025-12-24T20:18:41.619320] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-12-24T20:18:41.620145] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-12-24T20:18:41.620197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:41.620229] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:41.620257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:41.620316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:41.679961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:41.681023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:41.681107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:41.681141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:41.805504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:41.805674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:41.805715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:41.805743] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:41.809019] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: DOWN (p=32.58%)
[2025-12-24T20:18:41.809281] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-12-24T20:18:41.809412] [INFO ] [sig       ] CCI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:41.953471] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CCI.txt
[2025-12-24T20:18:41.953646] [INFO ] [sig       ] [619/3551] Completed CCI in 0.3s | 2.85 sym/s | Total: 3.6m | ETA: 17.2m
[2025-12-24T20:18:41.953687] [INFO ] [sig       ] [620/3551] Forecasting CCIF...
[2025-12-24T20:18:41.953717] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-12-24T20:18:41.953747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-12-24T20:18:41.965485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2025-12-24T20:18:41.965755] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-12-24T20:18:41.966483] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-12-24T20:18:41.966535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:41.966566] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:41.966612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:41.966669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:42.027802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:42.028698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:42.028782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:42.028815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:42.147204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:42.147346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:42.147392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:42.147426] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:42.154185] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=36.89%)
[2025-12-24T20:18:42.154535] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-12-24T20:18:42.154675] [INFO ] [sig       ] CCIF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:42.298703] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CCIF.txt
[2025-12-24T20:18:42.298849] [INFO ] [sig       ] [620/3551] Completed CCIF in 0.3s | 2.85 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-24T20:18:42.298891] [INFO ] [sig       ] [621/3551] Forecasting CCJ...
[2025-12-24T20:18:42.298920] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-12-24T20:18:42.298957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-12-24T20:18:42.311130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2025-12-24T20:18:42.311422] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-12-24T20:18:42.312360] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-12-24T20:18:42.312411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:42.312443] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:42.312673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:42.312729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:42.370029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:42.370664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:42.370759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:42.370793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:42.495081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:42.495240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:42.495282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:42.495311] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:42.499366] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=23.92%)
[2025-12-24T20:18:42.499705] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-12-24T20:18:42.499850] [INFO ] [sig       ] CCJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:42.653279] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CCJ.txt
[2025-12-24T20:18:42.653430] [INFO ] [sig       ] [621/3551] Completed CCJ in 0.4s | 2.85 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-24T20:18:42.653679] [INFO ] [sig       ] [622/3551] Forecasting CCK...
[2025-12-24T20:18:42.653710] [INFO ] [sig       ] Generating forecast for: CCK
[2025-12-24T20:18:42.653740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-12-24T20:18:42.665978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2025-12-24T20:18:42.666297] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-12-24T20:18:42.667114] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-12-24T20:18:42.667167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:42.667226] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:42.667255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:42.667313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:42.725399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:42.726205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:42.726288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:42.726321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:42.855758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:42.855910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:42.855951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:42.855979] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:42.859766] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=73.34%)
[2025-12-24T20:18:42.860037] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-12-24T20:18:42.860168] [INFO ] [sig       ] CCK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:43.007391] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CCK.txt
[2025-12-24T20:18:43.007543] [INFO ] [sig       ] [622/3551] Completed CCK in 0.4s | 2.85 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-24T20:18:43.007601] [INFO ] [sig       ] [623/3551] Forecasting CCL...
[2025-12-24T20:18:43.007634] [INFO ] [sig       ] Generating forecast for: CCL
[2025-12-24T20:18:43.007664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-12-24T20:18:43.019715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2025-12-24T20:18:43.020027] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-12-24T20:18:43.020826] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-12-24T20:18:43.020877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:43.020908] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:43.020935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:43.020991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:43.079884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:43.080863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:43.081021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:43.081054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:43.207141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:43.207293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:43.207333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:43.207361] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:43.211101] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=40.88%)
[2025-12-24T20:18:43.211370] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-12-24T20:18:43.211495] [INFO ] [sig       ] CCL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:43.353913] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CCL.txt
[2025-12-24T20:18:43.354056] [INFO ] [sig       ] [623/3551] Completed CCL in 0.3s | 2.85 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-24T20:18:43.354095] [INFO ] [sig       ] [624/3551] Forecasting CCLD...
[2025-12-24T20:18:43.354124] [INFO ] [sig       ] Generating forecast for: CCLD
[2025-12-24T20:18:43.354153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2025-12-24T20:18:43.366351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2025-12-24T20:18:43.366745] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2025-12-24T20:18:43.367555] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2025-12-24T20:18:43.367637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:43.367671] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:43.367699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:43.367755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:43.426044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:43.426881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:43.426968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:43.427002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:43.554898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:43.555072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:43.555121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:43.555150] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:43.559095] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: UP (p=63.17%)
[2025-12-24T20:18:43.559394] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2025-12-24T20:18:43.559522] [INFO ] [sig       ] CCLD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:43.705683] [INFO ] [LOCAL     ] Saved forecast: CCLD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CCLD.txt
[2025-12-24T20:18:43.705836] [INFO ] [sig       ] [624/3551] Completed CCLD in 0.4s | 2.85 sym/s | Total: 3.6m | ETA: 17.1m
[2025-12-24T20:18:43.705874] [INFO ] [sig       ] [625/3551] Forecasting CCNE...
[2025-12-24T20:18:43.705905] [INFO ] [sig       ] Generating forecast for: CCNE
[2025-12-24T20:18:43.705935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2025-12-24T20:18:43.719144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2025-12-24T20:18:43.719758] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2025-12-24T20:18:43.720557] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2025-12-24T20:18:43.720636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:43.720668] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:43.720694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:43.720749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:43.778300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:43.779162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:43.779248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:43.779282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:43.899858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:43.900016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:43.900057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:43.900133] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:43.903623] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: UP (p=83.85%)
[2025-12-24T20:18:43.903898] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2025-12-24T20:18:43.904024] [INFO ] [sig       ] CCNE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:44.044770] [INFO ] [LOCAL     ] Saved forecast: CCNE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CCNE.txt
[2025-12-24T20:18:44.044900] [INFO ] [sig       ] [625/3551] Completed CCNE in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.1m
[2025-12-24T20:18:44.044939] [INFO ] [sig       ] [626/3551] Forecasting CCO...
[2025-12-24T20:18:44.044968] [INFO ] [sig       ] Generating forecast for: CCO
[2025-12-24T20:18:44.044997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-12-24T20:18:44.057006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2025-12-24T20:18:44.057271] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-12-24T20:18:44.058035] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-12-24T20:18:44.058087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:44.058117] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:44.058144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:44.058199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:44.113779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:44.114360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:44.114437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:44.114468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:44.234963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:44.235064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:44.235099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:44.235126] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:44.238126] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: DOWN (p=47.94%)
[2025-12-24T20:18:44.238376] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-12-24T20:18:44.238491] [INFO ] [sig       ] CCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:44.377226] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CCO.txt
[2025-12-24T20:18:44.377329] [INFO ] [sig       ] [626/3551] Completed CCO in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.1m
[2025-12-24T20:18:44.377367] [INFO ] [sig       ] [627/3551] Forecasting CCOI...
[2025-12-24T20:18:44.377394] [INFO ] [sig       ] Generating forecast for: CCOI
[2025-12-24T20:18:44.377423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2025-12-24T20:18:44.388963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2025-12-24T20:18:44.389216] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2025-12-24T20:18:44.389993] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2025-12-24T20:18:44.390045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:44.390075] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:44.390102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:44.390157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:44.446469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:44.447059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:44.447136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:44.447168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:44.563476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:44.563566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:44.563618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:44.563648] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:44.566881] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: DOWN (p=39.21%)
[2025-12-24T20:18:44.567132] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2025-12-24T20:18:44.567247] [INFO ] [sig       ] CCOI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:44.705706] [INFO ] [LOCAL     ] Saved forecast: CCOI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CCOI.txt
[2025-12-24T20:18:44.705808] [INFO ] [sig       ] [627/3551] Completed CCOI in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.1m
[2025-12-24T20:18:44.705845] [INFO ] [sig       ] [628/3551] Forecasting CCRN...
[2025-12-24T20:18:44.705874] [INFO ] [sig       ] Generating forecast for: CCRN
[2025-12-24T20:18:44.705904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2025-12-24T20:18:44.717195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2025-12-24T20:18:44.717464] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2025-12-24T20:18:44.718197] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2025-12-24T20:18:44.718247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:44.718278] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:44.718305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:44.718361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:44.773426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:44.774004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:44.774080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:44.774111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:44.896713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:44.896841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:44.896887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:44.896917] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:44.900230] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: UP (p=78.31%)
[2025-12-24T20:18:44.900503] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2025-12-24T20:18:44.900644] [INFO ] [sig       ] CCRN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:45.041078] [INFO ] [LOCAL     ] Saved forecast: CCRN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CCRN.txt
[2025-12-24T20:18:45.041191] [INFO ] [sig       ] [628/3551] Completed CCRN in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.1m
[2025-12-24T20:18:45.041231] [INFO ] [sig       ] [629/3551] Forecasting CCS...
[2025-12-24T20:18:45.041260] [INFO ] [sig       ] Generating forecast for: CCS
[2025-12-24T20:18:45.041299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-12-24T20:18:45.053072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2025-12-24T20:18:45.053351] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-12-24T20:18:45.054320] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-12-24T20:18:45.054371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:45.054403] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:45.054428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:45.054689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:45.110128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:45.110706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:45.110781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:45.110813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:45.226565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:45.226676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:45.226710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:45.226738] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:45.229803] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: UP (p=96.43%)
[2025-12-24T20:18:45.230056] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-12-24T20:18:45.230171] [INFO ] [sig       ] CCS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:45.368881] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CCS.txt
[2025-12-24T20:18:45.368986] [INFO ] [sig       ] [629/3551] Completed CCS in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.1m
[2025-12-24T20:18:45.369024] [INFO ] [sig       ] [630/3551] Forecasting CCSI...
[2025-12-24T20:18:45.369052] [INFO ] [sig       ] Generating forecast for: CCSI
[2025-12-24T20:18:45.369081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2025-12-24T20:18:45.379995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2025-12-24T20:18:45.380258] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2025-12-24T20:18:45.381002] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2025-12-24T20:18:45.381063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:45.381095] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:45.381122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:45.381177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:45.438319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:45.438899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:45.438976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:45.439007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:45.550865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:45.551010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:45.551048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:45.551076] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:45.554718] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-12-24T20:18:45.555016] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2025-12-24T20:18:45.555168] [INFO ] [sig       ] CCSI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:45.698093] [INFO ] [LOCAL     ] Saved forecast: CCSI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CCSI.txt
[2025-12-24T20:18:45.698238] [INFO ] [sig       ] [630/3551] Completed CCSI in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.1m
[2025-12-24T20:18:45.698277] [INFO ] [sig       ] [631/3551] Forecasting CDC...
[2025-12-24T20:18:45.698305] [INFO ] [sig       ] Generating forecast for: CDC
[2025-12-24T20:18:45.698335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2025-12-24T20:18:45.709967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2025-12-24T20:18:45.710296] [INFO ] [FORECASTER] Starting predict_future for CDC
[2025-12-24T20:18:45.711048] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2025-12-24T20:18:45.711099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:45.711130] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:45.711156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:45.711212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:45.767930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:45.768788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:45.768870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:45.768902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:45.888035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:45.888187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:45.888226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:45.888255] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:45.891609] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: DOWN (p=4.12%)
[2025-12-24T20:18:45.891872] [INFO ] [FORECASTER] Completed predict_future for CDC
[2025-12-24T20:18:45.891991] [INFO ] [sig       ] CDC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:46.035894] [INFO ] [LOCAL     ] Saved forecast: CDC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CDC.txt
[2025-12-24T20:18:46.036044] [INFO ] [sig       ] [631/3551] Completed CDC in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.1m
[2025-12-24T20:18:46.036082] [INFO ] [sig       ] [632/3551] Forecasting CDE...
[2025-12-24T20:18:46.036113] [INFO ] [sig       ] Generating forecast for: CDE
[2025-12-24T20:18:46.036143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-12-24T20:18:46.047349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2025-12-24T20:18:46.047693] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-12-24T20:18:46.048427] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-12-24T20:18:46.048478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:46.048510] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:46.048537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:46.048616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:46.106045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:46.107111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:46.107226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:46.107259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:46.235543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:46.235715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:46.235760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:46.235791] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:46.239229] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: DOWN (p=13.41%)
[2025-12-24T20:18:46.239519] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-12-24T20:18:46.239656] [INFO ] [sig       ] CDE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:46.380626] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CDE.txt
[2025-12-24T20:18:46.380775] [INFO ] [sig       ] [632/3551] Completed CDE in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.1m
[2025-12-24T20:18:46.380817] [INFO ] [sig       ] [633/3551] Forecasting CDIO...
[2025-12-24T20:18:46.380846] [INFO ] [sig       ] Generating forecast for: CDIO
[2025-12-24T20:18:46.380876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2025-12-24T20:18:46.392445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2025-12-24T20:18:46.393006] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2025-12-24T20:18:46.393763] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2025-12-24T20:18:46.393814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:46.393845] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:46.393872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:46.393928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:46.450438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:46.451241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:46.451322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:46.451354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:46.572053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:46.572187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:46.572226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:46.572255] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:46.575543] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: UP (p=93.95%)
[2025-12-24T20:18:46.575850] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2025-12-24T20:18:46.575974] [INFO ] [sig       ] CDIO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:46.715915] [INFO ] [LOCAL     ] Saved forecast: CDIO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CDIO.txt
[2025-12-24T20:18:46.716020] [INFO ] [sig       ] [633/3551] Completed CDIO in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.1m
[2025-12-24T20:18:46.716064] [INFO ] [sig       ] [634/3551] Forecasting CDL...
[2025-12-24T20:18:46.716093] [INFO ] [sig       ] Generating forecast for: CDL
[2025-12-24T20:18:46.716122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2025-12-24T20:18:46.726086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2025-12-24T20:18:46.726373] [INFO ] [FORECASTER] Starting predict_future for CDL
[2025-12-24T20:18:46.727113] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2025-12-24T20:18:46.727164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:46.727195] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:46.727222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:46.727277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:46.782803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:46.783362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:46.783438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:46.783470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:46.893263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:46.893368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:46.893403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:46.893431] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:46.896732] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: UP (p=77.46%)
[2025-12-24T20:18:46.896988] [INFO ] [FORECASTER] Completed predict_future for CDL
[2025-12-24T20:18:46.897109] [INFO ] [sig       ] CDL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:47.036442] [INFO ] [LOCAL     ] Saved forecast: CDL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CDL.txt
[2025-12-24T20:18:47.036563] [INFO ] [sig       ] [634/3551] Completed CDL in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-24T20:18:47.036618] [INFO ] [sig       ] [635/3551] Forecasting CDNA...
[2025-12-24T20:18:47.036649] [INFO ] [sig       ] Generating forecast for: CDNA
[2025-12-24T20:18:47.036678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2025-12-24T20:18:47.047748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2025-12-24T20:18:47.048024] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2025-12-24T20:18:47.048766] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2025-12-24T20:18:47.048816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:47.048847] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:47.048874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:47.048929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:47.105735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:47.106315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:47.106392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:47.106427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:47.225413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:47.225542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:47.225597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:47.225628] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:47.228832] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: DOWN (p=13.64%)
[2025-12-24T20:18:47.229093] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2025-12-24T20:18:47.229226] [INFO ] [sig       ] CDNA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:47.367541] [INFO ] [LOCAL     ] Saved forecast: CDNA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CDNA.txt
[2025-12-24T20:18:47.367683] [INFO ] [sig       ] [635/3551] Completed CDNA in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-24T20:18:47.367722] [INFO ] [sig       ] [636/3551] Forecasting CDNS...
[2025-12-24T20:18:47.367751] [INFO ] [sig       ] Generating forecast for: CDNS
[2025-12-24T20:18:47.367780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2025-12-24T20:18:47.379000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2025-12-24T20:18:47.379273] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2025-12-24T20:18:47.380047] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2025-12-24T20:18:47.380098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:47.380130] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:47.380157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:47.380213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:47.436758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:47.437336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:47.437411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:47.437442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:47.560393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:47.560513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:47.560553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:47.560598] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:47.563831] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: DOWN (p=13.93%)
[2025-12-24T20:18:47.564094] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2025-12-24T20:18:47.564211] [INFO ] [sig       ] CDNS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:47.704196] [INFO ] [LOCAL     ] Saved forecast: CDNS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CDNS.txt
[2025-12-24T20:18:47.704305] [INFO ] [sig       ] [636/3551] Completed CDNS in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-24T20:18:47.704342] [INFO ] [sig       ] [637/3551] Forecasting CDP...
[2025-12-24T20:18:47.704370] [INFO ] [sig       ] Generating forecast for: CDP
[2025-12-24T20:18:47.704401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-12-24T20:18:47.716509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2025-12-24T20:18:47.716789] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-12-24T20:18:47.717509] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-12-24T20:18:47.717559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:47.717610] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:47.717639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:47.717695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:47.774644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:47.775209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:47.775285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:47.775317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:47.890860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:47.890959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:47.891009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:47.891038] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:47.894130] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: DOWN (p=10.14%)
[2025-12-24T20:18:47.894384] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-12-24T20:18:47.894501] [INFO ] [sig       ] CDP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:48.035796] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CDP.txt
[2025-12-24T20:18:48.035952] [INFO ] [sig       ] [637/3551] Completed CDP in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-24T20:18:48.035992] [INFO ] [sig       ] [638/3551] Forecasting CDRE...
[2025-12-24T20:18:48.036021] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-12-24T20:18:48.036050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-12-24T20:18:48.048285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2025-12-24T20:18:48.048675] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-12-24T20:18:48.049457] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-12-24T20:18:48.049510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:48.049542] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:48.049591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:48.049841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:48.107450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:48.108317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:48.108403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:48.108436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:48.229932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:48.230088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:48.230127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:48.230157] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:48.233525] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: DOWN (p=49.46%)
[2025-12-24T20:18:48.233817] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-12-24T20:18:48.233939] [INFO ] [sig       ] CDRE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:48.380162] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CDRE.txt
[2025-12-24T20:18:48.380317] [INFO ] [sig       ] [638/3551] Completed CDRE in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-24T20:18:48.380358] [INFO ] [sig       ] [639/3551] Forecasting CDRO...
[2025-12-24T20:18:48.380387] [INFO ] [sig       ] Generating forecast for: CDRO
[2025-12-24T20:18:48.380419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2025-12-24T20:18:48.391366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2025-12-24T20:18:48.391774] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2025-12-24T20:18:48.392515] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2025-12-24T20:18:48.392566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:48.392656] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:48.392685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:48.392931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:48.449409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:48.450273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:48.450371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:48.450404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:48.565872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:48.566024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:48.566063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:48.566092] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:48.569789] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: UP (p=93.30%)
[2025-12-24T20:18:48.570055] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2025-12-24T20:18:48.570175] [INFO ] [sig       ] CDRO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:48.715124] [INFO ] [LOCAL     ] Saved forecast: CDRO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CDRO.txt
[2025-12-24T20:18:48.715276] [INFO ] [sig       ] [639/3551] Completed CDRO in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-24T20:18:48.715318] [INFO ] [sig       ] [640/3551] Forecasting CDTX...
[2025-12-24T20:18:48.715347] [INFO ] [sig       ] Generating forecast for: CDTX
[2025-12-24T20:18:48.715376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'.
[2025-12-24T20:18:48.728672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDTX'.
[2025-12-24T20:18:48.729059] [INFO ] [FORECASTER] Starting predict_future for CDTX
[2025-12-24T20:18:48.729991] [DEBUG] [LOCAL     ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt
[2025-12-24T20:18:48.730050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:48.730086] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:48.730118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:48.730190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:48.793897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:48.794830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:48.794935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:48.794970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:48.913807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:48.913960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:48.914001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:48.914029] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:48.917449] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: UP (p=94.50%)
[2025-12-24T20:18:48.917789] [INFO ] [FORECASTER] Completed predict_future for CDTX
[2025-12-24T20:18:48.917919] [INFO ] [sig       ] CDTX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:49.063817] [INFO ] [LOCAL     ] Saved forecast: CDTX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CDTX.txt
[2025-12-24T20:18:49.063970] [INFO ] [sig       ] [640/3551] Completed CDTX in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-24T20:18:49.064010] [INFO ] [sig       ] [641/3551] Forecasting CDXS...
[2025-12-24T20:18:49.064039] [INFO ] [sig       ] Generating forecast for: CDXS
[2025-12-24T20:18:49.064070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2025-12-24T20:18:49.076314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2025-12-24T20:18:49.076916] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2025-12-24T20:18:49.077742] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2025-12-24T20:18:49.077795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:49.077852] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:49.077882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:49.077939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:49.137588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:49.138414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:49.138499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:49.138532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:49.260017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:49.260167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:49.260206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:49.260234] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:49.263669] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: DOWN (p=31.97%)
[2025-12-24T20:18:49.263955] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2025-12-24T20:18:49.264078] [INFO ] [sig       ] CDXS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:49.404504] [INFO ] [LOCAL     ] Saved forecast: CDXS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CDXS.txt
[2025-12-24T20:18:49.404645] [INFO ] [sig       ] [641/3551] Completed CDXS in 0.3s | 2.85 sym/s | Total: 3.7m | ETA: 17.0m
[2025-12-24T20:18:49.404685] [INFO ] [sig       ] [642/3551] Forecasting CDZI...
[2025-12-24T20:18:49.404715] [INFO ] [sig       ] Generating forecast for: CDZI
[2025-12-24T20:18:49.404744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2025-12-24T20:18:49.416719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2025-12-24T20:18:49.416975] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2025-12-24T20:18:49.417715] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2025-12-24T20:18:49.417766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:49.417798] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:49.417825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:49.417882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:49.474331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:49.475070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:49.475145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:49.475177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:49.602217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:49.602357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:49.602395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:49.602451] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:49.606173] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=1.13%)
[2025-12-24T20:18:49.606452] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2025-12-24T20:18:49.606593] [INFO ] [sig       ] CDZI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:49.748650] [INFO ] [LOCAL     ] Saved forecast: CDZI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CDZI.txt
[2025-12-24T20:18:49.748799] [INFO ] [sig       ] [642/3551] Completed CDZI in 0.3s | 2.85 sym/s | Total: 3.8m | ETA: 17.0m
[2025-12-24T20:18:49.748846] [INFO ] [sig       ] [643/3551] Forecasting CE...
[2025-12-24T20:18:49.748878] [INFO ] [sig       ] Generating forecast for: CE
[2025-12-24T20:18:49.748909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-12-24T20:18:49.760328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2025-12-24T20:18:49.760683] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-12-24T20:18:49.761417] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-12-24T20:18:49.761480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:49.761518] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:49.761550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:49.761634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:49.818181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:49.818930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:49.819010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:49.819042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:49.945452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:49.945617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:49.945658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:49.945686] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:49.948957] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: UP (p=79.22%)
[2025-12-24T20:18:49.949217] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-12-24T20:18:49.949356] [INFO ] [sig       ] CE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:50.091234] [INFO ] [LOCAL     ] Saved forecast: CE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CE.txt
[2025-12-24T20:18:50.091360] [INFO ] [sig       ] [643/3551] Completed CE in 0.3s | 2.85 sym/s | Total: 3.8m | ETA: 17.0m
[2025-12-24T20:18:50.091399] [INFO ] [sig       ] [644/3551] Forecasting CECO...
[2025-12-24T20:18:50.091428] [INFO ] [sig       ] Generating forecast for: CECO
[2025-12-24T20:18:50.091463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2025-12-24T20:18:50.104029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2025-12-24T20:18:50.104339] [INFO ] [FORECASTER] Starting predict_future for CECO
[2025-12-24T20:18:50.105168] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2025-12-24T20:18:50.105225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:50.105258] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:50.105287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:50.105345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:50.165708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:50.166561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:50.166679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:50.166715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:50.281611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:50.281775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:50.281823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:50.281860] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:50.286476] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: UP (p=67.60%)
[2025-12-24T20:18:50.286783] [INFO ] [FORECASTER] Completed predict_future for CECO
[2025-12-24T20:18:50.286911] [INFO ] [sig       ] CECO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:50.429132] [INFO ] [LOCAL     ] Saved forecast: CECO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CECO.txt
[2025-12-24T20:18:50.429264] [INFO ] [sig       ] [644/3551] Completed CECO in 0.3s | 2.85 sym/s | Total: 3.8m | ETA: 17.0m
[2025-12-24T20:18:50.429303] [INFO ] [sig       ] [645/3551] Forecasting CEG...
[2025-12-24T20:18:50.429356] [INFO ] [sig       ] Generating forecast for: CEG
[2025-12-24T20:18:50.429391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2025-12-24T20:18:50.441074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2025-12-24T20:18:50.441382] [INFO ] [FORECASTER] Starting predict_future for CEG
[2025-12-24T20:18:50.442205] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2025-12-24T20:18:50.442258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:50.442291] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:50.442322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:50.442379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:50.500203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:50.500959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:50.501038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:50.501070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:50.629539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:50.629715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:50.629756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:50.629784] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:50.633212] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: UP (p=87.90%)
[2025-12-24T20:18:50.633484] [INFO ] [FORECASTER] Completed predict_future for CEG
[2025-12-24T20:18:50.633632] [INFO ] [sig       ] CEG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:50.781871] [INFO ] [LOCAL     ] Saved forecast: CEG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CEG.txt
[2025-12-24T20:18:50.782045] [INFO ] [sig       ] [645/3551] Completed CEG in 0.4s | 2.85 sym/s | Total: 3.8m | ETA: 17.0m
[2025-12-24T20:18:50.782089] [INFO ] [sig       ] [646/3551] Forecasting CELC...
[2025-12-24T20:18:50.782119] [INFO ] [sig       ] Generating forecast for: CELC
[2025-12-24T20:18:50.782148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2025-12-24T20:18:50.793541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2025-12-24T20:18:50.794116] [INFO ] [FORECASTER] Starting predict_future for CELC
[2025-12-24T20:18:50.795110] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2025-12-24T20:18:50.795162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:50.795194] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:50.795221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:50.795277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:50.854767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:50.855631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:50.855714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:50.855747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:50.974236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:50.974393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:50.974434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:50.974464] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:50.978029] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: UP (p=74.31%)
[2025-12-24T20:18:50.978318] [INFO ] [FORECASTER] Completed predict_future for CELC
[2025-12-24T20:18:50.978446] [INFO ] [sig       ] CELC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:51.117512] [INFO ] [LOCAL     ] Saved forecast: CELC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CELC.txt
[2025-12-24T20:18:51.117681] [INFO ] [sig       ] [646/3551] Completed CELC in 0.3s | 2.85 sym/s | Total: 3.8m | ETA: 17.0m
[2025-12-24T20:18:51.117724] [INFO ] [sig       ] [647/3551] Forecasting CELH...
[2025-12-24T20:18:51.117754] [INFO ] [sig       ] Generating forecast for: CELH
[2025-12-24T20:18:51.117783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2025-12-24T20:18:51.129726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2025-12-24T20:18:51.130085] [INFO ] [FORECASTER] Starting predict_future for CELH
[2025-12-24T20:18:51.130883] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2025-12-24T20:18:51.130937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:51.130969] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:51.130998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:51.131055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:51.188462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:51.189326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:51.189447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:51.189483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:51.310960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:51.311105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:51.311144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:51.311173] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:51.315013] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-12-24T20:18:51.315285] [INFO ] [FORECASTER] Completed predict_future for CELH
[2025-12-24T20:18:51.315407] [INFO ] [sig       ] CELH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:51.462692] [INFO ] [LOCAL     ] Saved forecast: CELH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CELH.txt
[2025-12-24T20:18:51.462827] [INFO ] [sig       ] [647/3551] Completed CELH in 0.3s | 2.85 sym/s | Total: 3.8m | ETA: 17.0m
[2025-12-24T20:18:51.462867] [INFO ] [sig       ] [648/3551] Forecasting CELZ...
[2025-12-24T20:18:51.462897] [INFO ] [sig       ] Generating forecast for: CELZ
[2025-12-24T20:18:51.462927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2025-12-24T20:18:51.474654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2025-12-24T20:18:51.474957] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2025-12-24T20:18:51.475743] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2025-12-24T20:18:51.475796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:51.475829] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:51.475856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:51.475913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:51.535534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:51.536419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:51.536505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:51.536538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:51.655061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:51.655207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:51.655246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:51.655292] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:51.658610] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: DOWN (p=34.16%)
[2025-12-24T20:18:51.658872] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2025-12-24T20:18:51.658988] [INFO ] [sig       ] CELZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:51.818430] [INFO ] [LOCAL     ] Saved forecast: CELZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CELZ.txt
[2025-12-24T20:18:51.818613] [INFO ] [sig       ] [648/3551] Completed CELZ in 0.4s | 2.85 sym/s | Total: 3.8m | ETA: 17.0m
[2025-12-24T20:18:51.818667] [INFO ] [sig       ] [649/3551] Forecasting CENTA...
[2025-12-24T20:18:51.818701] [INFO ] [sig       ] Generating forecast for: CENTA
[2025-12-24T20:18:51.818739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2025-12-24T20:18:51.832333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2025-12-24T20:18:51.832721] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2025-12-24T20:18:51.833549] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2025-12-24T20:18:51.833627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:51.833664] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:51.833695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:51.833753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:51.890054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:51.890912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:51.891027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:51.891064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:52.007547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:52.007714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:52.007755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:52.007783] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:52.011128] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: DOWN (p=13.32%)
[2025-12-24T20:18:52.011393] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2025-12-24T20:18:52.011515] [INFO ] [sig       ] CENTA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:52.152604] [INFO ] [LOCAL     ] Saved forecast: CENTA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CENTA.txt
[2025-12-24T20:18:52.152743] [INFO ] [sig       ] [649/3551] Completed CENTA in 0.3s | 2.85 sym/s | Total: 3.8m | ETA: 16.9m
[2025-12-24T20:18:52.152784] [INFO ] [sig       ] [650/3551] Forecasting CENX...
[2025-12-24T20:18:52.152815] [INFO ] [sig       ] Generating forecast for: CENX
[2025-12-24T20:18:52.152846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2025-12-24T20:18:52.168414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2025-12-24T20:18:52.168942] [INFO ] [FORECASTER] Starting predict_future for CENX
[2025-12-24T20:18:52.170038] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2025-12-24T20:18:52.170109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:52.170157] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:52.170203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:52.170284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:52.234907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:52.235828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:52.235922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:52.235974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:52.361550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:52.361730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:52.361770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:52.361798] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:52.365519] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: UP (p=98.72%)
[2025-12-24T20:18:52.365812] [INFO ] [FORECASTER] Completed predict_future for CENX
[2025-12-24T20:18:52.365937] [INFO ] [sig       ] CENX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:52.509788] [INFO ] [LOCAL     ] Saved forecast: CENX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CENX.txt
[2025-12-24T20:18:52.509947] [INFO ] [sig       ] [650/3551] Completed CENX in 0.4s | 2.85 sym/s | Total: 3.8m | ETA: 16.9m
[2025-12-24T20:18:52.509987] [INFO ] [sig       ] [651/3551] Forecasting CERS...
[2025-12-24T20:18:52.510017] [INFO ] [sig       ] Generating forecast for: CERS
[2025-12-24T20:18:52.510046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2025-12-24T20:18:52.533807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2025-12-24T20:18:52.534228] [INFO ] [FORECASTER] Starting predict_future for CERS
[2025-12-24T20:18:52.535234] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2025-12-24T20:18:52.535299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:52.535341] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:52.535378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:52.535458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:52.601808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:52.602678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:52.602763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:52.602796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:52.745973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:52.746146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:52.746196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:52.746233] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:52.750792] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: UP (p=64.51%)
[2025-12-24T20:18:52.751150] [INFO ] [FORECASTER] Completed predict_future for CERS
[2025-12-24T20:18:52.751316] [INFO ] [sig       ] CERS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:52.908770] [INFO ] [LOCAL     ] Saved forecast: CERS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CERS.txt
[2025-12-24T20:18:52.908941] [INFO ] [sig       ] [651/3551] Completed CERS in 0.4s | 2.85 sym/s | Total: 3.8m | ETA: 16.9m
[2025-12-24T20:18:52.908984] [INFO ] [sig       ] [652/3551] Forecasting CETX...
[2025-12-24T20:18:52.909012] [INFO ] [sig       ] Generating forecast for: CETX
[2025-12-24T20:18:52.909041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2025-12-24T20:18:52.920665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2025-12-24T20:18:52.920982] [INFO ] [FORECASTER] Starting predict_future for CETX
[2025-12-24T20:18:52.921772] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2025-12-24T20:18:52.921823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:52.921856] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:52.921881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:52.921953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:52.978407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:52.979484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:52.979569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:52.979620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:53.093126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:53.093280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:53.093319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:53.093349] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:53.096703] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: DOWN (p=27.85%)
[2025-12-24T20:18:53.096977] [INFO ] [FORECASTER] Completed predict_future for CETX
[2025-12-24T20:18:53.097101] [INFO ] [sig       ] CETX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:53.243365] [INFO ] [LOCAL     ] Saved forecast: CETX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CETX.txt
[2025-12-24T20:18:53.243544] [INFO ] [sig       ] [652/3551] Completed CETX in 0.3s | 2.85 sym/s | Total: 3.8m | ETA: 16.9m
[2025-12-24T20:18:53.243607] [INFO ] [sig       ] [653/3551] Forecasting CEVA...
[2025-12-24T20:18:53.243640] [INFO ] [sig       ] Generating forecast for: CEVA
[2025-12-24T20:18:53.243670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'.
[2025-12-24T20:18:53.255632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEVA'.
[2025-12-24T20:18:53.255991] [INFO ] [FORECASTER] Starting predict_future for CEVA
[2025-12-24T20:18:53.256767] [DEBUG] [LOCAL     ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt
[2025-12-24T20:18:53.256831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:53.256872] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:53.256903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:53.256959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:53.319983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:53.320825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:53.320909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:53.320942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:53.448664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:53.448813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:53.448854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:53.448882] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:53.452254] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: UP (p=62.46%)
[2025-12-24T20:18:53.452528] [INFO ] [FORECASTER] Completed predict_future for CEVA
[2025-12-24T20:18:53.452671] [INFO ] [sig       ] CEVA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:53.602062] [INFO ] [LOCAL     ] Saved forecast: CEVA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CEVA.txt
[2025-12-24T20:18:53.602215] [INFO ] [sig       ] [653/3551] Completed CEVA in 0.4s | 2.85 sym/s | Total: 3.8m | ETA: 16.9m
[2025-12-24T20:18:53.602254] [INFO ] [sig       ] [654/3551] Forecasting CF...
[2025-12-24T20:18:53.602298] [INFO ] [sig       ] Generating forecast for: CF
[2025-12-24T20:18:53.602356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-12-24T20:18:53.615155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CF'.
[2025-12-24T20:18:53.615513] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-12-24T20:18:53.616341] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-12-24T20:18:53.616394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:53.616426] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:53.616453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:53.616510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:53.677196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:53.678110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:53.678197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:53.678230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:53.801001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:53.801171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:53.801214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:53.801244] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:53.805132] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: UP (p=70.71%)
[2025-12-24T20:18:53.805411] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-12-24T20:18:53.805534] [INFO ] [sig       ] CF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:54.020297] [INFO ] [LOCAL     ] Saved forecast: CF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CF.txt
[2025-12-24T20:18:54.020438] [INFO ] [sig       ] [654/3551] Completed CF in 0.4s | 2.85 sym/s | Total: 3.8m | ETA: 16.9m
[2025-12-24T20:18:54.020477] [INFO ] [sig       ] [655/3551] Forecasting CFFN...
[2025-12-24T20:18:54.020506] [INFO ] [sig       ] Generating forecast for: CFFN
[2025-12-24T20:18:54.020535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2025-12-24T20:18:54.035327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2025-12-24T20:18:54.035602] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2025-12-24T20:18:54.036342] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2025-12-24T20:18:54.036393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:54.036425] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:54.036451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:54.036512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:54.094313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:54.094928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:54.095006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:54.095039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:54.227327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:54.227473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:54.227513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:54.227550] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:54.231423] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: UP (p=84.22%)
[2025-12-24T20:18:54.231726] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2025-12-24T20:18:54.231852] [INFO ] [sig       ] CFFN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:54.380336] [INFO ] [LOCAL     ] Saved forecast: CFFN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CFFN.txt
[2025-12-24T20:18:54.380484] [INFO ] [sig       ] [655/3551] Completed CFFN in 0.4s | 2.85 sym/s | Total: 3.8m | ETA: 16.9m
[2025-12-24T20:18:54.380523] [INFO ] [sig       ] [656/3551] Forecasting CFG...
[2025-12-24T20:18:54.380553] [INFO ] [sig       ] Generating forecast for: CFG
[2025-12-24T20:18:54.380600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-12-24T20:18:54.392425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2025-12-24T20:18:54.392919] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-12-24T20:18:54.393687] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-12-24T20:18:54.393738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:54.393793] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:54.394014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:54.394071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:54.452086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:54.452786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:54.452867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:54.452901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:54.579213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:54.579381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:54.579427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:54.579457] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:54.582911] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-12-24T20:18:54.583182] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-12-24T20:18:54.583308] [INFO ] [sig       ] CFG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:54.727128] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CFG.txt
[2025-12-24T20:18:54.727279] [INFO ] [sig       ] [656/3551] Completed CFG in 0.3s | 2.85 sym/s | Total: 3.8m | ETA: 16.9m
[2025-12-24T20:18:54.727320] [INFO ] [sig       ] [657/3551] Forecasting CFO...
[2025-12-24T20:18:54.727349] [INFO ] [sig       ] Generating forecast for: CFO
[2025-12-24T20:18:54.727379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2025-12-24T20:18:54.739277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2025-12-24T20:18:54.739620] [INFO ] [FORECASTER] Starting predict_future for CFO
[2025-12-24T20:18:54.740559] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2025-12-24T20:18:54.740642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:54.740681] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:54.740714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:54.740778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:54.798091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:54.798932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:54.799014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:54.799047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:54.909204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:54.909388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:54.909435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:54.909464] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:54.912830] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=4.69%)
[2025-12-24T20:18:54.913101] [INFO ] [FORECASTER] Completed predict_future for CFO
[2025-12-24T20:18:54.913226] [INFO ] [sig       ] CFO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:55.059940] [INFO ] [LOCAL     ] Saved forecast: CFO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CFO.txt
[2025-12-24T20:18:55.060109] [INFO ] [sig       ] [657/3551] Completed CFO in 0.3s | 2.85 sym/s | Total: 3.8m | ETA: 16.9m
[2025-12-24T20:18:55.060152] [INFO ] [sig       ] [658/3551] Forecasting CG...
[2025-12-24T20:18:55.060182] [INFO ] [sig       ] Generating forecast for: CG
[2025-12-24T20:18:55.060212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'.
[2025-12-24T20:18:55.071848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CG'.
[2025-12-24T20:18:55.072176] [INFO ] [FORECASTER] Starting predict_future for CG
[2025-12-24T20:18:55.072946] [DEBUG] [LOCAL     ] No optimal features file found for CG: ./output/feature-sets/CG.txt
[2025-12-24T20:18:55.072998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:55.073030] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:55.073056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:55.073116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:55.130227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:55.131130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:55.131213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:55.131247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:55.253516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:55.253683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:55.253722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:55.253750] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:55.257040] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: DOWN (p=15.17%)
[2025-12-24T20:18:55.257304] [INFO ] [FORECASTER] Completed predict_future for CG
[2025-12-24T20:18:55.257425] [INFO ] [sig       ] CG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:55.397893] [INFO ] [LOCAL     ] Saved forecast: CG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CG.txt
[2025-12-24T20:18:55.398050] [INFO ] [sig       ] [658/3551] Completed CG in 0.3s | 2.85 sym/s | Total: 3.8m | ETA: 16.9m
[2025-12-24T20:18:55.398088] [INFO ] [sig       ] [659/3551] Forecasting CGABL...
[2025-12-24T20:18:55.398119] [INFO ] [sig       ] Generating forecast for: CGABL
[2025-12-24T20:18:55.398149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2025-12-24T20:18:55.409942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2025-12-24T20:18:55.410260] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2025-12-24T20:18:55.411226] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2025-12-24T20:18:55.411277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:55.411308] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:55.411334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:55.411389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:55.467595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:55.468427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:55.468509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:55.468542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:55.582678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:55.582825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:55.582885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:55.582915] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:55.586938] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: UP (p=89.10%)
[2025-12-24T20:18:55.587219] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2025-12-24T20:18:55.587343] [INFO ] [sig       ] CGABL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:55.735962] [INFO ] [LOCAL     ] Saved forecast: CGABL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CGABL.txt
[2025-12-24T20:18:55.736126] [INFO ] [sig       ] [659/3551] Completed CGABL in 0.3s | 2.85 sym/s | Total: 3.9m | ETA: 16.9m
[2025-12-24T20:18:55.736167] [INFO ] [sig       ] [660/3551] Forecasting CGBD...
[2025-12-24T20:18:55.736197] [INFO ] [sig       ] Generating forecast for: CGBD
[2025-12-24T20:18:55.736228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2025-12-24T20:18:55.748463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2025-12-24T20:18:55.748869] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2025-12-24T20:18:55.749707] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2025-12-24T20:18:55.749760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:55.749792] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:55.749818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:55.749873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:55.807120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:55.807979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:55.808063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:55.808097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:55.926660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:55.926807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:55.926847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:55.926876] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:55.930191] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: UP (p=93.32%)
[2025-12-24T20:18:55.930455] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2025-12-24T20:18:55.930593] [INFO ] [sig       ] CGBD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:56.077042] [INFO ] [LOCAL     ] Saved forecast: CGBD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CGBD.txt
[2025-12-24T20:18:56.077201] [INFO ] [sig       ] [660/3551] Completed CGBD in 0.3s | 2.85 sym/s | Total: 3.9m | ETA: 16.9m
[2025-12-24T20:18:56.077243] [INFO ] [sig       ] [661/3551] Forecasting CGC...
[2025-12-24T20:18:56.077273] [INFO ] [sig       ] Generating forecast for: CGC
[2025-12-24T20:18:56.077302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2025-12-24T20:18:56.089708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2025-12-24T20:18:56.090047] [INFO ] [FORECASTER] Starting predict_future for CGC
[2025-12-24T20:18:56.090831] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2025-12-24T20:18:56.091075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:56.091106] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:56.091132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:56.091188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:56.147848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:56.148712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:56.148794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:56.148827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:56.269742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:56.269908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:56.269946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:56.269974] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:56.273245] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2025-12-24T20:18:56.273507] [INFO ] [FORECASTER] Completed predict_future for CGC
[2025-12-24T20:18:56.273649] [INFO ] [sig       ] CGC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:56.418332] [INFO ] [LOCAL     ] Saved forecast: CGC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CGC.txt
[2025-12-24T20:18:56.418480] [INFO ] [sig       ] [661/3551] Completed CGC in 0.3s | 2.85 sym/s | Total: 3.9m | ETA: 16.9m
[2025-12-24T20:18:56.418520] [INFO ] [sig       ] [662/3551] Forecasting CGEM...
[2025-12-24T20:18:56.418550] [INFO ] [sig       ] Generating forecast for: CGEM
[2025-12-24T20:18:56.418598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2025-12-24T20:18:56.430032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2025-12-24T20:18:56.430431] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2025-12-24T20:18:56.431213] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2025-12-24T20:18:56.431265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:56.431296] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:56.431323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:56.431379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:56.494804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:56.496015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:56.496099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:56.496132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:56.613282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:56.613436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:56.613477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:56.613505] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:56.616863] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: DOWN (p=34.65%)
[2025-12-24T20:18:56.617129] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2025-12-24T20:18:56.617247] [INFO ] [sig       ] CGEM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:56.761214] [INFO ] [LOCAL     ] Saved forecast: CGEM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CGEM.txt
[2025-12-24T20:18:56.761360] [INFO ] [sig       ] [662/3551] Completed CGEM in 0.3s | 2.85 sym/s | Total: 3.9m | ETA: 16.9m
[2025-12-24T20:18:56.761402] [INFO ] [sig       ] [663/3551] Forecasting CGEN...
[2025-12-24T20:18:56.761432] [INFO ] [sig       ] Generating forecast for: CGEN
[2025-12-24T20:18:56.761461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2025-12-24T20:18:56.774291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2025-12-24T20:18:56.774710] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2025-12-24T20:18:56.775532] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2025-12-24T20:18:56.775611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:56.775673] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:56.775703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:56.775761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:56.832389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:56.833661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:56.833765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:56.833798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:56.965911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:56.966070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:56.966113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:56.966142] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:56.969714] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: DOWN (p=49.84%)
[2025-12-24T20:18:56.970007] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2025-12-24T20:18:56.970165] [INFO ] [sig       ] CGEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:57.128550] [INFO ] [LOCAL     ] Saved forecast: CGEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CGEN.txt
[2025-12-24T20:18:57.128736] [INFO ] [sig       ] [663/3551] Completed CGEN in 0.4s | 2.85 sym/s | Total: 3.9m | ETA: 16.9m
[2025-12-24T20:18:57.128788] [INFO ] [sig       ] [664/3551] Forecasting CGNX...
[2025-12-24T20:18:57.128975] [INFO ] [sig       ] Generating forecast for: CGNX
[2025-12-24T20:18:57.129004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2025-12-24T20:18:57.142342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2025-12-24T20:18:57.142937] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2025-12-24T20:18:57.144031] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2025-12-24T20:18:57.144085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:57.144117] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:57.144144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:57.144210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:57.206089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:57.207193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:57.207279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:57.207313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:57.331686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:57.331840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:57.331880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:57.331908] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:57.335251] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: DOWN (p=3.52%)
[2025-12-24T20:18:57.335518] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2025-12-24T20:18:57.335678] [INFO ] [sig       ] CGNX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:57.488139] [INFO ] [LOCAL     ] Saved forecast: CGNX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CGNX.txt
[2025-12-24T20:18:57.488308] [INFO ] [sig       ] [664/3551] Completed CGNX in 0.4s | 2.85 sym/s | Total: 3.9m | ETA: 16.9m
[2025-12-24T20:18:57.488358] [INFO ] [sig       ] [665/3551] Forecasting CGO...
[2025-12-24T20:18:57.488401] [INFO ] [sig       ] Generating forecast for: CGO
[2025-12-24T20:18:57.488435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2025-12-24T20:18:57.501682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2025-12-24T20:18:57.502062] [INFO ] [FORECASTER] Starting predict_future for CGO
[2025-12-24T20:18:57.503091] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2025-12-24T20:18:57.503144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:57.503189] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:57.503218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:57.503274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:57.562253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:57.563005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:57.563089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:57.563122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:57.680176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:57.680329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:57.680368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:57.680397] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:57.683778] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: UP (p=96.07%)
[2025-12-24T20:18:57.684050] [INFO ] [FORECASTER] Completed predict_future for CGO
[2025-12-24T20:18:57.684170] [INFO ] [sig       ] CGO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:57.847018] [INFO ] [LOCAL     ] Saved forecast: CGO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CGO.txt
[2025-12-24T20:18:57.847173] [INFO ] [sig       ] [665/3551] Completed CGO in 0.4s | 2.85 sym/s | Total: 3.9m | ETA: 16.9m
[2025-12-24T20:18:57.847214] [INFO ] [sig       ] [666/3551] Forecasting CGON...
[2025-12-24T20:18:57.847244] [INFO ] [sig       ] Generating forecast for: CGON
[2025-12-24T20:18:57.847276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2025-12-24T20:18:57.859480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2025-12-24T20:18:57.859803] [INFO ] [FORECASTER] Starting predict_future for CGON
[2025-12-24T20:18:57.860605] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2025-12-24T20:18:57.860658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:57.860690] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:57.860718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:57.860775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:57.918469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:57.919409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:57.919534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:57.919567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:58.043470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:58.043640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:58.043681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:58.043710] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:58.047080] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: DOWN (p=28.34%)
[2025-12-24T20:18:58.047395] [INFO ] [FORECASTER] Completed predict_future for CGON
[2025-12-24T20:18:58.047517] [INFO ] [sig       ] CGON: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:58.189449] [INFO ] [LOCAL     ] Saved forecast: CGON	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CGON.txt
[2025-12-24T20:18:58.189621] [INFO ] [sig       ] [666/3551] Completed CGON in 0.3s | 2.85 sym/s | Total: 3.9m | ETA: 16.9m
[2025-12-24T20:18:58.189666] [INFO ] [sig       ] [667/3551] Forecasting CGTX...
[2025-12-24T20:18:58.189696] [INFO ] [sig       ] Generating forecast for: CGTX
[2025-12-24T20:18:58.189728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'.
[2025-12-24T20:18:58.205279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGTX'.
[2025-12-24T20:18:58.205789] [INFO ] [FORECASTER] Starting predict_future for CGTX
[2025-12-24T20:18:58.206727] [DEBUG] [LOCAL     ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt
[2025-12-24T20:18:58.206782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:58.206815] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:58.206842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:58.207091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:58.267179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:58.268216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:58.268323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:58.268370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:58.408438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:58.408608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:58.408652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:58.408682] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:58.412322] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: DOWN (p=1.23%)
[2025-12-24T20:18:58.412625] [INFO ] [FORECASTER] Completed predict_future for CGTX
[2025-12-24T20:18:58.412753] [INFO ] [sig       ] CGTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:58.573023] [INFO ] [LOCAL     ] Saved forecast: CGTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CGTX.txt
[2025-12-24T20:18:58.573194] [INFO ] [sig       ] [667/3551] Completed CGTX in 0.4s | 2.85 sym/s | Total: 3.9m | ETA: 16.9m
[2025-12-24T20:18:58.573239] [INFO ] [sig       ] [668/3551] Forecasting CHCI...
[2025-12-24T20:18:58.573271] [INFO ] [sig       ] Generating forecast for: CHCI
[2025-12-24T20:18:58.573302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2025-12-24T20:18:58.586859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2025-12-24T20:18:58.587249] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2025-12-24T20:18:58.588317] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2025-12-24T20:18:58.588373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:58.588406] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:58.588433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:58.588490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:58.660251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:58.661248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:58.661335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:58.661368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:58.791081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:58.791259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:58.791321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:58.791368] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:58.796047] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: DOWN (p=28.57%)
[2025-12-24T20:18:58.796323] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2025-12-24T20:18:58.796449] [INFO ] [sig       ] CHCI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:58.954729] [INFO ] [LOCAL     ] Saved forecast: CHCI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CHCI.txt
[2025-12-24T20:18:58.954885] [INFO ] [sig       ] [668/3551] Completed CHCI in 0.4s | 2.85 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-24T20:18:58.954933] [INFO ] [sig       ] [669/3551] Forecasting CHCO...
[2025-12-24T20:18:58.954965] [INFO ] [sig       ] Generating forecast for: CHCO
[2025-12-24T20:18:58.954997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2025-12-24T20:18:58.969099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2025-12-24T20:18:58.969468] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2025-12-24T20:18:58.970267] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2025-12-24T20:18:58.970321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:58.970354] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:58.970382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:58.970455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:59.039017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:59.039922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:59.040009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:59.040043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:59.175251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:59.175400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:59.175439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:59.175467] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:59.178999] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: UP (p=67.72%)
[2025-12-24T20:18:59.179265] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2025-12-24T20:18:59.179419] [INFO ] [sig       ] CHCO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:18:59.321619] [INFO ] [LOCAL     ] Saved forecast: CHCO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CHCO.txt
[2025-12-24T20:18:59.321798] [INFO ] [sig       ] [669/3551] Completed CHCO in 0.4s | 2.85 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-24T20:18:59.322030] [INFO ] [sig       ] [670/3551] Forecasting CHD...
[2025-12-24T20:18:59.322061] [INFO ] [sig       ] Generating forecast for: CHD
[2025-12-24T20:18:59.322092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-12-24T20:18:59.333848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2025-12-24T20:18:59.334355] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-12-24T20:18:59.335329] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-12-24T20:18:59.335383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:59.335415] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:59.335441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:59.335497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:59.396804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:59.397844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:59.397925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:59.397957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:59.523000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:59.523161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:59.523201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:59.523229] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:59.526600] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2025-12-24T20:18:59.526884] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-12-24T20:18:59.527029] [INFO ] [sig       ] CHD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:18:59.672453] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CHD.txt
[2025-12-24T20:18:59.672623] [INFO ] [sig       ] [670/3551] Completed CHD in 0.4s | 2.85 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-24T20:18:59.672666] [INFO ] [sig       ] [671/3551] Forecasting CHDN...
[2025-12-24T20:18:59.672696] [INFO ] [sig       ] Generating forecast for: CHDN
[2025-12-24T20:18:59.672730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2025-12-24T20:18:59.684609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2025-12-24T20:18:59.684946] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2025-12-24T20:18:59.685713] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2025-12-24T20:18:59.685766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:18:59.685797] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:18:59.685824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:18:59.685879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:18:59.743523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:18:59.744317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:18:59.744401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:18:59.744433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:18:59.867539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:18:59.867715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:18:59.867756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:18:59.867784] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:18:59.872131] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: DOWN (p=42.50%)
[2025-12-24T20:18:59.872468] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2025-12-24T20:18:59.872626] [INFO ] [sig       ] CHDN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:00.016170] [INFO ] [LOCAL     ] Saved forecast: CHDN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CHDN.txt
[2025-12-24T20:19:00.016310] [INFO ] [sig       ] [671/3551] Completed CHDN in 0.3s | 2.85 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-24T20:19:00.016351] [INFO ] [sig       ] [672/3551] Forecasting CHE...
[2025-12-24T20:19:00.016379] [INFO ] [sig       ] Generating forecast for: CHE
[2025-12-24T20:19:00.016409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-12-24T20:19:00.027718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2025-12-24T20:19:00.028218] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-12-24T20:19:00.028993] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-12-24T20:19:00.029045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:00.029077] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:00.029103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:00.029159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:00.086400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:00.087160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:00.087241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:00.087273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:00.208366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:00.208529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:00.208594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:00.208652] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:00.212450] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: DOWN (p=15.96%)
[2025-12-24T20:19:00.212742] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-12-24T20:19:00.212865] [INFO ] [sig       ] CHE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:00.353100] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CHE.txt
[2025-12-24T20:19:00.353233] [INFO ] [sig       ] [672/3551] Completed CHE in 0.3s | 2.85 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-24T20:19:00.353273] [INFO ] [sig       ] [673/3551] Forecasting CHEF...
[2025-12-24T20:19:00.353302] [INFO ] [sig       ] Generating forecast for: CHEF
[2025-12-24T20:19:00.353331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2025-12-24T20:19:00.365151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2025-12-24T20:19:00.365454] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2025-12-24T20:19:00.366224] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2025-12-24T20:19:00.366276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:00.366332] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:00.366359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:00.366415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:00.422167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:00.422830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:00.423076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:00.423108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:00.537484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:00.537655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:00.537695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:00.537723] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:00.541223] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: UP (p=93.89%)
[2025-12-24T20:19:00.541487] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2025-12-24T20:19:00.541625] [INFO ] [sig       ] CHEF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:00.682699] [INFO ] [LOCAL     ] Saved forecast: CHEF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CHEF.txt
[2025-12-24T20:19:00.682830] [INFO ] [sig       ] [673/3551] Completed CHEF in 0.3s | 2.85 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-24T20:19:00.682871] [INFO ] [sig       ] [674/3551] Forecasting CHH...
[2025-12-24T20:19:00.682900] [INFO ] [sig       ] Generating forecast for: CHH
[2025-12-24T20:19:00.682930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-12-24T20:19:00.694740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2025-12-24T20:19:00.695092] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-12-24T20:19:00.695856] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-12-24T20:19:00.695908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:00.695939] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:00.695966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:00.696022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:00.750849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:00.751427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:00.751516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:00.751549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:00.872443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:00.872610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:00.872650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:00.872678] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:00.875990] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: DOWN (p=44.70%)
[2025-12-24T20:19:00.876257] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-12-24T20:19:00.876376] [INFO ] [sig       ] CHH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:01.017750] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CHH.txt
[2025-12-24T20:19:01.017908] [INFO ] [sig       ] [674/3551] Completed CHH in 0.3s | 2.85 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-24T20:19:01.017948] [INFO ] [sig       ] [675/3551] Forecasting CHI...
[2025-12-24T20:19:01.017977] [INFO ] [sig       ] Generating forecast for: CHI
[2025-12-24T20:19:01.018007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2025-12-24T20:19:01.029507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2025-12-24T20:19:01.029817] [INFO ] [FORECASTER] Starting predict_future for CHI
[2025-12-24T20:19:01.030555] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2025-12-24T20:19:01.030622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:01.030655] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:01.030682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:01.030738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:01.087434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:01.088282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:01.088369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:01.088403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:01.219915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:01.220100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:01.220153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:01.220185] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:01.224171] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: UP (p=65.03%)
[2025-12-24T20:19:01.224463] [INFO ] [FORECASTER] Completed predict_future for CHI
[2025-12-24T20:19:01.224617] [INFO ] [sig       ] CHI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:01.384151] [INFO ] [LOCAL     ] Saved forecast: CHI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CHI.txt
[2025-12-24T20:19:01.384354] [INFO ] [sig       ] [675/3551] Completed CHI in 0.4s | 2.85 sym/s | Total: 3.9m | ETA: 16.8m
[2025-12-24T20:19:01.384402] [INFO ] [sig       ] [676/3551] Forecasting CHKP...
[2025-12-24T20:19:01.384432] [INFO ] [sig       ] Generating forecast for: CHKP
[2025-12-24T20:19:01.384462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2025-12-24T20:19:01.396972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2025-12-24T20:19:01.397387] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2025-12-24T20:19:01.398274] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2025-12-24T20:19:01.398329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:01.398362] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:01.398403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:01.398461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:01.460739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:01.461601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:01.461685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:01.461718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:01.584912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:01.585101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:01.585140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:01.585200] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:01.588595] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: DOWN (p=3.65%)
[2025-12-24T20:19:01.588866] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2025-12-24T20:19:01.588986] [INFO ] [sig       ] CHKP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:01.729786] [INFO ] [LOCAL     ] Saved forecast: CHKP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CHKP.txt
[2025-12-24T20:19:01.729943] [INFO ] [sig       ] [676/3551] Completed CHKP in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 16.8m
[2025-12-24T20:19:01.729983] [INFO ] [sig       ] [677/3551] Forecasting CHMI...
[2025-12-24T20:19:01.730011] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-12-24T20:19:01.730040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-12-24T20:19:01.741292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2025-12-24T20:19:01.741616] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-12-24T20:19:01.742410] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-12-24T20:19:01.742464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:01.742497] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:01.742525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:01.742602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:01.799363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:01.800060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:01.800140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:01.800172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:01.923408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:01.923559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:01.923618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:01.923649] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:01.927031] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: DOWN (p=41.01%)
[2025-12-24T20:19:01.927301] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-12-24T20:19:01.927422] [INFO ] [sig       ] CHMI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:02.068737] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CHMI.txt
[2025-12-24T20:19:02.068871] [INFO ] [sig       ] [677/3551] Completed CHMI in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 16.8m
[2025-12-24T20:19:02.068911] [INFO ] [sig       ] [678/3551] Forecasting CHRD...
[2025-12-24T20:19:02.068940] [INFO ] [sig       ] Generating forecast for: CHRD
[2025-12-24T20:19:02.068970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2025-12-24T20:19:02.080911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2025-12-24T20:19:02.081238] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2025-12-24T20:19:02.082109] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2025-12-24T20:19:02.082164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:02.082198] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:02.082225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:02.082295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:02.141326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:02.142078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:02.142161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:02.142194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:02.265229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:02.265380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:02.265419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:02.265449] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:02.268745] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: DOWN (p=43.15%)
[2025-12-24T20:19:02.269012] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2025-12-24T20:19:02.269133] [INFO ] [sig       ] CHRD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:02.414957] [INFO ] [LOCAL     ] Saved forecast: CHRD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CHRD.txt
[2025-12-24T20:19:02.415138] [INFO ] [sig       ] [678/3551] Completed CHRD in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 16.8m
[2025-12-24T20:19:02.415204] [INFO ] [sig       ] [679/3551] Forecasting CHRS...
[2025-12-24T20:19:02.415245] [INFO ] [sig       ] Generating forecast for: CHRS
[2025-12-24T20:19:02.415289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2025-12-24T20:19:02.428977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2025-12-24T20:19:02.429383] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2025-12-24T20:19:02.430208] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2025-12-24T20:19:02.430263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:02.430297] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:02.430325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:02.430383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:02.487711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:02.488523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:02.488622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:02.488656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:02.619682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:02.619844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:02.619885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:02.619915] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:02.623293] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: DOWN (p=0.56%)
[2025-12-24T20:19:02.623569] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2025-12-24T20:19:02.623716] [INFO ] [sig       ] CHRS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:02.767800] [INFO ] [LOCAL     ] Saved forecast: CHRS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CHRS.txt
[2025-12-24T20:19:02.767959] [INFO ] [sig       ] [679/3551] Completed CHRS in 0.4s | 2.85 sym/s | Total: 4.0m | ETA: 16.8m
[2025-12-24T20:19:02.768000] [INFO ] [sig       ] [680/3551] Forecasting CHSCL...
[2025-12-24T20:19:02.768030] [INFO ] [sig       ] Generating forecast for: CHSCL
[2025-12-24T20:19:02.768067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2025-12-24T20:19:02.781422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2025-12-24T20:19:02.781862] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2025-12-24T20:19:02.782876] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2025-12-24T20:19:02.782940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:02.782987] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:02.783029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:02.783106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:02.852423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:02.853320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:02.853412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:02.853446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:02.975061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:02.975244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:02.975308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:02.975343] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:02.980083] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: UP (p=78.05%)
[2025-12-24T20:19:02.980523] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2025-12-24T20:19:02.980725] [INFO ] [sig       ] CHSCL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:03.131715] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CHSCL.txt
[2025-12-24T20:19:03.131882] [INFO ] [sig       ] [680/3551] Completed CHSCL in 0.4s | 2.85 sym/s | Total: 4.0m | ETA: 16.8m
[2025-12-24T20:19:03.132126] [INFO ] [sig       ] [681/3551] Forecasting CHSCM...
[2025-12-24T20:19:03.132157] [INFO ] [sig       ] Generating forecast for: CHSCM
[2025-12-24T20:19:03.132187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2025-12-24T20:19:03.143488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2025-12-24T20:19:03.143830] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2025-12-24T20:19:03.144613] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2025-12-24T20:19:03.144665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:03.144697] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:03.144734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:03.144790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:03.202438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:03.203053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:03.203131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:03.203164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:03.313665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:03.313822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:03.313862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:03.313891] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:03.317439] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: UP (p=92.01%)
[2025-12-24T20:19:03.317734] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2025-12-24T20:19:03.317861] [INFO ] [sig       ] CHSCM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:03.466635] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CHSCM.txt
[2025-12-24T20:19:03.466786] [INFO ] [sig       ] [681/3551] Completed CHSCM in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 16.8m
[2025-12-24T20:19:03.466826] [INFO ] [sig       ] [682/3551] Forecasting CHSCN...
[2025-12-24T20:19:03.466857] [INFO ] [sig       ] Generating forecast for: CHSCN
[2025-12-24T20:19:03.466888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2025-12-24T20:19:03.479299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2025-12-24T20:19:03.479601] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2025-12-24T20:19:03.480542] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2025-12-24T20:19:03.480618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:03.480652] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:03.480678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:03.480735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:03.538736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:03.539464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:03.539546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:03.539597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:03.657052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:03.657206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:03.657245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:03.657274] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:03.660621] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: UP (p=84.75%)
[2025-12-24T20:19:03.660888] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2025-12-24T20:19:03.661007] [INFO ] [sig       ] CHSCN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:03.802774] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CHSCN.txt
[2025-12-24T20:19:03.802935] [INFO ] [sig       ] [682/3551] Completed CHSCN in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 16.8m
[2025-12-24T20:19:03.802975] [INFO ] [sig       ] [683/3551] Forecasting CHSCO...
[2025-12-24T20:19:03.803006] [INFO ] [sig       ] Generating forecast for: CHSCO
[2025-12-24T20:19:03.803036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2025-12-24T20:19:03.815636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2025-12-24T20:19:03.816197] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2025-12-24T20:19:03.816975] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2025-12-24T20:19:03.817027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:03.817059] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:03.817086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:03.817143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:03.873789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:03.874666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:03.874749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:03.874781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:03.983969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:03.984117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:03.984157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:03.984202] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:03.987475] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: DOWN (p=5.53%)
[2025-12-24T20:19:03.987758] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2025-12-24T20:19:03.987877] [INFO ] [sig       ] CHSCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:04.128306] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CHSCO.txt
[2025-12-24T20:19:04.128433] [INFO ] [sig       ] [683/3551] Completed CHSCO in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 16.8m
[2025-12-24T20:19:04.128473] [INFO ] [sig       ] [684/3551] Forecasting CHSCP...
[2025-12-24T20:19:04.128503] [INFO ] [sig       ] Generating forecast for: CHSCP
[2025-12-24T20:19:04.128533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2025-12-24T20:19:04.140092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2025-12-24T20:19:04.140393] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2025-12-24T20:19:04.141158] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2025-12-24T20:19:04.141209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:04.141241] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:04.141267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:04.141323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:04.200507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:04.201372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:04.201449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:04.201481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:04.310053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:04.310205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:04.310245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:04.310274] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:04.313547] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2025-12-24T20:19:04.313835] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2025-12-24T20:19:04.313953] [INFO ] [sig       ] CHSCP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:04.453389] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CHSCP.txt
[2025-12-24T20:19:04.453521] [INFO ] [sig       ] [684/3551] Completed CHSCP in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-24T20:19:04.453560] [INFO ] [sig       ] [685/3551] Forecasting CHWY...
[2025-12-24T20:19:04.453616] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-12-24T20:19:04.453647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-12-24T20:19:04.464820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2025-12-24T20:19:04.465084] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-12-24T20:19:04.465843] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-12-24T20:19:04.465895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:04.465926] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:04.465953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:04.466009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:04.523229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:04.523855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:04.523933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:04.523979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:04.645233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:04.645394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:04.645439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:04.645467] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:04.649163] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: UP (p=93.77%)
[2025-12-24T20:19:04.649447] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-12-24T20:19:04.649566] [INFO ] [sig       ] CHWY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:04.794453] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CHWY.txt
[2025-12-24T20:19:04.794604] [INFO ] [sig       ] [685/3551] Completed CHWY in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-24T20:19:04.794645] [INFO ] [sig       ] [686/3551] Forecasting CHY...
[2025-12-24T20:19:04.794674] [INFO ] [sig       ] Generating forecast for: CHY
[2025-12-24T20:19:04.794705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2025-12-24T20:19:04.806207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2025-12-24T20:19:04.806494] [INFO ] [FORECASTER] Starting predict_future for CHY
[2025-12-24T20:19:04.807256] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2025-12-24T20:19:04.807307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:04.807338] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:04.807365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:04.807421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:04.865077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:04.865952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:04.866045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:04.866077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:04.982312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:04.982469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:04.982509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:04.982539] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:04.985852] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: DOWN (p=20.85%)
[2025-12-24T20:19:04.986308] [INFO ] [FORECASTER] Completed predict_future for CHY
[2025-12-24T20:19:04.986424] [INFO ] [sig       ] CHY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:05.126794] [INFO ] [LOCAL     ] Saved forecast: CHY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CHY.txt
[2025-12-24T20:19:05.126916] [INFO ] [sig       ] [686/3551] Completed CHY in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-24T20:19:05.126955] [INFO ] [sig       ] [687/3551] Forecasting CI...
[2025-12-24T20:19:05.126984] [INFO ] [sig       ] Generating forecast for: CI
[2025-12-24T20:19:05.127014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-12-24T20:19:05.138079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2025-12-24T20:19:05.138341] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-12-24T20:19:05.139094] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-12-24T20:19:05.139146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:05.139177] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:05.139214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:05.139271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:05.197043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:05.197714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:05.197792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:05.197824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:05.314514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:05.314671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:05.314710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:05.314739] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:05.317988] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: UP (p=86.53%)
[2025-12-24T20:19:05.318250] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-12-24T20:19:05.318370] [INFO ] [sig       ] CI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:05.458941] [INFO ] [LOCAL     ] Saved forecast: CI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CI.txt
[2025-12-24T20:19:05.459075] [INFO ] [sig       ] [687/3551] Completed CI in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-24T20:19:05.459115] [INFO ] [sig       ] [688/3551] Forecasting CIA...
[2025-12-24T20:19:05.459144] [INFO ] [sig       ] Generating forecast for: CIA
[2025-12-24T20:19:05.459175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-12-24T20:19:05.470494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2025-12-24T20:19:05.470758] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-12-24T20:19:05.471494] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-12-24T20:19:05.471545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:05.471594] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:05.471623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:05.471678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:05.529024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:05.529636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:05.529713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:05.529745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:05.648767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:05.648919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:05.648958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:05.648986] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:05.652299] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: DOWN (p=13.27%)
[2025-12-24T20:19:05.652566] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-12-24T20:19:05.652705] [INFO ] [sig       ] CIA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:05.796262] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CIA.txt
[2025-12-24T20:19:05.796403] [INFO ] [sig       ] [688/3551] Completed CIA in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-24T20:19:05.796443] [INFO ] [sig       ] [689/3551] Forecasting CIB...
[2025-12-24T20:19:05.796472] [INFO ] [sig       ] Generating forecast for: CIB
[2025-12-24T20:19:05.796503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-12-24T20:19:05.807519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2025-12-24T20:19:05.807883] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-12-24T20:19:05.808640] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-12-24T20:19:05.808704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:05.808735] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:05.808762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:05.808817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:05.864960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:05.865814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:05.865897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:05.865929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:05.988040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:05.988380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:05.988419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:05.988446] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:05.991780] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: UP (p=70.82%)
[2025-12-24T20:19:05.992041] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-12-24T20:19:05.992157] [INFO ] [sig       ] CIB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:06.133299] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CIB.txt
[2025-12-24T20:19:06.133437] [INFO ] [sig       ] [689/3551] Completed CIB in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-24T20:19:06.133477] [INFO ] [sig       ] [690/3551] Forecasting CIEN...
[2025-12-24T20:19:06.133505] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-12-24T20:19:06.133535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-12-24T20:19:06.145301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2025-12-24T20:19:06.145614] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-12-24T20:19:06.146355] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-12-24T20:19:06.146429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:06.146461] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:06.146488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:06.146545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:06.203084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:06.203845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:06.203925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:06.203957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:06.327311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:06.327457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:06.327496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:06.327525] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:06.330799] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=85.00%)
[2025-12-24T20:19:06.331060] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-12-24T20:19:06.331183] [INFO ] [sig       ] CIEN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:06.470012] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CIEN.txt
[2025-12-24T20:19:06.470157] [INFO ] [sig       ] [690/3551] Completed CIEN in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-24T20:19:06.470197] [INFO ] [sig       ] [691/3551] Forecasting CIF...
[2025-12-24T20:19:06.470226] [INFO ] [sig       ] Generating forecast for: CIF
[2025-12-24T20:19:06.470255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-12-24T20:19:06.482128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2025-12-24T20:19:06.482451] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-12-24T20:19:06.483227] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-12-24T20:19:06.483279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:06.483310] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:06.483336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:06.483393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:06.540054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:06.540846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:06.540930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:06.540963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:06.644662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:06.644816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:06.644855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:06.644883] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:06.648569] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=98.38%)
[2025-12-24T20:19:06.648863] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-12-24T20:19:06.648985] [INFO ] [sig       ] CIF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:06.790948] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CIF.txt
[2025-12-24T20:19:06.791258] [INFO ] [sig       ] [691/3551] Completed CIF in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-24T20:19:06.791298] [INFO ] [sig       ] [692/3551] Forecasting CIG...
[2025-12-24T20:19:06.791327] [INFO ] [sig       ] Generating forecast for: CIG
[2025-12-24T20:19:06.791357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-12-24T20:19:06.804152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2025-12-24T20:19:06.804483] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-12-24T20:19:06.805246] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-12-24T20:19:06.805298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:06.805329] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:06.805355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:06.805411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:06.861653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:06.862470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:06.862553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:06.862606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:06.980465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:06.980636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:06.980678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:06.980708] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:06.984065] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: UP (p=76.60%)
[2025-12-24T20:19:06.984343] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-12-24T20:19:06.984472] [INFO ] [sig       ] CIG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:07.123363] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CIG.txt
[2025-12-24T20:19:07.123515] [INFO ] [sig       ] [692/3551] Completed CIG in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-24T20:19:07.123558] [INFO ] [sig       ] [693/3551] Forecasting CIGI...
[2025-12-24T20:19:07.123609] [INFO ] [sig       ] Generating forecast for: CIGI
[2025-12-24T20:19:07.123640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2025-12-24T20:19:07.135501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2025-12-24T20:19:07.135854] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2025-12-24T20:19:07.136788] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2025-12-24T20:19:07.136840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:07.136872] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:07.136899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:07.136955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:07.196428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:07.197293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:07.197379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:07.197412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:07.320339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:07.320494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:07.320568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:07.320616] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:07.324016] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: DOWN (p=29.14%)
[2025-12-24T20:19:07.324303] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2025-12-24T20:19:07.324430] [INFO ] [sig       ] CIGI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:07.466253] [INFO ] [LOCAL     ] Saved forecast: CIGI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CIGI.txt
[2025-12-24T20:19:07.466396] [INFO ] [sig       ] [693/3551] Completed CIGI in 0.3s | 2.85 sym/s | Total: 4.0m | ETA: 16.7m
[2025-12-24T20:19:07.466436] [INFO ] [sig       ] [694/3551] Forecasting CII...
[2025-12-24T20:19:07.466466] [INFO ] [sig       ] Generating forecast for: CII
[2025-12-24T20:19:07.466496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-12-24T20:19:07.478438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2025-12-24T20:19:07.478842] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-12-24T20:19:07.479887] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-12-24T20:19:07.479940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:07.479973] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:07.480000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:07.480056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:07.538449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:07.539270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:07.539374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:07.539412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:07.667706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:07.667859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:07.667899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:07.667929] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:07.671876] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: DOWN (p=30.88%)
[2025-12-24T20:19:07.672167] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-12-24T20:19:07.672296] [INFO ] [sig       ] CII: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:07.812926] [INFO ] [LOCAL     ] Saved forecast: CII	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CII.txt
[2025-12-24T20:19:07.813257] [INFO ] [sig       ] [694/3551] Completed CII in 0.3s | 2.85 sym/s | Total: 4.1m | ETA: 16.7m
[2025-12-24T20:19:07.813298] [INFO ] [sig       ] [695/3551] Forecasting CIM...
[2025-12-24T20:19:07.813327] [INFO ] [sig       ] Generating forecast for: CIM
[2025-12-24T20:19:07.813357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-12-24T20:19:07.824900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2025-12-24T20:19:07.825212] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-12-24T20:19:07.825973] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-12-24T20:19:07.826025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:07.826055] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:07.826083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:07.826139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:07.881926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:07.882528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:07.882623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:07.882656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:08.002299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:08.002422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:08.002461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:08.002489] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:08.006392] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: DOWN (p=5.26%)
[2025-12-24T20:19:08.006671] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-12-24T20:19:08.006792] [INFO ] [sig       ] CIM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:08.151587] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CIM.txt
[2025-12-24T20:19:08.151749] [INFO ] [sig       ] [695/3551] Completed CIM in 0.3s | 2.85 sym/s | Total: 4.1m | ETA: 16.7m
[2025-12-24T20:19:08.151789] [INFO ] [sig       ] [696/3551] Forecasting CINF...
[2025-12-24T20:19:08.151821] [INFO ] [sig       ] Generating forecast for: CINF
[2025-12-24T20:19:08.151851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2025-12-24T20:19:08.163505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2025-12-24T20:19:08.163896] [INFO ] [FORECASTER] Starting predict_future for CINF
[2025-12-24T20:19:08.164709] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2025-12-24T20:19:08.164761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:08.164793] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:08.164820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:08.164878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:08.221818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:08.222675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:08.222764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:08.222798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:08.351271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:08.351450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:08.351519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:08.351558] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:08.356249] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: DOWN (p=8.98%)
[2025-12-24T20:19:08.356715] [INFO ] [FORECASTER] Completed predict_future for CINF
[2025-12-24T20:19:08.356898] [INFO ] [sig       ] CINF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:08.521310] [INFO ] [LOCAL     ] Saved forecast: CINF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CINF.txt
[2025-12-24T20:19:08.521466] [INFO ] [sig       ] [696/3551] Completed CINF in 0.4s | 2.85 sym/s | Total: 4.1m | ETA: 16.7m
[2025-12-24T20:19:08.521505] [INFO ] [sig       ] [697/3551] Forecasting CING...
[2025-12-24T20:19:08.521536] [INFO ] [sig       ] Generating forecast for: CING
[2025-12-24T20:19:08.521614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2025-12-24T20:19:08.533250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2025-12-24T20:19:08.533663] [INFO ] [FORECASTER] Starting predict_future for CING
[2025-12-24T20:19:08.534469] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2025-12-24T20:19:08.534521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:08.534553] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:08.534603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:08.534663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:08.593226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:08.594054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:08.594146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:08.594191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:08.713669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:08.713833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:08.713874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:08.713904] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:08.717692] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: UP (p=91.62%)
[2025-12-24T20:19:08.717999] [INFO ] [FORECASTER] Completed predict_future for CING
[2025-12-24T20:19:08.718126] [INFO ] [sig       ] CING: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:08.860696] [INFO ] [LOCAL     ] Saved forecast: CING	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CING.txt
[2025-12-24T20:19:08.860834] [INFO ] [sig       ] [697/3551] Completed CING in 0.3s | 2.85 sym/s | Total: 4.1m | ETA: 16.7m
[2025-12-24T20:19:08.860879] [INFO ] [sig       ] [698/3551] Forecasting CIO...
[2025-12-24T20:19:08.860914] [INFO ] [sig       ] Generating forecast for: CIO
[2025-12-24T20:19:08.860960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-12-24T20:19:08.873166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIO'.
[2025-12-24T20:19:08.873548] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-12-24T20:19:08.874353] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-12-24T20:19:08.874405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:08.874437] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:08.874465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:08.874522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:08.931104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:08.931903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:08.931995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:08.932026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:09.053931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:09.054096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:09.054138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:09.054179] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:09.057563] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=20.26%)
[2025-12-24T20:19:09.057863] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-12-24T20:19:09.057988] [INFO ] [sig       ] CIO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:09.199716] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CIO.txt
[2025-12-24T20:19:09.199868] [INFO ] [sig       ] [698/3551] Completed CIO in 0.3s | 2.85 sym/s | Total: 4.1m | ETA: 16.7m
[2025-12-24T20:19:09.199910] [INFO ] [sig       ] [699/3551] Forecasting CION...
[2025-12-24T20:19:09.199938] [INFO ] [sig       ] Generating forecast for: CION
[2025-12-24T20:19:09.199969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-12-24T20:19:09.212391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2025-12-24T20:19:09.212769] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-12-24T20:19:09.213564] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-12-24T20:19:09.213636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:09.213675] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:09.213710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:09.213778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:09.271981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:09.272667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:09.272757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:09.272794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:09.404842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:09.404989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:09.405028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:09.405056] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:09.408356] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: UP (p=80.81%)
[2025-12-24T20:19:09.408638] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-12-24T20:19:09.408767] [INFO ] [sig       ] CION: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:09.548092] [INFO ] [LOCAL     ] Saved forecast: CION	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CION.txt
[2025-12-24T20:19:09.548224] [INFO ] [sig       ] [699/3551] Completed CION in 0.3s | 2.85 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-24T20:19:09.548263] [INFO ] [sig       ] [700/3551] Forecasting CIVB...
[2025-12-24T20:19:09.548291] [INFO ] [sig       ] Generating forecast for: CIVB
[2025-12-24T20:19:09.548321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2025-12-24T20:19:09.560256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2025-12-24T20:19:09.560655] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2025-12-24T20:19:09.561437] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2025-12-24T20:19:09.561490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:09.561535] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:09.561563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:09.561638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:09.620553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:09.621460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:09.621552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:09.621606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:09.747256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:09.747418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:09.747464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:09.747505] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:09.751001] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: UP (p=72.71%)
[2025-12-24T20:19:09.751308] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2025-12-24T20:19:09.751443] [INFO ] [sig       ] CIVB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:09.894234] [INFO ] [LOCAL     ] Saved forecast: CIVB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CIVB.txt
[2025-12-24T20:19:09.894393] [INFO ] [sig       ] [700/3551] Completed CIVB in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-24T20:19:09.894434] [INFO ] [sig       ] [701/3551] Forecasting CIVI...
[2025-12-24T20:19:09.894465] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-12-24T20:19:09.894496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-12-24T20:19:09.907238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVI'.
[2025-12-24T20:19:09.907613] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-12-24T20:19:09.908365] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-12-24T20:19:09.908419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:09.908451] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:09.908478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:09.908535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:09.963674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:09.964539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:09.964642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:09.964677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:10.082314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:10.082475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:10.082518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:10.082550] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:10.086041] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: DOWN (p=11.78%)
[2025-12-24T20:19:10.086341] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-12-24T20:19:10.086479] [INFO ] [sig       ] CIVI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:10.227483] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CIVI.txt
[2025-12-24T20:19:10.227663] [INFO ] [sig       ] [701/3551] Completed CIVI in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-24T20:19:10.227706] [INFO ] [sig       ] [702/3551] Forecasting CLB...
[2025-12-24T20:19:10.227736] [INFO ] [sig       ] Generating forecast for: CLB
[2025-12-24T20:19:10.227769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-12-24T20:19:10.242499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2025-12-24T20:19:10.242989] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-12-24T20:19:10.243991] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-12-24T20:19:10.244054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:10.244096] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:10.244134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:10.244402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:10.311768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:10.312630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:10.312716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:10.312748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:10.429995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:10.430155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:10.430195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:10.430224] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:10.433676] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: UP (p=94.06%)
[2025-12-24T20:19:10.433967] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-12-24T20:19:10.434096] [INFO ] [sig       ] CLB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:10.575205] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CLB.txt
[2025-12-24T20:19:10.575376] [INFO ] [sig       ] [702/3551] Completed CLB in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-24T20:19:10.575427] [INFO ] [sig       ] [703/3551] Forecasting CLBK...
[2025-12-24T20:19:10.575464] [INFO ] [sig       ] Generating forecast for: CLBK
[2025-12-24T20:19:10.575502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2025-12-24T20:19:10.587231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2025-12-24T20:19:10.587539] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2025-12-24T20:19:10.588355] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2025-12-24T20:19:10.588410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:10.588444] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:10.588473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:10.588531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:10.646324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:10.647240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:10.647327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:10.647360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:10.764717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:10.764872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:10.764911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:10.764938] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:10.768274] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: DOWN (p=11.97%)
[2025-12-24T20:19:10.768558] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2025-12-24T20:19:10.768732] [INFO ] [sig       ] CLBK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:10.915141] [INFO ] [LOCAL     ] Saved forecast: CLBK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CLBK.txt
[2025-12-24T20:19:10.915317] [INFO ] [sig       ] [703/3551] Completed CLBK in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-24T20:19:10.915366] [INFO ] [sig       ] [704/3551] Forecasting CLCO...
[2025-12-24T20:19:10.915398] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-12-24T20:19:10.915442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-12-24T20:19:10.928747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLCO'.
[2025-12-24T20:19:10.929166] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-12-24T20:19:10.930139] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-12-24T20:19:10.930195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:10.930228] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:10.930255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:10.930313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:10.996102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:10.997056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:10.997141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:10.997176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:11.122312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:11.122469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:11.122509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:11.122537] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:11.125887] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: DOWN (p=49.69%)
[2025-12-24T20:19:11.126157] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-12-24T20:19:11.126279] [INFO ] [sig       ] CLCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:11.266823] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CLCO.txt
[2025-12-24T20:19:11.266977] [INFO ] [sig       ] [704/3551] Completed CLCO in 0.4s | 2.86 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-24T20:19:11.267020] [INFO ] [sig       ] [705/3551] Forecasting CLDX...
[2025-12-24T20:19:11.267050] [INFO ] [sig       ] Generating forecast for: CLDX
[2025-12-24T20:19:11.267081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2025-12-24T20:19:11.278960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2025-12-24T20:19:11.279315] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2025-12-24T20:19:11.280222] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2025-12-24T20:19:11.280275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:11.280306] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:11.280332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:11.280388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:11.337764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:11.338643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:11.338726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:11.338759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:11.460362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:11.460515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:11.460555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:11.460605] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:11.464092] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: DOWN (p=47.67%)
[2025-12-24T20:19:11.464379] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2025-12-24T20:19:11.464532] [INFO ] [sig       ] CLDX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:11.605207] [INFO ] [LOCAL     ] Saved forecast: CLDX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CLDX.txt
[2025-12-24T20:19:11.605341] [INFO ] [sig       ] [705/3551] Completed CLDX in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-24T20:19:11.605380] [INFO ] [sig       ] [706/3551] Forecasting CLF...
[2025-12-24T20:19:11.605408] [INFO ] [sig       ] Generating forecast for: CLF
[2025-12-24T20:19:11.605437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-12-24T20:19:11.617512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2025-12-24T20:19:11.617868] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-12-24T20:19:11.618648] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-12-24T20:19:11.618700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:11.618732] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:11.618758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:11.618814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:11.675741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:11.676447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:11.676525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:11.676557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:11.798410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:11.798560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:11.798617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:11.798647] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:11.801944] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: DOWN (p=21.01%)
[2025-12-24T20:19:11.802205] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-12-24T20:19:11.802327] [INFO ] [sig       ] CLF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:11.941419] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CLF.txt
[2025-12-24T20:19:11.941568] [INFO ] [sig       ] [706/3551] Completed CLF in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-24T20:19:11.941624] [INFO ] [sig       ] [707/3551] Forecasting CLFD...
[2025-12-24T20:19:11.941654] [INFO ] [sig       ] Generating forecast for: CLFD
[2025-12-24T20:19:11.941684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2025-12-24T20:19:11.954044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2025-12-24T20:19:11.954385] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2025-12-24T20:19:11.955193] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2025-12-24T20:19:11.955246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:11.955277] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:11.955303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:11.955359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:12.010190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:12.010929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:12.011008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:12.011041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:12.135351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:12.135512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:12.135551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:12.135635] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:12.138958] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2025-12-24T20:19:12.139222] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2025-12-24T20:19:12.139371] [INFO ] [sig       ] CLFD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:12.281663] [INFO ] [LOCAL     ] Saved forecast: CLFD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CLFD.txt
[2025-12-24T20:19:12.281836] [INFO ] [sig       ] [707/3551] Completed CLFD in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-24T20:19:12.281885] [INFO ] [sig       ] [708/3551] Forecasting CLH...
[2025-12-24T20:19:12.281916] [INFO ] [sig       ] Generating forecast for: CLH
[2025-12-24T20:19:12.281947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-12-24T20:19:12.293108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2025-12-24T20:19:12.293461] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-12-24T20:19:12.294282] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-12-24T20:19:12.294333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:12.294365] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:12.294391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:12.294447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:12.353211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:12.354187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:12.354291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:12.354324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:12.482313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:12.482479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:12.482519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:12.482547] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:12.486197] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: DOWN (p=46.18%)
[2025-12-24T20:19:12.486536] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-12-24T20:19:12.486719] [INFO ] [sig       ] CLH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:12.644093] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CLH.txt
[2025-12-24T20:19:12.644262] [INFO ] [sig       ] [708/3551] Completed CLH in 0.4s | 2.86 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-24T20:19:12.644305] [INFO ] [sig       ] [709/3551] Forecasting CLLS...
[2025-12-24T20:19:12.644334] [INFO ] [sig       ] Generating forecast for: CLLS
[2025-12-24T20:19:12.644364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2025-12-24T20:19:12.656889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2025-12-24T20:19:12.657247] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2025-12-24T20:19:12.658037] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2025-12-24T20:19:12.658090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:12.658122] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:12.658149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:12.658204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:12.722608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:12.723823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:12.723948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:12.723998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:12.853011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:12.853156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:12.853194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:12.853222] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:12.856520] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: UP (p=86.93%)
[2025-12-24T20:19:12.856802] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2025-12-24T20:19:12.856922] [INFO ] [sig       ] CLLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:13.003058] [INFO ] [LOCAL     ] Saved forecast: CLLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CLLS.txt
[2025-12-24T20:19:13.003227] [INFO ] [sig       ] [709/3551] Completed CLLS in 0.4s | 2.86 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-24T20:19:13.003269] [INFO ] [sig       ] [710/3551] Forecasting CLMB...
[2025-12-24T20:19:13.003299] [INFO ] [sig       ] Generating forecast for: CLMB
[2025-12-24T20:19:13.003329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2025-12-24T20:19:13.015712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2025-12-24T20:19:13.016025] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2025-12-24T20:19:13.016789] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2025-12-24T20:19:13.016841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:13.016873] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:13.016899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:13.016955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:13.076294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:13.077278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:13.077367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:13.077400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:13.203314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:13.203501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:13.203542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:13.203589] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:13.206976] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: UP (p=96.87%)
[2025-12-24T20:19:13.207251] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2025-12-24T20:19:13.207376] [INFO ] [sig       ] CLMB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:13.354408] [INFO ] [LOCAL     ] Saved forecast: CLMB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CLMB.txt
[2025-12-24T20:19:13.354541] [INFO ] [sig       ] [710/3551] Completed CLMB in 0.4s | 2.86 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-24T20:19:13.354605] [INFO ] [sig       ] [711/3551] Forecasting CLNE...
[2025-12-24T20:19:13.354637] [INFO ] [sig       ] Generating forecast for: CLNE
[2025-12-24T20:19:13.354666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2025-12-24T20:19:13.366778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2025-12-24T20:19:13.367187] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2025-12-24T20:19:13.367996] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2025-12-24T20:19:13.368048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:13.368080] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:13.368120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:13.368178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:13.426194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:13.427515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:13.427622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:13.427658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:13.547016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:13.547169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:13.547208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:13.547237] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:13.551001] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: UP (p=77.44%)
[2025-12-24T20:19:13.551449] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2025-12-24T20:19:13.551601] [INFO ] [sig       ] CLNE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:13.692882] [INFO ] [LOCAL     ] Saved forecast: CLNE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CLNE.txt
[2025-12-24T20:19:13.693039] [INFO ] [sig       ] [711/3551] Completed CLNE in 0.3s | 2.86 sym/s | Total: 4.1m | ETA: 16.6m
[2025-12-24T20:19:13.693080] [INFO ] [sig       ] [712/3551] Forecasting CLNN...
[2025-12-24T20:19:13.693110] [INFO ] [sig       ] Generating forecast for: CLNN
[2025-12-24T20:19:13.693140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'.
[2025-12-24T20:19:13.704667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNN'.
[2025-12-24T20:19:13.704981] [INFO ] [FORECASTER] Starting predict_future for CLNN
[2025-12-24T20:19:13.705776] [DEBUG] [LOCAL     ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt
[2025-12-24T20:19:13.705829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:13.705863] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:13.705901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:13.705967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:13.778646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:13.779481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:13.779564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:13.779615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:13.896674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:13.896826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:13.896864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:13.896892] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:13.900460] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: UP (p=91.85%)
[2025-12-24T20:19:13.900750] [INFO ] [FORECASTER] Completed predict_future for CLNN
[2025-12-24T20:19:13.900877] [INFO ] [sig       ] CLNN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:14.043105] [INFO ] [LOCAL     ] Saved forecast: CLNN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CLNN.txt
[2025-12-24T20:19:14.043265] [INFO ] [sig       ] [712/3551] Completed CLNN in 0.4s | 2.86 sym/s | Total: 4.2m | ETA: 16.6m
[2025-12-24T20:19:14.043307] [INFO ] [sig       ] [713/3551] Forecasting CLOA...
[2025-12-24T20:19:14.043337] [INFO ] [sig       ] Generating forecast for: CLOA
[2025-12-24T20:19:14.043367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2025-12-24T20:19:14.054899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2025-12-24T20:19:14.055279] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2025-12-24T20:19:14.056130] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2025-12-24T20:19:14.056184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:14.056217] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:14.056245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:14.056303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:14.114125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:14.115027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:14.115118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:14.115151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:14.214869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:14.215024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:14.215069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:14.215098] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:14.218549] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2025-12-24T20:19:14.218875] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2025-12-24T20:19:14.219007] [INFO ] [sig       ] CLOA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:14.364180] [INFO ] [LOCAL     ] Saved forecast: CLOA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CLOA.txt
[2025-12-24T20:19:14.364344] [INFO ] [sig       ] [713/3551] Completed CLOA in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.6m
[2025-12-24T20:19:14.364422] [INFO ] [sig       ] [714/3551] Forecasting CLRB...
[2025-12-24T20:19:14.364458] [INFO ] [sig       ] Generating forecast for: CLRB
[2025-12-24T20:19:14.364489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2025-12-24T20:19:14.378003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2025-12-24T20:19:14.378441] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2025-12-24T20:19:14.379538] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2025-12-24T20:19:14.379627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:14.379675] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:14.379712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:14.379791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:14.444761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:14.445631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:14.445744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:14.445780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:14.565809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:14.565962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:14.566001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:14.566032] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:14.569459] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2025-12-24T20:19:14.569752] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2025-12-24T20:19:14.569879] [INFO ] [sig       ] CLRB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:14.711606] [INFO ] [LOCAL     ] Saved forecast: CLRB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CLRB.txt
[2025-12-24T20:19:14.711760] [INFO ] [sig       ] [714/3551] Completed CLRB in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.6m
[2025-12-24T20:19:14.711799] [INFO ] [sig       ] [715/3551] Forecasting CLRO...
[2025-12-24T20:19:14.711828] [INFO ] [sig       ] Generating forecast for: CLRO
[2025-12-24T20:19:14.711864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2025-12-24T20:19:14.722223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2025-12-24T20:19:14.722521] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2025-12-24T20:19:14.723273] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2025-12-24T20:19:14.723324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:14.723356] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:14.723382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:14.723438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:14.779250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:14.780076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:14.780158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:14.780192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:14.898000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:14.898156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:14.898197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:14.898227] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:14.901813] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: UP (p=97.78%)
[2025-12-24T20:19:14.902111] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2025-12-24T20:19:14.902249] [INFO ] [sig       ] CLRO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:15.048487] [INFO ] [LOCAL     ] Saved forecast: CLRO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CLRO.txt
[2025-12-24T20:19:15.048661] [INFO ] [sig       ] [715/3551] Completed CLRO in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-24T20:19:15.048704] [INFO ] [sig       ] [716/3551] Forecasting CLS...
[2025-12-24T20:19:15.048734] [INFO ] [sig       ] Generating forecast for: CLS
[2025-12-24T20:19:15.048764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-12-24T20:19:15.061047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2025-12-24T20:19:15.061421] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-12-24T20:19:15.062278] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-12-24T20:19:15.062333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:15.062365] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:15.062393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:15.062455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:15.121516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:15.122407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:15.122496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:15.122529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:15.251434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:15.251599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:15.251642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:15.251674] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:15.255041] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=79.76%)
[2025-12-24T20:19:15.255316] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-12-24T20:19:15.255441] [INFO ] [sig       ] CLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:15.398070] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CLS.txt
[2025-12-24T20:19:15.398231] [INFO ] [sig       ] [716/3551] Completed CLS in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-24T20:19:15.398273] [INFO ] [sig       ] [717/3551] Forecasting CLX...
[2025-12-24T20:19:15.398303] [INFO ] [sig       ] Generating forecast for: CLX
[2025-12-24T20:19:15.398333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-12-24T20:19:15.410126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2025-12-24T20:19:15.410496] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-12-24T20:19:15.411361] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-12-24T20:19:15.411418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:15.411451] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:15.411507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:15.411583] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:15.469243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:15.470139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:15.470235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:15.470268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:15.602053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:15.602218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:15.602260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:15.602292] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:15.605747] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: UP (p=89.88%)
[2025-12-24T20:19:15.606021] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-12-24T20:19:15.606150] [INFO ] [sig       ] CLX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:15.780827] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CLX.txt
[2025-12-24T20:19:15.780988] [INFO ] [sig       ] [717/3551] Completed CLX in 0.4s | 2.86 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-24T20:19:15.781031] [INFO ] [sig       ] [718/3551] Forecasting CM...
[2025-12-24T20:19:15.781069] [INFO ] [sig       ] Generating forecast for: CM
[2025-12-24T20:19:15.781105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-12-24T20:19:15.792743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2025-12-24T20:19:15.793075] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-12-24T20:19:15.793869] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-12-24T20:19:15.793921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:15.793953] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:15.793980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:15.794037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:15.853108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:15.854011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:15.854121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:15.854165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:15.971500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:15.971664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:15.971704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:15.971733] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:15.975093] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-12-24T20:19:15.975362] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-12-24T20:19:15.975483] [INFO ] [sig       ] CM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:16.114815] [INFO ] [LOCAL     ] Saved forecast: CM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CM.txt
[2025-12-24T20:19:16.114971] [INFO ] [sig       ] [718/3551] Completed CM in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-24T20:19:16.115013] [INFO ] [sig       ] [719/3551] Forecasting CMA...
[2025-12-24T20:19:16.115043] [INFO ] [sig       ] Generating forecast for: CMA
[2025-12-24T20:19:16.115073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-12-24T20:19:16.126278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMA'.
[2025-12-24T20:19:16.126614] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-12-24T20:19:16.127355] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-12-24T20:19:16.127407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:16.127438] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:16.127465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:16.127522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:16.182920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:16.183826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:16.183916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:16.183949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:16.310948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:16.311097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:16.311138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:16.311166] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:16.315221] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: UP (p=91.38%)
[2025-12-24T20:19:16.315487] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-12-24T20:19:16.315626] [INFO ] [sig       ] CMA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:16.455588] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CMA.txt
[2025-12-24T20:19:16.455718] [INFO ] [sig       ] [719/3551] Completed CMA in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-24T20:19:16.455757] [INFO ] [sig       ] [720/3551] Forecasting CMC...
[2025-12-24T20:19:16.455786] [INFO ] [sig       ] Generating forecast for: CMC
[2025-12-24T20:19:16.455815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-12-24T20:19:16.467090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2025-12-24T20:19:16.467404] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-12-24T20:19:16.468183] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-12-24T20:19:16.468235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:16.468266] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:16.468293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:16.468348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:16.525160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:16.525995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:16.526079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:16.526112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:16.653457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:16.653636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:16.653679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:16.653708] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:16.657727] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: UP (p=82.12%)
[2025-12-24T20:19:16.658044] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-12-24T20:19:16.658172] [INFO ] [sig       ] CMC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:16.805408] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CMC.txt
[2025-12-24T20:19:16.805548] [INFO ] [sig       ] [720/3551] Completed CMC in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-24T20:19:16.805607] [INFO ] [sig       ] [721/3551] Forecasting CMCM...
[2025-12-24T20:19:16.805638] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-12-24T20:19:16.805667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-12-24T20:19:16.816718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2025-12-24T20:19:16.817043] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-12-24T20:19:16.817803] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-12-24T20:19:16.817854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:16.817885] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:16.817912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:16.817968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:16.875841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:16.876480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:16.876562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:16.876614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:16.988838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:16.988987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:16.989027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:16.989056] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:16.992519] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=79.14%)
[2025-12-24T20:19:16.992799] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-12-24T20:19:16.992917] [INFO ] [sig       ] CMCM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:17.133230] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CMCM.txt
[2025-12-24T20:19:17.133358] [INFO ] [sig       ] [721/3551] Completed CMCM in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-24T20:19:17.133397] [INFO ] [sig       ] [722/3551] Forecasting CMCO...
[2025-12-24T20:19:17.133425] [INFO ] [sig       ] Generating forecast for: CMCO
[2025-12-24T20:19:17.133454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2025-12-24T20:19:17.144650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2025-12-24T20:19:17.144962] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2025-12-24T20:19:17.145720] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2025-12-24T20:19:17.145771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:17.145802] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:17.145829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:17.145885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:17.201737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:17.202367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:17.202449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:17.202483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:17.321116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:17.321261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:17.321484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:17.321512] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:17.324999] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: DOWN (p=49.73%)
[2025-12-24T20:19:17.325264] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2025-12-24T20:19:17.325381] [INFO ] [sig       ] CMCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:17.467390] [INFO ] [LOCAL     ] Saved forecast: CMCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CMCO.txt
[2025-12-24T20:19:17.467508] [INFO ] [sig       ] [722/3551] Completed CMCO in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-24T20:19:17.467546] [INFO ] [sig       ] [723/3551] Forecasting CMCSA...
[2025-12-24T20:19:17.467593] [INFO ] [sig       ] Generating forecast for: CMCSA
[2025-12-24T20:19:17.467625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2025-12-24T20:19:17.478951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2025-12-24T20:19:17.479240] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2025-12-24T20:19:17.480018] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2025-12-24T20:19:17.480069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:17.480100] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:17.480126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:17.480183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:17.537615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:17.538322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:17.538402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:17.538435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:17.656542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:17.656713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:17.656754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:17.656783] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:17.660516] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: UP (p=51.52%)
[2025-12-24T20:19:17.660799] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2025-12-24T20:19:17.660920] [INFO ] [sig       ] CMCSA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:17.801058] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CMCSA.txt
[2025-12-24T20:19:17.801194] [INFO ] [sig       ] [723/3551] Completed CMCSA in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-24T20:19:17.801233] [INFO ] [sig       ] [724/3551] Forecasting CME...
[2025-12-24T20:19:17.801265] [INFO ] [sig       ] Generating forecast for: CME
[2025-12-24T20:19:17.801296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2025-12-24T20:19:17.812054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2025-12-24T20:19:17.812398] [INFO ] [FORECASTER] Starting predict_future for CME
[2025-12-24T20:19:17.813181] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2025-12-24T20:19:17.813243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:17.813275] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:17.813302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:17.813358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:17.868482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:17.869169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:17.869249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:17.869282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:17.990147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:17.990309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:17.990349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:17.990376] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:17.993767] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: DOWN (p=13.59%)
[2025-12-24T20:19:17.994064] [INFO ] [FORECASTER] Completed predict_future for CME
[2025-12-24T20:19:17.994198] [INFO ] [sig       ] CME: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:18.135103] [INFO ] [LOCAL     ] Saved forecast: CME	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CME.txt
[2025-12-24T20:19:18.135260] [INFO ] [sig       ] [724/3551] Completed CME in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-24T20:19:18.135301] [INFO ] [sig       ] [725/3551] Forecasting CMG...
[2025-12-24T20:19:18.135330] [INFO ] [sig       ] Generating forecast for: CMG
[2025-12-24T20:19:18.135359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-12-24T20:19:18.146668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2025-12-24T20:19:18.147003] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-12-24T20:19:18.147759] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-12-24T20:19:18.147810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:18.147842] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:18.147869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:18.147924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:18.206944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:18.207852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:18.207969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:18.208005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:18.327253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:18.327387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:18.327425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:18.327454] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:18.330737] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: UP (p=98.72%)
[2025-12-24T20:19:18.331001] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-12-24T20:19:18.331121] [INFO ] [sig       ] CMG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:18.471438] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CMG.txt
[2025-12-24T20:19:18.471592] [INFO ] [sig       ] [725/3551] Completed CMG in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-24T20:19:18.471635] [INFO ] [sig       ] [726/3551] Forecasting CMI...
[2025-12-24T20:19:18.471663] [INFO ] [sig       ] Generating forecast for: CMI
[2025-12-24T20:19:18.471693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-12-24T20:19:18.483793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2025-12-24T20:19:18.484111] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-12-24T20:19:18.484885] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-12-24T20:19:18.484941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:18.484973] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:18.485000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:18.485055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:18.541686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:18.542349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:18.542431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:18.542463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:18.661660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:18.661810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:18.661849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:18.661877] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:18.665182] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: UP (p=62.17%)
[2025-12-24T20:19:18.665448] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-12-24T20:19:18.665565] [INFO ] [sig       ] CMI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:18.805935] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CMI.txt
[2025-12-24T20:19:18.806060] [INFO ] [sig       ] [726/3551] Completed CMI in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-24T20:19:18.806099] [INFO ] [sig       ] [727/3551] Forecasting CMMB...
[2025-12-24T20:19:18.806128] [INFO ] [sig       ] Generating forecast for: CMMB
[2025-12-24T20:19:18.806157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2025-12-24T20:19:18.817487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2025-12-24T20:19:18.817864] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2025-12-24T20:19:18.818663] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2025-12-24T20:19:18.818714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:18.818746] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:18.818772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:18.818829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:18.874012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:18.874796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:18.874877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:18.874909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:18.996738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:18.996887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:18.996925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:18.996954] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:19.000719] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: DOWN (p=6.60%)
[2025-12-24T20:19:19.000994] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2025-12-24T20:19:19.001114] [INFO ] [sig       ] CMMB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:19.140908] [INFO ] [LOCAL     ] Saved forecast: CMMB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CMMB.txt
[2025-12-24T20:19:19.141044] [INFO ] [sig       ] [727/3551] Completed CMMB in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-24T20:19:19.141092] [INFO ] [sig       ] [728/3551] Forecasting CMP...
[2025-12-24T20:19:19.141123] [INFO ] [sig       ] Generating forecast for: CMP
[2025-12-24T20:19:19.141152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-12-24T20:19:19.152293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2025-12-24T20:19:19.152603] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-12-24T20:19:19.153357] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-12-24T20:19:19.153409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:19.153442] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:19.153469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:19.153527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:19.211069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:19.211866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:19.211945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:19.211978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:19.333534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:19.333672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:19.333711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:19.333741] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:19.337548] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=82.04%)
[2025-12-24T20:19:19.337834] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-12-24T20:19:19.337957] [INFO ] [sig       ] CMP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:19.478313] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CMP.txt
[2025-12-24T20:19:19.478627] [INFO ] [sig       ] [728/3551] Completed CMP in 0.3s | 2.86 sym/s | Total: 4.2m | ETA: 16.5m
[2025-12-24T20:19:19.478668] [INFO ] [sig       ] [729/3551] Forecasting CMPO...
[2025-12-24T20:19:19.478697] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-12-24T20:19:19.478727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-12-24T20:19:19.490219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPO'.
[2025-12-24T20:19:19.490497] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-12-24T20:19:19.491258] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-12-24T20:19:19.491321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:19.491359] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:19.491387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:19.491443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:19.547808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:19.548398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:19.548476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:19.548508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:19.670961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:19.671088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:19.671125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:19.671153] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:19.674363] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: DOWN (p=32.16%)
[2025-12-24T20:19:19.674646] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-12-24T20:19:19.674783] [INFO ] [sig       ] CMPO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:19.818333] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CMPO.txt
[2025-12-24T20:19:19.818459] [INFO ] [sig       ] [729/3551] Completed CMPO in 0.3s | 2.86 sym/s | Total: 4.3m | ETA: 16.5m
[2025-12-24T20:19:19.818499] [INFO ] [sig       ] [730/3551] Forecasting CMPS...
[2025-12-24T20:19:19.818527] [INFO ] [sig       ] Generating forecast for: CMPS
[2025-12-24T20:19:19.818556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2025-12-24T20:19:19.830297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2025-12-24T20:19:19.830615] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2025-12-24T20:19:19.831365] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2025-12-24T20:19:19.831417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:19.831449] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:19.831477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:19.831534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:19.888773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:19.889411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:19.889492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:19.889525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:20.012728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:20.012870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:20.012913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:20.012945] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:20.016677] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-12-24T20:19:20.016954] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2025-12-24T20:19:20.017076] [INFO ] [sig       ] CMPS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:20.158273] [INFO ] [LOCAL     ] Saved forecast: CMPS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CMPS.txt
[2025-12-24T20:19:20.158402] [INFO ] [sig       ] [730/3551] Completed CMPS in 0.3s | 2.86 sym/s | Total: 4.3m | ETA: 16.5m
[2025-12-24T20:19:20.158469] [INFO ] [sig       ] [731/3551] Forecasting CMPX...
[2025-12-24T20:19:20.158501] [INFO ] [sig       ] Generating forecast for: CMPX
[2025-12-24T20:19:20.158531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2025-12-24T20:19:20.170795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2025-12-24T20:19:20.171137] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2025-12-24T20:19:20.171897] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2025-12-24T20:19:20.171949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:20.171980] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:20.172007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:20.172063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:20.228320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:20.229006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:20.229084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:20.229116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:20.344861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:20.345006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:20.345063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:20.345093] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:20.348379] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: DOWN (p=2.11%)
[2025-12-24T20:19:20.348677] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2025-12-24T20:19:20.348801] [INFO ] [sig       ] CMPX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:20.490247] [INFO ] [LOCAL     ] Saved forecast: CMPX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CMPX.txt
[2025-12-24T20:19:20.490371] [INFO ] [sig       ] [731/3551] Completed CMPX in 0.3s | 2.86 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-24T20:19:20.490411] [INFO ] [sig       ] [732/3551] Forecasting CMRE...
[2025-12-24T20:19:20.490440] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-12-24T20:19:20.490469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-12-24T20:19:20.501995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2025-12-24T20:19:20.502298] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-12-24T20:19:20.503070] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-12-24T20:19:20.503121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:20.503152] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:20.503179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:20.503239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:20.564098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:20.565149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:20.565229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:20.565262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:20.686915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:20.687060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:20.687100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:20.687128] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:20.690416] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=94.30%)
[2025-12-24T20:19:20.690696] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-12-24T20:19:20.690814] [INFO ] [sig       ] CMRE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:20.831123] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CMRE.txt
[2025-12-24T20:19:20.831270] [INFO ] [sig       ] [732/3551] Completed CMRE in 0.3s | 2.86 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-24T20:19:20.831309] [INFO ] [sig       ] [733/3551] Forecasting CMS...
[2025-12-24T20:19:20.831340] [INFO ] [sig       ] Generating forecast for: CMS
[2025-12-24T20:19:20.831561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-12-24T20:19:20.845352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2025-12-24T20:19:20.845864] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-12-24T20:19:20.846646] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-12-24T20:19:20.846701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:20.846733] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:20.846761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:20.846817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:20.904459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:20.905344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:20.905445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:20.905477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:21.032760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:21.032909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:21.032947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:21.032976] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:21.036629] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: DOWN (p=11.22%)
[2025-12-24T20:19:21.036893] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-12-24T20:19:21.037011] [INFO ] [sig       ] CMS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:21.176979] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CMS.txt
[2025-12-24T20:19:21.177094] [INFO ] [sig       ] [733/3551] Completed CMS in 0.3s | 2.86 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-24T20:19:21.177133] [INFO ] [sig       ] [734/3551] Forecasting CMSA...
[2025-12-24T20:19:21.177161] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-12-24T20:19:21.177191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-12-24T20:19:21.187408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2025-12-24T20:19:21.187698] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-12-24T20:19:21.188443] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-12-24T20:19:21.188494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:21.188524] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:21.188593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:21.188654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:21.246221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:21.247076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:21.247154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:21.247186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:21.366400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:21.366565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:21.366628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:21.366658] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:21.370008] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: DOWN (p=20.13%)
[2025-12-24T20:19:21.370271] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-12-24T20:19:21.370394] [INFO ] [sig       ] CMSA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:21.509070] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CMSA.txt
[2025-12-24T20:19:21.509178] [INFO ] [sig       ] [734/3551] Completed CMSA in 0.3s | 2.86 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-24T20:19:21.509216] [INFO ] [sig       ] [735/3551] Forecasting CMSC...
[2025-12-24T20:19:21.509244] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-12-24T20:19:21.509273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-12-24T20:19:21.519897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2025-12-24T20:19:21.520194] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-12-24T20:19:21.520990] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-12-24T20:19:21.521046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:21.521095] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:21.521124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:21.521181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:21.578107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:21.578710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:21.578786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:21.578819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:21.691020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:21.691137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:21.691173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:21.691202] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:21.694376] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: UP (p=83.21%)
[2025-12-24T20:19:21.694657] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-12-24T20:19:21.694776] [INFO ] [sig       ] CMSC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:21.834561] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CMSC.txt
[2025-12-24T20:19:21.834710] [INFO ] [sig       ] [735/3551] Completed CMSC in 0.3s | 2.86 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-24T20:19:21.834750] [INFO ] [sig       ] [736/3551] Forecasting CMSD...
[2025-12-24T20:19:21.834779] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-12-24T20:19:21.834809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-12-24T20:19:21.846328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2025-12-24T20:19:21.846670] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-12-24T20:19:21.847425] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-12-24T20:19:21.847477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:21.847509] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:21.847536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:21.847616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:21.906476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:21.907149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:21.907232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:21.907268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:22.030846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:22.030993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:22.031037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:22.031066] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:22.034782] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: DOWN (p=6.01%)
[2025-12-24T20:19:22.035048] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-12-24T20:19:22.035169] [INFO ] [sig       ] CMSD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:22.176372] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CMSD.txt
[2025-12-24T20:19:22.176508] [INFO ] [sig       ] [736/3551] Completed CMSD in 0.3s | 2.86 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-24T20:19:22.176548] [INFO ] [sig       ] [737/3551] Forecasting CMTG...
[2025-12-24T20:19:22.176595] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-12-24T20:19:22.176627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-12-24T20:19:22.188352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2025-12-24T20:19:22.188694] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-12-24T20:19:22.189479] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-12-24T20:19:22.189531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:22.189562] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:22.189608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:22.189666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:22.246867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:22.247797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:22.247877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:22.247909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:22.366430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:22.366590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:22.366631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:22.366660] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:22.370241] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=7.60%)
[2025-12-24T20:19:22.370525] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-12-24T20:19:22.370669] [INFO ] [sig       ] CMTG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:22.515954] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CMTG.txt
[2025-12-24T20:19:22.516093] [INFO ] [sig       ] [737/3551] Completed CMTG in 0.3s | 2.86 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-24T20:19:22.516134] [INFO ] [sig       ] [738/3551] Forecasting CMTL...
[2025-12-24T20:19:22.516163] [INFO ] [sig       ] Generating forecast for: CMTL
[2025-12-24T20:19:22.516192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2025-12-24T20:19:22.527655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2025-12-24T20:19:22.527987] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2025-12-24T20:19:22.528748] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2025-12-24T20:19:22.528800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:22.528831] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:22.528858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:22.528914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:22.586993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:22.587980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:22.588068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:22.588102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:22.716683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:22.716836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:22.716878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:22.716909] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:22.720346] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: DOWN (p=21.64%)
[2025-12-24T20:19:22.720639] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2025-12-24T20:19:22.720764] [INFO ] [sig       ] CMTL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:22.878289] [INFO ] [LOCAL     ] Saved forecast: CMTL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CMTL.txt
[2025-12-24T20:19:22.878489] [INFO ] [sig       ] [738/3551] Completed CMTL in 0.4s | 2.86 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-24T20:19:22.878543] [INFO ] [sig       ] [739/3551] Forecasting CNA...
[2025-12-24T20:19:22.878602] [INFO ] [sig       ] Generating forecast for: CNA
[2025-12-24T20:19:22.878642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-12-24T20:19:22.892038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2025-12-24T20:19:22.892382] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-12-24T20:19:22.893201] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-12-24T20:19:22.893266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:22.893312] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:22.893353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:22.893437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:22.955862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:22.956799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:22.956887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:22.956921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:23.076663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:23.076818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:23.076858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:23.076887] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:23.080291] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-12-24T20:19:23.080601] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-12-24T20:19:23.080736] [INFO ] [sig       ] CNA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:23.230549] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CNA.txt
[2025-12-24T20:19:23.230745] [INFO ] [sig       ] [739/3551] Completed CNA in 0.4s | 2.86 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-24T20:19:23.230796] [INFO ] [sig       ] [740/3551] Forecasting CNC...
[2025-12-24T20:19:23.230827] [INFO ] [sig       ] Generating forecast for: CNC
[2025-12-24T20:19:23.230857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-12-24T20:19:23.242548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2025-12-24T20:19:23.242891] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-12-24T20:19:23.243689] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-12-24T20:19:23.243742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:23.243774] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:23.243800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:23.243858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:23.304862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:23.305971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:23.306091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:23.306127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:23.430707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:23.430860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:23.430900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:23.430929] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:23.434887] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: UP (p=98.36%)
[2025-12-24T20:19:23.435160] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-12-24T20:19:23.435281] [INFO ] [sig       ] CNC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:23.585990] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CNC.txt
[2025-12-24T20:19:23.586141] [INFO ] [sig       ] [740/3551] Completed CNC in 0.4s | 2.86 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-24T20:19:23.586183] [INFO ] [sig       ] [741/3551] Forecasting CNF...
[2025-12-24T20:19:23.586212] [INFO ] [sig       ] Generating forecast for: CNF
[2025-12-24T20:19:23.586242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-12-24T20:19:23.597786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2025-12-24T20:19:23.598148] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-12-24T20:19:23.598945] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-12-24T20:19:23.598998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:23.599030] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:23.599057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:23.599114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:23.657133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:23.658034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:23.658122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:23.658155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:23.768682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:23.768860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:23.768913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:23.768952] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:23.773326] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: UP (p=87.20%)
[2025-12-24T20:19:23.773843] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-12-24T20:19:23.773982] [INFO ] [sig       ] CNF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:23.919567] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CNF.txt
[2025-12-24T20:19:23.919765] [INFO ] [sig       ] [741/3551] Completed CNF in 0.3s | 2.86 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-24T20:19:23.919825] [INFO ] [sig       ] [742/3551] Forecasting CNI...
[2025-12-24T20:19:23.919856] [INFO ] [sig       ] Generating forecast for: CNI
[2025-12-24T20:19:23.919886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-12-24T20:19:23.931648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2025-12-24T20:19:23.931946] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-12-24T20:19:23.932712] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-12-24T20:19:23.932763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:23.932795] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:23.932822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:23.932877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:23.989732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:23.990337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:23.990414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:23.990446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:24.106635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:24.106812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:24.106862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:24.107111] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:24.110635] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-12-24T20:19:24.110910] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-12-24T20:19:24.111032] [INFO ] [sig       ] CNI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:24.263152] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CNI.txt
[2025-12-24T20:19:24.263333] [INFO ] [sig       ] [742/3551] Completed CNI in 0.3s | 2.86 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-24T20:19:24.263377] [INFO ] [sig       ] [743/3551] Forecasting CNK...
[2025-12-24T20:19:24.263406] [INFO ] [sig       ] Generating forecast for: CNK
[2025-12-24T20:19:24.263436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-12-24T20:19:24.276283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2025-12-24T20:19:24.276690] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-12-24T20:19:24.277454] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-12-24T20:19:24.277507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:24.277540] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:24.277779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:24.277842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:24.336412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:24.337269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:24.337354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:24.337387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:24.461253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:24.461411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:24.461451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:24.461480] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:24.464984] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: UP (p=69.03%)
[2025-12-24T20:19:24.465301] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-12-24T20:19:24.465652] [INFO ] [sig       ] CNK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:24.612647] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CNK.txt
[2025-12-24T20:19:24.612794] [INFO ] [sig       ] [743/3551] Completed CNK in 0.3s | 2.86 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-24T20:19:24.612836] [INFO ] [sig       ] [744/3551] Forecasting CNM...
[2025-12-24T20:19:24.612866] [INFO ] [sig       ] Generating forecast for: CNM
[2025-12-24T20:19:24.612896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-12-24T20:19:24.625004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2025-12-24T20:19:24.625408] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-12-24T20:19:24.626307] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-12-24T20:19:24.626360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:24.626393] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:24.626421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:24.626478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:24.687051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:24.688313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:24.688397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:24.688464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:24.819519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:24.819890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:24.819937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:24.819966] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:24.823756] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=31.38%)
[2025-12-24T20:19:24.824075] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-12-24T20:19:24.824223] [INFO ] [sig       ] CNM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:24.972687] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CNM.txt
[2025-12-24T20:19:24.972838] [INFO ] [sig       ] [744/3551] Completed CNM in 0.4s | 2.86 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-24T20:19:24.972878] [INFO ] [sig       ] [745/3551] Forecasting CNMD...
[2025-12-24T20:19:24.972908] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-12-24T20:19:24.972938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-12-24T20:19:24.984706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2025-12-24T20:19:24.985075] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-12-24T20:19:24.985904] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-12-24T20:19:24.985958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:24.985990] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:24.986017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:24.986073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:25.048929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:25.049798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:25.049883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:25.049917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:25.184082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:25.184259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:25.184315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:25.184352] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:25.188099] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: UP (p=83.09%)
[2025-12-24T20:19:25.188423] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-12-24T20:19:25.188768] [INFO ] [sig       ] CNMD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:25.343967] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CNMD.txt
[2025-12-24T20:19:25.344121] [INFO ] [sig       ] [745/3551] Completed CNMD in 0.4s | 2.86 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-24T20:19:25.344165] [INFO ] [sig       ] [746/3551] Forecasting CNNE...
[2025-12-24T20:19:25.344195] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-12-24T20:19:25.344235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-12-24T20:19:25.357377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2025-12-24T20:19:25.358012] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-12-24T20:19:25.359095] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-12-24T20:19:25.359149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:25.359181] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:25.359208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:25.359287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:25.419946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:25.420802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:25.420886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:25.420920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:25.548924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:25.549078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:25.549117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:25.549146] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:25.552714] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: DOWN (p=46.62%)
[2025-12-24T20:19:25.552999] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-12-24T20:19:25.553128] [INFO ] [sig       ] CNNE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:25.699820] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CNNE.txt
[2025-12-24T20:19:25.699969] [INFO ] [sig       ] [746/3551] Completed CNNE in 0.4s | 2.86 sym/s | Total: 4.3m | ETA: 16.4m
[2025-12-24T20:19:25.700008] [INFO ] [sig       ] [747/3551] Forecasting CNO...
[2025-12-24T20:19:25.700038] [INFO ] [sig       ] Generating forecast for: CNO
[2025-12-24T20:19:25.700069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-12-24T20:19:25.711143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2025-12-24T20:19:25.711521] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-12-24T20:19:25.712545] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-12-24T20:19:25.712614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:25.712648] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:25.712675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:25.712731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:25.771733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:25.772339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:25.772420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:25.772452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:25.893939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:25.894070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:25.894109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:25.894138] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:25.897938] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-12-24T20:19:25.898270] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-12-24T20:19:25.898416] [INFO ] [sig       ] CNO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:26.047681] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CNO.txt
[2025-12-24T20:19:26.047857] [INFO ] [sig       ] [747/3551] Completed CNO in 0.3s | 2.86 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-24T20:19:26.047901] [INFO ] [sig       ] [748/3551] Forecasting CNOB...
[2025-12-24T20:19:26.047930] [INFO ] [sig       ] Generating forecast for: CNOB
[2025-12-24T20:19:26.047961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2025-12-24T20:19:26.059890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2025-12-24T20:19:26.060235] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2025-12-24T20:19:26.061072] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2025-12-24T20:19:26.061136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:26.061170] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:26.061198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:26.061254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:26.121913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:26.122804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:26.122903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:26.122936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:26.245981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:26.246131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:26.246171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:26.246200] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:26.249642] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: UP (p=97.22%)
[2025-12-24T20:19:26.249923] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2025-12-24T20:19:26.250048] [INFO ] [sig       ] CNOB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:26.444721] [INFO ] [LOCAL     ] Saved forecast: CNOB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CNOB.txt
[2025-12-24T20:19:26.444942] [INFO ] [sig       ] [748/3551] Completed CNOB in 0.4s | 2.86 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-24T20:19:26.445003] [INFO ] [sig       ] [749/3551] Forecasting CNP...
[2025-12-24T20:19:26.445049] [INFO ] [sig       ] Generating forecast for: CNP
[2025-12-24T20:19:26.445096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-12-24T20:19:26.460237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2025-12-24T20:19:26.460686] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-12-24T20:19:26.461548] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-12-24T20:19:26.461622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:26.461655] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:26.461683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:26.461740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:26.528605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:26.529913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:26.530052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:26.530108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:26.686476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:26.686699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:26.686767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:26.686816] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:26.692478] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=9.47%)
[2025-12-24T20:19:26.693070] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-12-24T20:19:26.693286] [INFO ] [sig       ] CNP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:26.901322] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CNP.txt
[2025-12-24T20:19:26.901595] [INFO ] [sig       ] [749/3551] Completed CNP in 0.5s | 2.86 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-24T20:19:26.901657] [INFO ] [sig       ] [750/3551] Forecasting CNQ...
[2025-12-24T20:19:26.901705] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-12-24T20:19:26.901750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-12-24T20:19:26.922886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2025-12-24T20:19:26.923391] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-12-24T20:19:26.924446] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-12-24T20:19:26.924515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:26.924558] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:26.924617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:26.924699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:27.011781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:27.013019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:27.013143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:27.013194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:27.177068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:27.177239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:27.177283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:27.177314] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:27.181068] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: DOWN (p=15.98%)
[2025-12-24T20:19:27.181436] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-12-24T20:19:27.181610] [INFO ] [sig       ] CNQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:27.366727] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CNQ.txt
[2025-12-24T20:19:27.366934] [INFO ] [sig       ] [750/3551] Completed CNQ in 0.5s | 2.86 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-24T20:19:27.366987] [INFO ] [sig       ] [751/3551] Forecasting CNS...
[2025-12-24T20:19:27.367023] [INFO ] [sig       ] Generating forecast for: CNS
[2025-12-24T20:19:27.367059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-12-24T20:19:27.380603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2025-12-24T20:19:27.381091] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-12-24T20:19:27.382149] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-12-24T20:19:27.382216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:27.382292] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:27.382330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:27.382412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:27.456108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:27.457261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:27.457371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:27.457414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:27.584532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:27.584727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:27.584773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:27.584802] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:27.588887] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=74.98%)
[2025-12-24T20:19:27.589296] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-12-24T20:19:27.589505] [INFO ] [sig       ] CNS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:27.747857] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CNS.txt
[2025-12-24T20:19:27.748011] [INFO ] [sig       ] [751/3551] Completed CNS in 0.4s | 2.86 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-24T20:19:27.748061] [INFO ] [sig       ] [752/3551] Forecasting CNSP...
[2025-12-24T20:19:27.748094] [INFO ] [sig       ] Generating forecast for: CNSP
[2025-12-24T20:19:27.748125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2025-12-24T20:19:27.760601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2025-12-24T20:19:27.760982] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2025-12-24T20:19:27.761924] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2025-12-24T20:19:27.761985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:27.762018] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:27.762048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:27.762131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:27.826270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:27.827183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:27.827275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:27.827309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:27.965399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:27.965556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:27.965619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:27.965649] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:27.970043] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: DOWN (p=29.71%)
[2025-12-24T20:19:27.970366] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2025-12-24T20:19:27.970500] [INFO ] [sig       ] CNSP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:28.127276] [INFO ] [LOCAL     ] Saved forecast: CNSP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CNSP.txt
[2025-12-24T20:19:28.127437] [INFO ] [sig       ] [752/3551] Completed CNSP in 0.4s | 2.85 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-24T20:19:28.127492] [INFO ] [sig       ] [753/3551] Forecasting CNTA...
[2025-12-24T20:19:28.127537] [INFO ] [sig       ] Generating forecast for: CNTA
[2025-12-24T20:19:28.127608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2025-12-24T20:19:28.139949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2025-12-24T20:19:28.140336] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2025-12-24T20:19:28.141250] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2025-12-24T20:19:28.141308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:28.141352] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:28.141403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:28.141486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:28.207164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:28.208166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:28.208278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:28.208329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:28.339463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:28.339657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:28.339720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:28.339766] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:28.344230] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: UP (p=94.19%)
[2025-12-24T20:19:28.344534] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2025-12-24T20:19:28.344701] [INFO ] [sig       ] CNTA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:28.504009] [INFO ] [LOCAL     ] Saved forecast: CNTA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CNTA.txt
[2025-12-24T20:19:28.504163] [INFO ] [sig       ] [753/3551] Completed CNTA in 0.4s | 2.85 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-24T20:19:28.504205] [INFO ] [sig       ] [754/3551] Forecasting CNTY...
[2025-12-24T20:19:28.504236] [INFO ] [sig       ] Generating forecast for: CNTY
[2025-12-24T20:19:28.504269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2025-12-24T20:19:28.516432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2025-12-24T20:19:28.516819] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2025-12-24T20:19:28.517670] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2025-12-24T20:19:28.517723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:28.517756] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:28.517783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:28.517849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:28.582358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:28.583288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:28.583377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:28.583412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:28.718901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:28.719054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:28.719100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:28.719171] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:28.722879] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: DOWN (p=8.07%)
[2025-12-24T20:19:28.723196] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2025-12-24T20:19:28.723328] [INFO ] [sig       ] CNTY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:28.880131] [INFO ] [LOCAL     ] Saved forecast: CNTY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CNTY.txt
[2025-12-24T20:19:28.880276] [INFO ] [sig       ] [754/3551] Completed CNTY in 0.4s | 2.85 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-24T20:19:28.880318] [INFO ] [sig       ] [755/3551] Forecasting CNVS...
[2025-12-24T20:19:28.880352] [INFO ] [sig       ] Generating forecast for: CNVS
[2025-12-24T20:19:28.880390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2025-12-24T20:19:28.896274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2025-12-24T20:19:28.896916] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2025-12-24T20:19:28.897992] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2025-12-24T20:19:28.898060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:28.898112] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:28.898158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:28.898246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:28.962467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:28.963444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:28.963536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:28.963570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:29.088870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:29.089033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:29.089090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:29.089122] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:29.092729] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: DOWN (p=20.01%)
[2025-12-24T20:19:29.093040] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2025-12-24T20:19:29.093184] [INFO ] [sig       ] CNVS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:29.234922] [INFO ] [LOCAL     ] Saved forecast: CNVS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CNVS.txt
[2025-12-24T20:19:29.235083] [INFO ] [sig       ] [755/3551] Completed CNVS in 0.4s | 2.85 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-24T20:19:29.235122] [INFO ] [sig       ] [756/3551] Forecasting CNX...
[2025-12-24T20:19:29.235152] [INFO ] [sig       ] Generating forecast for: CNX
[2025-12-24T20:19:29.235183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-12-24T20:19:29.247556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2025-12-24T20:19:29.247900] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-12-24T20:19:29.248675] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-12-24T20:19:29.248727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:29.248758] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:29.248786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:29.248843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:29.304452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:29.305318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:29.305403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:29.305435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:29.428685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:29.428835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:29.428875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:29.428905] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:29.432258] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: UP (p=52.91%)
[2025-12-24T20:19:29.432524] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-12-24T20:19:29.432662] [INFO ] [sig       ] CNX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:29.574554] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CNX.txt
[2025-12-24T20:19:29.574694] [INFO ] [sig       ] [756/3551] Completed CNX in 0.3s | 2.85 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-24T20:19:29.574734] [INFO ] [sig       ] [757/3551] Forecasting CNXC...
[2025-12-24T20:19:29.574763] [INFO ] [sig       ] Generating forecast for: CNXC
[2025-12-24T20:19:29.574794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'.
[2025-12-24T20:19:29.585957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXC'.
[2025-12-24T20:19:29.586243] [INFO ] [FORECASTER] Starting predict_future for CNXC
[2025-12-24T20:19:29.587008] [DEBUG] [LOCAL     ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt
[2025-12-24T20:19:29.587059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:29.587276] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:29.587303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:29.587364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:29.643984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:29.644608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:29.644686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:29.644718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:29.767341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:29.767462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:29.767500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:29.767528] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:29.770789] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: UP (p=83.46%)
[2025-12-24T20:19:29.771049] [INFO ] [FORECASTER] Completed predict_future for CNXC
[2025-12-24T20:19:29.771166] [INFO ] [sig       ] CNXC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:29.911732] [INFO ] [LOCAL     ] Saved forecast: CNXC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CNXC.txt
[2025-12-24T20:19:29.911886] [INFO ] [sig       ] [757/3551] Completed CNXC in 0.3s | 2.85 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-24T20:19:29.911926] [INFO ] [sig       ] [758/3551] Forecasting CNXN...
[2025-12-24T20:19:29.911955] [INFO ] [sig       ] Generating forecast for: CNXN
[2025-12-24T20:19:29.911985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2025-12-24T20:19:29.923249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2025-12-24T20:19:29.923613] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2025-12-24T20:19:29.924362] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2025-12-24T20:19:29.924414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:29.924445] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:29.924471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:29.924531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:29.979590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:29.980456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:29.980542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:29.980592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:30.102642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:30.102808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:30.102850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:30.102880] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:30.106318] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: UP (p=92.53%)
[2025-12-24T20:19:30.106626] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2025-12-24T20:19:30.106755] [INFO ] [sig       ] CNXN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:30.254070] [INFO ] [LOCAL     ] Saved forecast: CNXN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CNXN.txt
[2025-12-24T20:19:30.254232] [INFO ] [sig       ] [758/3551] Completed CNXN in 0.3s | 2.85 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-24T20:19:30.254275] [INFO ] [sig       ] [759/3551] Forecasting COCO...
[2025-12-24T20:19:30.254303] [INFO ] [sig       ] Generating forecast for: COCO
[2025-12-24T20:19:30.254333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2025-12-24T20:19:30.266474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2025-12-24T20:19:30.266903] [INFO ] [FORECASTER] Starting predict_future for COCO
[2025-12-24T20:19:30.267739] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2025-12-24T20:19:30.267793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:30.267839] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:30.267868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:30.267925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:30.325974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:30.326848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:30.326929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:30.326962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:30.452761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:30.452931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:30.452984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:30.453015] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:30.456365] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: DOWN (p=36.96%)
[2025-12-24T20:19:30.456694] [INFO ] [FORECASTER] Completed predict_future for COCO
[2025-12-24T20:19:30.456823] [INFO ] [sig       ] COCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:30.600641] [INFO ] [LOCAL     ] Saved forecast: COCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/COCO.txt
[2025-12-24T20:19:30.600770] [INFO ] [sig       ] [759/3551] Completed COCO in 0.3s | 2.85 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-24T20:19:30.600807] [INFO ] [sig       ] [760/3551] Forecasting CODA...
[2025-12-24T20:19:30.600842] [INFO ] [sig       ] Generating forecast for: CODA
[2025-12-24T20:19:30.600871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2025-12-24T20:19:30.611829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2025-12-24T20:19:30.612100] [INFO ] [FORECASTER] Starting predict_future for CODA
[2025-12-24T20:19:30.612869] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2025-12-24T20:19:30.612920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:30.612951] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:30.612978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:30.613033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:30.668469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:30.669103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:30.669182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:30.669213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:30.777870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:30.778024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:30.778062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:30.778096] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:30.781568] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: DOWN (p=21.07%)
[2025-12-24T20:19:30.781871] [INFO ] [FORECASTER] Completed predict_future for CODA
[2025-12-24T20:19:30.781995] [INFO ] [sig       ] CODA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:30.925633] [INFO ] [LOCAL     ] Saved forecast: CODA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CODA.txt
[2025-12-24T20:19:30.925777] [INFO ] [sig       ] [760/3551] Completed CODA in 0.3s | 2.85 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-24T20:19:30.925817] [INFO ] [sig       ] [761/3551] Forecasting CODI...
[2025-12-24T20:19:30.925849] [INFO ] [sig       ] Generating forecast for: CODI
[2025-12-24T20:19:30.925880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-12-24T20:19:30.937350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2025-12-24T20:19:30.937921] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-12-24T20:19:30.938909] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-12-24T20:19:30.938961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:30.938993] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:30.939020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:30.939077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:30.996191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:30.997015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:30.997132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:30.997167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:31.119686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:31.120055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:31.120102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:31.120132] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:31.123621] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=98.53%)
[2025-12-24T20:19:31.123886] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-12-24T20:19:31.124004] [INFO ] [sig       ] CODI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:31.264186] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CODI.txt
[2025-12-24T20:19:31.264332] [INFO ] [sig       ] [761/3551] Completed CODI in 0.3s | 2.85 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-24T20:19:31.264372] [INFO ] [sig       ] [762/3551] Forecasting COEP...
[2025-12-24T20:19:31.264401] [INFO ] [sig       ] Generating forecast for: COEP
[2025-12-24T20:19:31.264430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2025-12-24T20:19:31.276133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2025-12-24T20:19:31.276458] [INFO ] [FORECASTER] Starting predict_future for COEP
[2025-12-24T20:19:31.277249] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2025-12-24T20:19:31.277303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:31.277334] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:31.277360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:31.277416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:31.333905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:31.334560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:31.334656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:31.334689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:31.460168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:31.460322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:31.460363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:31.460392] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:31.463774] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: UP (p=76.04%)
[2025-12-24T20:19:31.464048] [INFO ] [FORECASTER] Completed predict_future for COEP
[2025-12-24T20:19:31.464168] [INFO ] [sig       ] COEP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:31.605126] [INFO ] [LOCAL     ] Saved forecast: COEP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/COEP.txt
[2025-12-24T20:19:31.605257] [INFO ] [sig       ] [762/3551] Completed COEP in 0.3s | 2.86 sym/s | Total: 4.4m | ETA: 16.3m
[2025-12-24T20:19:31.605297] [INFO ] [sig       ] [763/3551] Forecasting COF...
[2025-12-24T20:19:31.605332] [INFO ] [sig       ] Generating forecast for: COF
[2025-12-24T20:19:31.605363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-12-24T20:19:31.618869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2025-12-24T20:19:31.619212] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-12-24T20:19:31.620238] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-12-24T20:19:31.620289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:31.620320] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:31.620345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:31.620400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:31.681928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:31.683107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:31.683202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:31.683236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:31.826016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:31.826199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:31.826242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:31.826272] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:31.830225] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2025-12-24T20:19:31.830535] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-12-24T20:19:31.830690] [INFO ] [sig       ] COF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:32.005004] [INFO ] [LOCAL     ] Saved forecast: COF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/COF.txt
[2025-12-24T20:19:32.005150] [INFO ] [sig       ] [763/3551] Completed COF in 0.4s | 2.85 sym/s | Total: 4.5m | ETA: 16.3m
[2025-12-24T20:19:32.005203] [INFO ] [sig       ] [764/3551] Forecasting COFS...
[2025-12-24T20:19:32.005266] [INFO ] [sig       ] Generating forecast for: COFS
[2025-12-24T20:19:32.005309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2025-12-24T20:19:32.018015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2025-12-24T20:19:32.018347] [INFO ] [FORECASTER] Starting predict_future for COFS
[2025-12-24T20:19:32.019145] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2025-12-24T20:19:32.019195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:32.019227] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:32.019253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:32.019308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:32.095546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:32.096324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:32.096411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:32.096444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:32.212933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:32.213086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:32.213127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:32.213155] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:32.216847] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: DOWN (p=19.76%)
[2025-12-24T20:19:32.217121] [INFO ] [FORECASTER] Completed predict_future for COFS
[2025-12-24T20:19:32.217245] [INFO ] [sig       ] COFS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:32.365007] [INFO ] [LOCAL     ] Saved forecast: COFS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/COFS.txt
[2025-12-24T20:19:32.365214] [INFO ] [sig       ] [764/3551] Completed COFS in 0.4s | 2.85 sym/s | Total: 4.5m | ETA: 16.3m
[2025-12-24T20:19:32.365257] [INFO ] [sig       ] [765/3551] Forecasting COIN...
[2025-12-24T20:19:32.365288] [INFO ] [sig       ] Generating forecast for: COIN
[2025-12-24T20:19:32.365319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'.
[2025-12-24T20:19:32.378525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COIN'.
[2025-12-24T20:19:32.378893] [INFO ] [FORECASTER] Starting predict_future for COIN
[2025-12-24T20:19:32.379798] [DEBUG] [LOCAL     ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt
[2025-12-24T20:19:32.379852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:32.379884] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:32.379910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:32.379966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:32.444266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:32.445119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:32.445205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:32.445238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:32.586906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:32.587075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:32.587117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:32.587145] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:32.591791] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: UP (p=81.24%)
[2025-12-24T20:19:32.592069] [INFO ] [FORECASTER] Completed predict_future for COIN
[2025-12-24T20:19:32.592195] [INFO ] [sig       ] COIN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:32.746779] [INFO ] [LOCAL     ] Saved forecast: COIN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/COIN.txt
[2025-12-24T20:19:32.746968] [INFO ] [sig       ] [765/3551] Completed COIN in 0.4s | 2.85 sym/s | Total: 4.5m | ETA: 16.3m
[2025-12-24T20:19:32.747022] [INFO ] [sig       ] [766/3551] Forecasting COKE...
[2025-12-24T20:19:32.747065] [INFO ] [sig       ] Generating forecast for: COKE
[2025-12-24T20:19:32.747100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2025-12-24T20:19:32.758943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COKE'.
[2025-12-24T20:19:32.759258] [INFO ] [FORECASTER] Starting predict_future for COKE
[2025-12-24T20:19:32.760268] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2025-12-24T20:19:32.760321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:32.760352] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:32.760379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:32.760435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:32.816617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:32.817469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:32.817563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:32.817614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:32.938291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:32.938445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:32.938484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:32.938527] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:32.942040] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: DOWN (p=21.29%)
[2025-12-24T20:19:32.942312] [INFO ] [FORECASTER] Completed predict_future for COKE
[2025-12-24T20:19:32.942431] [INFO ] [sig       ] COKE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:33.079232] [INFO ] [LOCAL     ] Saved forecast: COKE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/COKE.txt
[2025-12-24T20:19:33.079391] [INFO ] [sig       ] [766/3551] Completed COKE in 0.3s | 2.85 sym/s | Total: 4.5m | ETA: 16.3m
[2025-12-24T20:19:33.079433] [INFO ] [sig       ] [767/3551] Forecasting COLB...
[2025-12-24T20:19:33.079463] [INFO ] [sig       ] Generating forecast for: COLB
[2025-12-24T20:19:33.079493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2025-12-24T20:19:33.091201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2025-12-24T20:19:33.091553] [INFO ] [FORECASTER] Starting predict_future for COLB
[2025-12-24T20:19:33.092337] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2025-12-24T20:19:33.092388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:33.092421] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:33.092449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:33.092505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:33.153669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:33.154617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:33.154714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:33.154749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:33.279915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:33.280072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:33.280113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:33.280142] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:33.283769] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: DOWN (p=26.03%)
[2025-12-24T20:19:33.284056] [INFO ] [FORECASTER] Completed predict_future for COLB
[2025-12-24T20:19:33.284189] [INFO ] [sig       ] COLB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:33.436749] [INFO ] [LOCAL     ] Saved forecast: COLB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/COLB.txt
[2025-12-24T20:19:33.436912] [INFO ] [sig       ] [767/3551] Completed COLB in 0.4s | 2.85 sym/s | Total: 4.5m | ETA: 16.3m
[2025-12-24T20:19:33.436953] [INFO ] [sig       ] [768/3551] Forecasting COLD...
[2025-12-24T20:19:33.436982] [INFO ] [sig       ] Generating forecast for: COLD
[2025-12-24T20:19:33.437012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-12-24T20:19:33.449820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2025-12-24T20:19:33.450206] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-12-24T20:19:33.451040] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-12-24T20:19:33.451104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:33.451175] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:33.451207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:33.451276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:33.516324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:33.517267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:33.517388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:33.517437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:33.648597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:33.648756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:33.648796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:33.648825] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:33.652440] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: UP (p=94.63%)
[2025-12-24T20:19:33.652799] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-12-24T20:19:33.652971] [INFO ] [sig       ] COLD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:33.809845] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/COLD.txt
[2025-12-24T20:19:33.810002] [INFO ] [sig       ] [768/3551] Completed COLD in 0.4s | 2.85 sym/s | Total: 4.5m | ETA: 16.3m
[2025-12-24T20:19:33.810043] [INFO ] [sig       ] [769/3551] Forecasting COLL...
[2025-12-24T20:19:33.810074] [INFO ] [sig       ] Generating forecast for: COLL
[2025-12-24T20:19:33.810105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2025-12-24T20:19:33.822736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2025-12-24T20:19:33.823127] [INFO ] [FORECASTER] Starting predict_future for COLL
[2025-12-24T20:19:33.823959] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2025-12-24T20:19:33.824013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:33.824046] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:33.824072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:33.824130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:33.885703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:33.886529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:33.886632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:33.886669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:34.022015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:34.022179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:34.022219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:34.022248] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:34.025775] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: UP (p=52.19%)
[2025-12-24T20:19:34.026051] [INFO ] [FORECASTER] Completed predict_future for COLL
[2025-12-24T20:19:34.026175] [INFO ] [sig       ] COLL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:34.176860] [INFO ] [LOCAL     ] Saved forecast: COLL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/COLL.txt
[2025-12-24T20:19:34.177035] [INFO ] [sig       ] [769/3551] Completed COLL in 0.4s | 2.85 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-24T20:19:34.177083] [INFO ] [sig       ] [770/3551] Forecasting COLM...
[2025-12-24T20:19:34.177113] [INFO ] [sig       ] Generating forecast for: COLM
[2025-12-24T20:19:34.177142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2025-12-24T20:19:34.189354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2025-12-24T20:19:34.189751] [INFO ] [FORECASTER] Starting predict_future for COLM
[2025-12-24T20:19:34.190532] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2025-12-24T20:19:34.190603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:34.190638] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:34.190677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:34.190737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:34.251109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:34.252007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:34.252095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:34.252138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:34.375687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:34.375842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:34.375882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:34.375910] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:34.379650] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: UP (p=53.84%)
[2025-12-24T20:19:34.379929] [INFO ] [FORECASTER] Completed predict_future for COLM
[2025-12-24T20:19:34.380054] [INFO ] [sig       ] COLM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:34.533699] [INFO ] [LOCAL     ] Saved forecast: COLM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/COLM.txt
[2025-12-24T20:19:34.533869] [INFO ] [sig       ] [770/3551] Completed COLM in 0.4s | 2.85 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-24T20:19:34.533928] [INFO ] [sig       ] [771/3551] Forecasting COMM...
[2025-12-24T20:19:34.533963] [INFO ] [sig       ] Generating forecast for: COMM
[2025-12-24T20:19:34.533996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'.
[2025-12-24T20:19:34.546306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMM'.
[2025-12-24T20:19:34.546692] [INFO ] [FORECASTER] Starting predict_future for COMM
[2025-12-24T20:19:34.547473] [DEBUG] [LOCAL     ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt
[2025-12-24T20:19:34.547539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:34.547601] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:34.547634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:34.547715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:34.607847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:34.608798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:34.608889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:34.608923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:34.731340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:34.731494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:34.731554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:34.731654] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:34.735124] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: UP (p=92.56%)
[2025-12-24T20:19:34.735407] [INFO ] [FORECASTER] Completed predict_future for COMM
[2025-12-24T20:19:34.735554] [INFO ] [sig       ] COMM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:34.875315] [INFO ] [LOCAL     ] Saved forecast: COMM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/COMM.txt
[2025-12-24T20:19:34.875451] [INFO ] [sig       ] [771/3551] Completed COMM in 0.3s | 2.85 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-24T20:19:34.875491] [INFO ] [sig       ] [772/3551] Forecasting COMP...
[2025-12-24T20:19:34.875521] [INFO ] [sig       ] Generating forecast for: COMP
[2025-12-24T20:19:34.875550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-12-24T20:19:34.886669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2025-12-24T20:19:34.886990] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-12-24T20:19:34.887770] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-12-24T20:19:34.887823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:34.887855] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:34.887881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:34.887938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:34.947176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:34.948093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:34.948180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:34.948215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:35.086646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:35.086799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:35.086840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:35.086869] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:35.090260] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: UP (p=90.25%)
[2025-12-24T20:19:35.090536] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-12-24T20:19:35.090681] [INFO ] [sig       ] COMP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:35.230469] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/COMP.txt
[2025-12-24T20:19:35.230627] [INFO ] [sig       ] [772/3551] Completed COMP in 0.4s | 2.85 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-24T20:19:35.230670] [INFO ] [sig       ] [773/3551] Forecasting CONL...
[2025-12-24T20:19:35.230703] [INFO ] [sig       ] Generating forecast for: CONL
[2025-12-24T20:19:35.230735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2025-12-24T20:19:35.242025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2025-12-24T20:19:35.242337] [INFO ] [FORECASTER] Starting predict_future for CONL
[2025-12-24T20:19:35.243172] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2025-12-24T20:19:35.243225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:35.243258] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:35.243286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:35.243345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:35.313129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:35.314236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:35.314348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:35.314403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:35.450165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:35.450312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:35.450353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:35.450382] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:35.453745] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: DOWN (p=19.07%)
[2025-12-24T20:19:35.454007] [INFO ] [FORECASTER] Completed predict_future for CONL
[2025-12-24T20:19:35.454128] [INFO ] [sig       ] CONL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:35.594674] [INFO ] [LOCAL     ] Saved forecast: CONL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CONL.txt
[2025-12-24T20:19:35.594804] [INFO ] [sig       ] [773/3551] Completed CONL in 0.4s | 2.85 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-24T20:19:35.594844] [INFO ] [sig       ] [774/3551] Forecasting COO...
[2025-12-24T20:19:35.594874] [INFO ] [sig       ] Generating forecast for: COO
[2025-12-24T20:19:35.594912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2025-12-24T20:19:35.605653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2025-12-24T20:19:35.605963] [INFO ] [FORECASTER] Starting predict_future for COO
[2025-12-24T20:19:35.606741] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2025-12-24T20:19:35.606792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:35.606823] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:35.606849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:35.606904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:35.663150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:35.663957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:35.664042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:35.664074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:35.781531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:35.781701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:35.781743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:35.781772] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:35.785191] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: DOWN (p=5.55%)
[2025-12-24T20:19:35.785463] [INFO ] [FORECASTER] Completed predict_future for COO
[2025-12-24T20:19:35.785605] [INFO ] [sig       ] COO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:35.925385] [INFO ] [LOCAL     ] Saved forecast: COO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/COO.txt
[2025-12-24T20:19:35.925542] [INFO ] [sig       ] [774/3551] Completed COO in 0.3s | 2.85 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-24T20:19:35.925603] [INFO ] [sig       ] [775/3551] Forecasting COP...
[2025-12-24T20:19:35.925633] [INFO ] [sig       ] Generating forecast for: COP
[2025-12-24T20:19:35.925664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-12-24T20:19:35.937233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2025-12-24T20:19:35.937665] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-12-24T20:19:35.938630] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-12-24T20:19:35.938693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:35.938733] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:35.938770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:35.938846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:35.995041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:35.995914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:35.995997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:35.996030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:36.118146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:36.118302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:36.118341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:36.118370] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:36.121714] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: UP (p=54.35%)
[2025-12-24T20:19:36.121982] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-12-24T20:19:36.122103] [INFO ] [sig       ] COP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:36.261851] [INFO ] [LOCAL     ] Saved forecast: COP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/COP.txt
[2025-12-24T20:19:36.262010] [INFO ] [sig       ] [775/3551] Completed COP in 0.3s | 2.85 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-24T20:19:36.262053] [INFO ] [sig       ] [776/3551] Forecasting COPP...
[2025-12-24T20:19:36.262082] [INFO ] [sig       ] Generating forecast for: COPP
[2025-12-24T20:19:36.262112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2025-12-24T20:19:36.273762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2025-12-24T20:19:36.274165] [INFO ] [FORECASTER] Starting predict_future for COPP
[2025-12-24T20:19:36.275168] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2025-12-24T20:19:36.275231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:36.275275] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:36.275312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:36.275391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:36.334859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:36.335734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:36.335824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:36.335870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:36.450720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:36.450864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:36.450903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:36.450932] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:36.454224] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: DOWN (p=24.90%)
[2025-12-24T20:19:36.454489] [INFO ] [FORECASTER] Completed predict_future for COPP
[2025-12-24T20:19:36.454628] [INFO ] [sig       ] COPP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:36.592887] [INFO ] [LOCAL     ] Saved forecast: COPP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/COPP.txt
[2025-12-24T20:19:36.593051] [INFO ] [sig       ] [776/3551] Completed COPP in 0.3s | 2.85 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-24T20:19:36.593092] [INFO ] [sig       ] [777/3551] Forecasting CORZ...
[2025-12-24T20:19:36.593122] [INFO ] [sig       ] Generating forecast for: CORZ
[2025-12-24T20:19:36.593152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2025-12-24T20:19:36.605510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2025-12-24T20:19:36.605872] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2025-12-24T20:19:36.606661] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2025-12-24T20:19:36.606712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:36.606742] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:36.606767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:36.606822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:36.663370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:36.664248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:36.664335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:36.664368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:36.787180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:36.787341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:36.787383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:36.787413] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:36.790884] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: UP (p=64.36%)
[2025-12-24T20:19:36.791152] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2025-12-24T20:19:36.791274] [INFO ] [sig       ] CORZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:36.941951] [INFO ] [LOCAL     ] Saved forecast: CORZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CORZ.txt
[2025-12-24T20:19:36.942107] [INFO ] [sig       ] [777/3551] Completed CORZ in 0.3s | 2.85 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-24T20:19:36.942155] [INFO ] [sig       ] [778/3551] Forecasting CORZZ...
[2025-12-24T20:19:36.942186] [INFO ] [sig       ] Generating forecast for: CORZZ
[2025-12-24T20:19:36.942215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2025-12-24T20:19:36.954805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2025-12-24T20:19:36.955180] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2025-12-24T20:19:36.955952] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2025-12-24T20:19:36.956003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:36.956034] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:36.956062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:36.956119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:37.015142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:37.016035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:37.016153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:37.016188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:37.132329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:37.132481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:37.132522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:37.132550] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:37.135922] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: DOWN (p=36.00%)
[2025-12-24T20:19:37.136185] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2025-12-24T20:19:37.136333] [INFO ] [sig       ] CORZZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:37.278090] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CORZZ.txt
[2025-12-24T20:19:37.278225] [INFO ] [sig       ] [778/3551] Completed CORZZ in 0.3s | 2.85 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-24T20:19:37.278265] [INFO ] [sig       ] [779/3551] Forecasting COTY...
[2025-12-24T20:19:37.278295] [INFO ] [sig       ] Generating forecast for: COTY
[2025-12-24T20:19:37.278325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-12-24T20:19:37.289901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2025-12-24T20:19:37.290248] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-12-24T20:19:37.291031] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-12-24T20:19:37.291084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:37.291119] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:37.291145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:37.291202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:37.349008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:37.349886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:37.349969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:37.350002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:37.476203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:37.476380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:37.476424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:37.476453] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:37.480758] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: UP (p=86.55%)
[2025-12-24T20:19:37.481057] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-12-24T20:19:37.481187] [INFO ] [sig       ] COTY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:37.636987] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/COTY.txt
[2025-12-24T20:19:37.637149] [INFO ] [sig       ] [779/3551] Completed COTY in 0.4s | 2.85 sym/s | Total: 4.5m | ETA: 16.2m
[2025-12-24T20:19:37.637189] [INFO ] [sig       ] [780/3551] Forecasting COWG...
[2025-12-24T20:19:37.637219] [INFO ] [sig       ] Generating forecast for: COWG
[2025-12-24T20:19:37.637248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2025-12-24T20:19:37.649153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2025-12-24T20:19:37.649445] [INFO ] [FORECASTER] Starting predict_future for COWG
[2025-12-24T20:19:37.650440] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2025-12-24T20:19:37.650493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:37.650525] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:37.650551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:37.650639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:37.709404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:37.710136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:37.710217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:37.710249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:37.844976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:37.845129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:37.845169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:37.845197] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:37.848520] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: UP (p=75.51%)
[2025-12-24T20:19:37.848804] [INFO ] [FORECASTER] Completed predict_future for COWG
[2025-12-24T20:19:37.848926] [INFO ] [sig       ] COWG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:37.992716] [INFO ] [LOCAL     ] Saved forecast: COWG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/COWG.txt
[2025-12-24T20:19:37.992870] [INFO ] [sig       ] [780/3551] Completed COWG in 0.4s | 2.85 sym/s | Total: 4.6m | ETA: 16.2m
[2025-12-24T20:19:37.992909] [INFO ] [sig       ] [781/3551] Forecasting COYA...
[2025-12-24T20:19:37.992939] [INFO ] [sig       ] Generating forecast for: COYA
[2025-12-24T20:19:37.992968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2025-12-24T20:19:38.005778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2025-12-24T20:19:38.006342] [INFO ] [FORECASTER] Starting predict_future for COYA
[2025-12-24T20:19:38.007348] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2025-12-24T20:19:38.007399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:38.007430] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:38.007457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:38.007526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:38.066019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:38.066898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:38.066982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:38.067015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:38.177954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:38.178103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:38.178143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:38.178173] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:38.181567] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: DOWN (p=29.69%)
[2025-12-24T20:19:38.181849] [INFO ] [FORECASTER] Completed predict_future for COYA
[2025-12-24T20:19:38.181968] [INFO ] [sig       ] COYA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:38.323016] [INFO ] [LOCAL     ] Saved forecast: COYA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/COYA.txt
[2025-12-24T20:19:38.323155] [INFO ] [sig       ] [781/3551] Completed COYA in 0.3s | 2.85 sym/s | Total: 4.6m | ETA: 16.2m
[2025-12-24T20:19:38.323195] [INFO ] [sig       ] [782/3551] Forecasting CP...
[2025-12-24T20:19:38.323225] [INFO ] [sig       ] Generating forecast for: CP
[2025-12-24T20:19:38.323254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-12-24T20:19:38.334551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2025-12-24T20:19:38.334840] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-12-24T20:19:38.335968] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-12-24T20:19:38.336018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:38.336049] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:38.336075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:38.336130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:38.391791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:38.392420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:38.392499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:38.392531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:38.515810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:38.515953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:38.515992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:38.516021] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:38.519273] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: DOWN (p=28.16%)
[2025-12-24T20:19:38.519553] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-12-24T20:19:38.519693] [INFO ] [sig       ] CP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:38.661162] [INFO ] [LOCAL     ] Saved forecast: CP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CP.txt
[2025-12-24T20:19:38.661321] [INFO ] [sig       ] [782/3551] Completed CP in 0.3s | 2.85 sym/s | Total: 4.6m | ETA: 16.2m
[2025-12-24T20:19:38.661362] [INFO ] [sig       ] [783/3551] Forecasting CPA...
[2025-12-24T20:19:38.661392] [INFO ] [sig       ] Generating forecast for: CPA
[2025-12-24T20:19:38.661424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-12-24T20:19:38.673536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2025-12-24T20:19:38.673878] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-12-24T20:19:38.674653] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-12-24T20:19:38.674718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:38.674753] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:38.674783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:38.674841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:38.732090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:38.732697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:38.732775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:38.732807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:38.848394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:38.848520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:38.848558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:38.848604] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:38.851876] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: UP (p=53.37%)
[2025-12-24T20:19:38.852139] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-12-24T20:19:38.852258] [INFO ] [sig       ] CPA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:38.993636] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CPA.txt
[2025-12-24T20:19:38.993764] [INFO ] [sig       ] [783/3551] Completed CPA in 0.3s | 2.85 sym/s | Total: 4.6m | ETA: 16.2m
[2025-12-24T20:19:38.993803] [INFO ] [sig       ] [784/3551] Forecasting CPB...
[2025-12-24T20:19:38.993833] [INFO ] [sig       ] Generating forecast for: CPB
[2025-12-24T20:19:38.993863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2025-12-24T20:19:39.006257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2025-12-24T20:19:39.006521] [INFO ] [FORECASTER] Starting predict_future for CPB
[2025-12-24T20:19:39.007307] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2025-12-24T20:19:39.007358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:39.007390] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:39.007417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:39.007473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:39.063740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:39.064504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:39.064604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:39.064639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:39.181709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:39.181860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:39.181899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:39.181928] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:39.185377] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=96.79%)
[2025-12-24T20:19:39.185659] [INFO ] [FORECASTER] Completed predict_future for CPB
[2025-12-24T20:19:39.185967] [INFO ] [sig       ] CPB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:39.325633] [INFO ] [LOCAL     ] Saved forecast: CPB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CPB.txt
[2025-12-24T20:19:39.325757] [INFO ] [sig       ] [784/3551] Completed CPB in 0.3s | 2.85 sym/s | Total: 4.6m | ETA: 16.2m
[2025-12-24T20:19:39.325795] [INFO ] [sig       ] [785/3551] Forecasting CPF...
[2025-12-24T20:19:39.325827] [INFO ] [sig       ] Generating forecast for: CPF
[2025-12-24T20:19:39.325857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-12-24T20:19:39.337931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2025-12-24T20:19:39.338202] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-12-24T20:19:39.338954] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-12-24T20:19:39.339003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:39.339059] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:39.339087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:39.339144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:39.396171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:39.396811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:39.396889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:39.396920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:39.513864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:39.514017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:39.514054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:39.514083] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:39.517332] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=42.84%)
[2025-12-24T20:19:39.517611] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-12-24T20:19:39.517730] [INFO ] [sig       ] CPF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:39.721083] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CPF.txt
[2025-12-24T20:19:39.721236] [INFO ] [sig       ] [785/3551] Completed CPF in 0.4s | 2.85 sym/s | Total: 4.6m | ETA: 16.2m
[2025-12-24T20:19:39.721280] [INFO ] [sig       ] [786/3551] Forecasting CPIX...
[2025-12-24T20:19:39.721309] [INFO ] [sig       ] Generating forecast for: CPIX
[2025-12-24T20:19:39.721339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2025-12-24T20:19:39.734082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2025-12-24T20:19:39.734363] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2025-12-24T20:19:39.735328] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2025-12-24T20:19:39.735379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:39.735410] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:39.735436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:39.735491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:39.791938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:39.792624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:39.792704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:39.792736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:39.917104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:39.917249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:39.917288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:39.917316] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:39.920993] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: DOWN (p=6.33%)
[2025-12-24T20:19:39.921255] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2025-12-24T20:19:39.921376] [INFO ] [sig       ] CPIX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:40.060593] [INFO ] [LOCAL     ] Saved forecast: CPIX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CPIX.txt
[2025-12-24T20:19:40.060748] [INFO ] [sig       ] [786/3551] Completed CPIX in 0.3s | 2.85 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-24T20:19:40.060793] [INFO ] [sig       ] [787/3551] Forecasting CPK...
[2025-12-24T20:19:40.060824] [INFO ] [sig       ] Generating forecast for: CPK
[2025-12-24T20:19:40.060854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-12-24T20:19:40.072979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2025-12-24T20:19:40.073304] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-12-24T20:19:40.074078] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-12-24T20:19:40.074130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:40.074161] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:40.074187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:40.074242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:40.129882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:40.130627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:40.130709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:40.130741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:40.246092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:40.246242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:40.246281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:40.246309] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:40.249626] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: UP (p=82.42%)
[2025-12-24T20:19:40.249892] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-12-24T20:19:40.250015] [INFO ] [sig       ] CPK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:40.389767] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CPK.txt
[2025-12-24T20:19:40.389904] [INFO ] [sig       ] [787/3551] Completed CPK in 0.3s | 2.85 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-24T20:19:40.389944] [INFO ] [sig       ] [788/3551] Forecasting CPNG...
[2025-12-24T20:19:40.389975] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-12-24T20:19:40.390005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-12-24T20:19:40.401809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2025-12-24T20:19:40.402087] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-12-24T20:19:40.402848] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-12-24T20:19:40.402900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:40.402932] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:40.402959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:40.403020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:40.459402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:40.460017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:40.460096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:40.460129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:40.586548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:40.586714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:40.586754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:40.586814] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:40.590157] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-12-24T20:19:40.590420] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-12-24T20:19:40.590564] [INFO ] [sig       ] CPNG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:40.731112] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CPNG.txt
[2025-12-24T20:19:40.731274] [INFO ] [sig       ] [788/3551] Completed CPNG in 0.3s | 2.85 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-24T20:19:40.731313] [INFO ] [sig       ] [789/3551] Forecasting CPRI...
[2025-12-24T20:19:40.731343] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-12-24T20:19:40.731374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-12-24T20:19:40.744802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2025-12-24T20:19:40.745195] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-12-24T20:19:40.745962] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-12-24T20:19:40.746014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:40.746045] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:40.746072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:40.746128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:40.804170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:40.805026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:40.805105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:40.805137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:40.926322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:40.926483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:40.926523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:40.926551] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:40.930408] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: DOWN (p=1.02%)
[2025-12-24T20:19:40.930709] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-12-24T20:19:40.931013] [INFO ] [sig       ] CPRI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:41.071558] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CPRI.txt
[2025-12-24T20:19:41.071732] [INFO ] [sig       ] [789/3551] Completed CPRI in 0.3s | 2.85 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-24T20:19:41.071773] [INFO ] [sig       ] [790/3551] Forecasting CPRX...
[2025-12-24T20:19:41.071803] [INFO ] [sig       ] Generating forecast for: CPRX
[2025-12-24T20:19:41.071832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2025-12-24T20:19:41.084223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2025-12-24T20:19:41.084607] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2025-12-24T20:19:41.085386] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2025-12-24T20:19:41.085437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:41.085469] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:41.085495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:41.085552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:41.142083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:41.142973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:41.143249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:41.143281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:41.261173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:41.261328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:41.261384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:41.261414] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:41.265272] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: DOWN (p=4.68%)
[2025-12-24T20:19:41.265536] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2025-12-24T20:19:41.265677] [INFO ] [sig       ] CPRX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:41.407456] [INFO ] [LOCAL     ] Saved forecast: CPRX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CPRX.txt
[2025-12-24T20:19:41.407604] [INFO ] [sig       ] [790/3551] Completed CPRX in 0.3s | 2.86 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-24T20:19:41.407645] [INFO ] [sig       ] [791/3551] Forecasting CPS...
[2025-12-24T20:19:41.407675] [INFO ] [sig       ] Generating forecast for: CPS
[2025-12-24T20:19:41.407705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-12-24T20:19:41.420872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2025-12-24T20:19:41.421480] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-12-24T20:19:41.422478] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-12-24T20:19:41.422531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:41.422564] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:41.422613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:41.422672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:41.481297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:41.482196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:41.482282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:41.482316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:41.609261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:41.609440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:41.609481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:41.609511] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:41.613044] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=55.33%)
[2025-12-24T20:19:41.613369] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-12-24T20:19:41.613509] [INFO ] [sig       ] CPS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:41.761786] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CPS.txt
[2025-12-24T20:19:41.761942] [INFO ] [sig       ] [791/3551] Completed CPS in 0.4s | 2.86 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-24T20:19:41.761982] [INFO ] [sig       ] [792/3551] Forecasting CPSH...
[2025-12-24T20:19:41.762012] [INFO ] [sig       ] Generating forecast for: CPSH
[2025-12-24T20:19:41.762041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2025-12-24T20:19:41.775009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2025-12-24T20:19:41.775456] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2025-12-24T20:19:41.776361] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2025-12-24T20:19:41.776427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:41.776472] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:41.776513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:41.776596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:41.836279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:41.837243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:41.837340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:41.837374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:41.963399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:41.963559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:41.963622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:41.963651] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:41.967084] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: DOWN (p=4.97%)
[2025-12-24T20:19:41.967368] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2025-12-24T20:19:41.967499] [INFO ] [sig       ] CPSH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:42.109206] [INFO ] [LOCAL     ] Saved forecast: CPSH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CPSH.txt
[2025-12-24T20:19:42.109392] [INFO ] [sig       ] [792/3551] Completed CPSH in 0.3s | 2.86 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-24T20:19:42.109437] [INFO ] [sig       ] [793/3551] Forecasting CPSS...
[2025-12-24T20:19:42.109467] [INFO ] [sig       ] Generating forecast for: CPSS
[2025-12-24T20:19:42.109498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2025-12-24T20:19:42.122744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2025-12-24T20:19:42.123136] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2025-12-24T20:19:42.123910] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2025-12-24T20:19:42.123961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:42.123993] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:42.124020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:42.124076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:42.180908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:42.181816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:42.181907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:42.181938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:42.291850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:42.292009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:42.292048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:42.292078] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:42.295421] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: UP (p=51.46%)
[2025-12-24T20:19:42.295715] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2025-12-24T20:19:42.295842] [INFO ] [sig       ] CPSS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:42.439645] [INFO ] [LOCAL     ] Saved forecast: CPSS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CPSS.txt
[2025-12-24T20:19:42.439795] [INFO ] [sig       ] [793/3551] Completed CPSS in 0.3s | 2.86 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-24T20:19:42.439834] [INFO ] [sig       ] [794/3551] Forecasting CPZ...
[2025-12-24T20:19:42.440051] [INFO ] [sig       ] Generating forecast for: CPZ
[2025-12-24T20:19:42.440081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2025-12-24T20:19:42.451772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2025-12-24T20:19:42.452161] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2025-12-24T20:19:42.453152] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2025-12-24T20:19:42.453207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:42.453252] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:42.453280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:42.453336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:42.516082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:42.517257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:42.517360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:42.517394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:42.642931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:42.643095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:42.643134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:42.643162] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:42.646713] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: UP (p=96.28%)
[2025-12-24T20:19:42.647061] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2025-12-24T20:19:42.647200] [INFO ] [sig       ] CPZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:42.795919] [INFO ] [LOCAL     ] Saved forecast: CPZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CPZ.txt
[2025-12-24T20:19:42.796077] [INFO ] [sig       ] [794/3551] Completed CPZ in 0.4s | 2.86 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-24T20:19:42.796118] [INFO ] [sig       ] [795/3551] Forecasting CQP...
[2025-12-24T20:19:42.796148] [INFO ] [sig       ] Generating forecast for: CQP
[2025-12-24T20:19:42.796178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-12-24T20:19:42.808039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2025-12-24T20:19:42.808459] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-12-24T20:19:42.809491] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-12-24T20:19:42.809546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:42.809596] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:42.809627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:42.809683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:42.867085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:42.868175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:42.868294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:42.868328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:42.984914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:42.985066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:42.985107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:42.985136] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:42.988436] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: DOWN (p=4.17%)
[2025-12-24T20:19:42.988726] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-12-24T20:19:42.988848] [INFO ] [sig       ] CQP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:43.126466] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CQP.txt
[2025-12-24T20:19:43.126635] [INFO ] [sig       ] [795/3551] Completed CQP in 0.3s | 2.86 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-24T20:19:43.126678] [INFO ] [sig       ] [796/3551] Forecasting CRAI...
[2025-12-24T20:19:43.126708] [INFO ] [sig       ] Generating forecast for: CRAI
[2025-12-24T20:19:43.126737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2025-12-24T20:19:43.138316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2025-12-24T20:19:43.138685] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2025-12-24T20:19:43.139462] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2025-12-24T20:19:43.139516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:43.139547] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:43.139601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:43.139661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:43.194950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:43.195621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:43.195699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:43.195734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:43.327037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:43.327191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:43.327233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:43.327262] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:43.330939] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: DOWN (p=0.82%)
[2025-12-24T20:19:43.331225] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2025-12-24T20:19:43.331347] [INFO ] [sig       ] CRAI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:43.474793] [INFO ] [LOCAL     ] Saved forecast: CRAI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRAI.txt
[2025-12-24T20:19:43.474950] [INFO ] [sig       ] [796/3551] Completed CRAI in 0.3s | 2.86 sym/s | Total: 4.6m | ETA: 16.1m
[2025-12-24T20:19:43.474999] [INFO ] [sig       ] [797/3551] Forecasting CRBG...
[2025-12-24T20:19:43.475030] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-12-24T20:19:43.475060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-12-24T20:19:43.486398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2025-12-24T20:19:43.486742] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-12-24T20:19:43.487676] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-12-24T20:19:43.487728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:43.487759] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:43.487786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:43.487841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:43.543890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:43.544544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:43.544644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:43.544676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:43.663566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:43.663736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:43.663775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:43.663803] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:43.667148] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: DOWN (p=13.22%)
[2025-12-24T20:19:43.667417] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-12-24T20:19:43.667538] [INFO ] [sig       ] CRBG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:43.807766] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRBG.txt
[2025-12-24T20:19:43.807913] [INFO ] [sig       ] [797/3551] Completed CRBG in 0.3s | 2.86 sym/s | Total: 4.7m | ETA: 16.1m
[2025-12-24T20:19:43.807953] [INFO ] [sig       ] [798/3551] Forecasting CRBP...
[2025-12-24T20:19:43.807989] [INFO ] [sig       ] Generating forecast for: CRBP
[2025-12-24T20:19:43.808019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2025-12-24T20:19:43.820021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2025-12-24T20:19:43.820375] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2025-12-24T20:19:43.821153] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2025-12-24T20:19:43.821205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:43.821237] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:43.821264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:43.821320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:43.877432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:43.878178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:43.878260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:43.878293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:43.996457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:43.996627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:43.996669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:43.996698] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:44.000055] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: UP (p=60.42%)
[2025-12-24T20:19:44.000329] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2025-12-24T20:19:44.000453] [INFO ] [sig       ] CRBP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:44.141496] [INFO ] [LOCAL     ] Saved forecast: CRBP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CRBP.txt
[2025-12-24T20:19:44.141689] [INFO ] [sig       ] [798/3551] Completed CRBP in 0.3s | 2.86 sym/s | Total: 4.7m | ETA: 16.1m
[2025-12-24T20:19:44.141733] [INFO ] [sig       ] [799/3551] Forecasting CRC...
[2025-12-24T20:19:44.141762] [INFO ] [sig       ] Generating forecast for: CRC
[2025-12-24T20:19:44.141793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-12-24T20:19:44.152683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2025-12-24T20:19:44.152947] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-12-24T20:19:44.153710] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-12-24T20:19:44.153762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:44.153793] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:44.153820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:44.153877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:44.212469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:44.213642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:44.213730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:44.213764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:44.335363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:44.335519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:44.335559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:44.335608] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:44.338885] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: DOWN (p=15.87%)
[2025-12-24T20:19:44.339146] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-12-24T20:19:44.339266] [INFO ] [sig       ] CRC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:44.482018] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRC.txt
[2025-12-24T20:19:44.482178] [INFO ] [sig       ] [799/3551] Completed CRC in 0.3s | 2.86 sym/s | Total: 4.7m | ETA: 16.1m
[2025-12-24T20:19:44.482219] [INFO ] [sig       ] [800/3551] Forecasting CRDF...
[2025-12-24T20:19:44.482249] [INFO ] [sig       ] Generating forecast for: CRDF
[2025-12-24T20:19:44.482279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2025-12-24T20:19:44.493152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2025-12-24T20:19:44.493523] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2025-12-24T20:19:44.494295] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2025-12-24T20:19:44.494347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:44.494378] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:44.494405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:44.494461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:44.551620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:44.552724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:44.552813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:44.552846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:44.673370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:44.673527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:44.673565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:44.673614] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:44.676889] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: UP (p=97.78%)
[2025-12-24T20:19:44.677159] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2025-12-24T20:19:44.677284] [INFO ] [sig       ] CRDF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:44.818854] [INFO ] [LOCAL     ] Saved forecast: CRDF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CRDF.txt
[2025-12-24T20:19:44.819011] [INFO ] [sig       ] [800/3551] Completed CRDF in 0.3s | 2.86 sym/s | Total: 4.7m | ETA: 16.1m
[2025-12-24T20:19:44.819052] [INFO ] [sig       ] [801/3551] Forecasting CRDO...
[2025-12-24T20:19:44.819081] [INFO ] [sig       ] Generating forecast for: CRDO
[2025-12-24T20:19:44.819111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2025-12-24T20:19:44.831423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2025-12-24T20:19:44.831824] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2025-12-24T20:19:44.832589] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2025-12-24T20:19:44.832641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:44.832672] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:44.832698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:44.832753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:44.889415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:44.890215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:44.890301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:44.890333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:45.014488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:45.014663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:45.014702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:45.014749] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:45.018092] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: UP (p=60.66%)
[2025-12-24T20:19:45.018361] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2025-12-24T20:19:45.018486] [INFO ] [sig       ] CRDO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:45.162015] [INFO ] [LOCAL     ] Saved forecast: CRDO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CRDO.txt
[2025-12-24T20:19:45.162144] [INFO ] [sig       ] [801/3551] Completed CRDO in 0.3s | 2.86 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-24T20:19:45.162184] [INFO ] [sig       ] [802/3551] Forecasting CRESY...
[2025-12-24T20:19:45.162214] [INFO ] [sig       ] Generating forecast for: CRESY
[2025-12-24T20:19:45.162243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2025-12-24T20:19:45.174935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2025-12-24T20:19:45.175206] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2025-12-24T20:19:45.175977] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2025-12-24T20:19:45.176029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:45.176093] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:45.176121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:45.176177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:45.233191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:45.233809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:45.233886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:45.233918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:45.356891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:45.357227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:45.357267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:45.357295] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:45.361194] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: UP (p=59.10%)
[2025-12-24T20:19:45.361464] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2025-12-24T20:19:45.361600] [INFO ] [sig       ] CRESY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:45.500986] [INFO ] [LOCAL     ] Saved forecast: CRESY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CRESY.txt
[2025-12-24T20:19:45.501138] [INFO ] [sig       ] [802/3551] Completed CRESY in 0.3s | 2.86 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-24T20:19:45.501180] [INFO ] [sig       ] [803/3551] Forecasting CREX...
[2025-12-24T20:19:45.501209] [INFO ] [sig       ] Generating forecast for: CREX
[2025-12-24T20:19:45.501240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2025-12-24T20:19:45.512992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2025-12-24T20:19:45.513285] [INFO ] [FORECASTER] Starting predict_future for CREX
[2025-12-24T20:19:45.514082] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2025-12-24T20:19:45.514141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:45.514181] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:45.514216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:45.514280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:45.570965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:45.571766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:45.571850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:45.571900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:45.692885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:45.693044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:45.693083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:45.693111] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:45.696394] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: DOWN (p=23.21%)
[2025-12-24T20:19:45.696678] [INFO ] [FORECASTER] Completed predict_future for CREX
[2025-12-24T20:19:45.696796] [INFO ] [sig       ] CREX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:45.837200] [INFO ] [LOCAL     ] Saved forecast: CREX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CREX.txt
[2025-12-24T20:19:45.837332] [INFO ] [sig       ] [803/3551] Completed CREX in 0.3s | 2.86 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-24T20:19:45.837371] [INFO ] [sig       ] [804/3551] Forecasting CRGO...
[2025-12-24T20:19:45.837402] [INFO ] [sig       ] Generating forecast for: CRGO
[2025-12-24T20:19:45.837432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2025-12-24T20:19:45.848770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2025-12-24T20:19:45.849038] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2025-12-24T20:19:45.849875] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2025-12-24T20:19:45.849938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:45.849971] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:45.849998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:45.850053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:45.906739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:45.907449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:45.907530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:45.907563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:46.026537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:46.026711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:46.026751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:46.026780] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:46.030405] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: DOWN (p=7.99%)
[2025-12-24T20:19:46.030786] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2025-12-24T20:19:46.030930] [INFO ] [sig       ] CRGO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:46.174696] [INFO ] [LOCAL     ] Saved forecast: CRGO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRGO.txt
[2025-12-24T20:19:46.174845] [INFO ] [sig       ] [804/3551] Completed CRGO in 0.3s | 2.86 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-24T20:19:46.174894] [INFO ] [sig       ] [805/3551] Forecasting CRGY...
[2025-12-24T20:19:46.174929] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-12-24T20:19:46.174962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-12-24T20:19:46.189437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2025-12-24T20:19:46.190007] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-12-24T20:19:46.191009] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-12-24T20:19:46.191068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:46.191106] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:46.191154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:46.191217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:46.251313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:46.252330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:46.252423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:46.252457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:46.370715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:46.370880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:46.370920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:46.370983] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:46.374430] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: DOWN (p=20.14%)
[2025-12-24T20:19:46.374751] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-12-24T20:19:46.374884] [INFO ] [sig       ] CRGY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:46.518732] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRGY.txt
[2025-12-24T20:19:46.519180] [INFO ] [sig       ] [805/3551] Completed CRGY in 0.3s | 2.86 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-24T20:19:46.519230] [INFO ] [sig       ] [806/3551] Forecasting CRH...
[2025-12-24T20:19:46.519262] [INFO ] [sig       ] Generating forecast for: CRH
[2025-12-24T20:19:46.519295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-12-24T20:19:46.534089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2025-12-24T20:19:46.534537] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-12-24T20:19:46.535353] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-12-24T20:19:46.535409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:46.535443] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:46.535471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:46.535530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:46.594628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:46.595601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:46.595696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:46.595730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:46.719134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:46.719297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:46.719357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:46.719387] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:46.723107] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=16.75%)
[2025-12-24T20:19:46.723378] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-12-24T20:19:46.723501] [INFO ] [sig       ] CRH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:46.864756] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRH.txt
[2025-12-24T20:19:46.864908] [INFO ] [sig       ] [806/3551] Completed CRH in 0.3s | 2.86 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-24T20:19:46.864948] [INFO ] [sig       ] [807/3551] Forecasting CRI...
[2025-12-24T20:19:46.864979] [INFO ] [sig       ] Generating forecast for: CRI
[2025-12-24T20:19:46.865009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-12-24T20:19:46.882177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2025-12-24T20:19:46.882841] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-12-24T20:19:46.884035] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-12-24T20:19:46.884101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:46.884145] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:46.884183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:46.884270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:46.970769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:46.972009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:46.972117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:46.972152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:47.098762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:47.098981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:47.099024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:47.099054] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:47.103120] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: DOWN (p=3.96%)
[2025-12-24T20:19:47.103427] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-12-24T20:19:47.103561] [INFO ] [sig       ] CRI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:47.250227] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRI.txt
[2025-12-24T20:19:47.250392] [INFO ] [sig       ] [807/3551] Completed CRI in 0.4s | 2.86 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-24T20:19:47.250437] [INFO ] [sig       ] [808/3551] Forecasting CRIS...
[2025-12-24T20:19:47.250735] [INFO ] [sig       ] Generating forecast for: CRIS
[2025-12-24T20:19:47.250771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'.
[2025-12-24T20:19:47.264414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRIS'.
[2025-12-24T20:19:47.264848] [INFO ] [FORECASTER] Starting predict_future for CRIS
[2025-12-24T20:19:47.265790] [DEBUG] [LOCAL     ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt
[2025-12-24T20:19:47.265842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:47.265874] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:47.265902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:47.265960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:47.322686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:47.323757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:47.323854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:47.323887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:47.449428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:47.449694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:47.449745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:47.449774] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:47.453628] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: UP (p=73.47%)
[2025-12-24T20:19:47.453942] [INFO ] [FORECASTER] Completed predict_future for CRIS
[2025-12-24T20:19:47.454075] [INFO ] [sig       ] CRIS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:47.602709] [INFO ] [LOCAL     ] Saved forecast: CRIS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CRIS.txt
[2025-12-24T20:19:47.602944] [INFO ] [sig       ] [808/3551] Completed CRIS in 0.4s | 2.86 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-24T20:19:47.602992] [INFO ] [sig       ] [809/3551] Forecasting CRK...
[2025-12-24T20:19:47.603024] [INFO ] [sig       ] Generating forecast for: CRK
[2025-12-24T20:19:47.603065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-12-24T20:19:47.618061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2025-12-24T20:19:47.618616] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-12-24T20:19:47.619597] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-12-24T20:19:47.619656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:47.619691] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:47.619718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:47.619776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:47.678774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:47.679934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:47.680032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:47.680066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:47.810586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:47.810846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:47.810909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:47.810948] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:47.815325] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: DOWN (p=27.99%)
[2025-12-24T20:19:47.815662] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-12-24T20:19:47.815805] [INFO ] [sig       ] CRK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:47.970353] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRK.txt
[2025-12-24T20:19:47.970597] [INFO ] [sig       ] [809/3551] Completed CRK in 0.4s | 2.86 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-24T20:19:47.970648] [INFO ] [sig       ] [810/3551] Forecasting CRL...
[2025-12-24T20:19:47.970679] [INFO ] [sig       ] Generating forecast for: CRL
[2025-12-24T20:19:47.970709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-12-24T20:19:47.985049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2025-12-24T20:19:47.985515] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-12-24T20:19:47.986420] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-12-24T20:19:47.986475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:47.986506] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:47.986532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:47.986608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:48.044747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:48.045853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:48.045957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:48.045991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:48.182721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:48.182977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:48.183032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:48.183066] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:48.188070] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: DOWN (p=9.49%)
[2025-12-24T20:19:48.188428] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-12-24T20:19:48.188597] [INFO ] [sig       ] CRL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:48.337385] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRL.txt
[2025-12-24T20:19:48.337642] [INFO ] [sig       ] [810/3551] Completed CRL in 0.4s | 2.86 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-24T20:19:48.337695] [INFO ] [sig       ] [811/3551] Forecasting CRM...
[2025-12-24T20:19:48.337728] [INFO ] [sig       ] Generating forecast for: CRM
[2025-12-24T20:19:48.337771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-12-24T20:19:48.351765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2025-12-24T20:19:48.352263] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-12-24T20:19:48.353225] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-12-24T20:19:48.353282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:48.353317] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:48.353346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:48.353406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:48.415356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:48.416687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:48.416788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:48.416823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:48.541522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:48.541777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:48.541830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:48.541873] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:48.545956] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2025-12-24T20:19:48.546390] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-12-24T20:19:48.546558] [INFO ] [sig       ] CRM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:48.701044] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRM.txt
[2025-12-24T20:19:48.701244] [INFO ] [sig       ] [811/3551] Completed CRM in 0.4s | 2.86 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-24T20:19:48.701289] [INFO ] [sig       ] [812/3551] Forecasting CRMD...
[2025-12-24T20:19:48.701320] [INFO ] [sig       ] Generating forecast for: CRMD
[2025-12-24T20:19:48.701352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2025-12-24T20:19:48.715173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2025-12-24T20:19:48.715654] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2025-12-24T20:19:48.716519] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2025-12-24T20:19:48.716589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:48.716626] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:48.716653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:48.716711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:48.774533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:48.775665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:48.775811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:48.775844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:48.898789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:48.899017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:48.899069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:48.899106] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:48.903687] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: UP (p=68.33%)
[2025-12-24T20:19:48.904029] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2025-12-24T20:19:48.904210] [INFO ] [sig       ] CRMD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:49.061249] [INFO ] [LOCAL     ] Saved forecast: CRMD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CRMD.txt
[2025-12-24T20:19:49.061465] [INFO ] [sig       ] [812/3551] Completed CRMD in 0.4s | 2.86 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-24T20:19:49.061511] [INFO ] [sig       ] [813/3551] Forecasting CRML...
[2025-12-24T20:19:49.061541] [INFO ] [sig       ] Generating forecast for: CRML
[2025-12-24T20:19:49.061594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2025-12-24T20:19:49.076394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2025-12-24T20:19:49.076962] [INFO ] [FORECASTER] Starting predict_future for CRML
[2025-12-24T20:19:49.077948] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2025-12-24T20:19:49.078004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:49.078039] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:49.078066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:49.078126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:49.136717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:49.137708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:49.137807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:49.137840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:49.263320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:49.263546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:49.263611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:49.263646] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:49.267439] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: DOWN (p=19.36%)
[2025-12-24T20:19:49.267768] [INFO ] [FORECASTER] Completed predict_future for CRML
[2025-12-24T20:19:49.267906] [INFO ] [sig       ] CRML: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:49.416671] [INFO ] [LOCAL     ] Saved forecast: CRML	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRML.txt
[2025-12-24T20:19:49.416891] [INFO ] [sig       ] [813/3551] Completed CRML in 0.4s | 2.86 sym/s | Total: 4.7m | ETA: 16.0m
[2025-12-24T20:19:49.416935] [INFO ] [sig       ] [814/3551] Forecasting CRNC...
[2025-12-24T20:19:49.416967] [INFO ] [sig       ] Generating forecast for: CRNC
[2025-12-24T20:19:49.416997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2025-12-24T20:19:49.430512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2025-12-24T20:19:49.430966] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2025-12-24T20:19:49.431833] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2025-12-24T20:19:49.431886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:49.431918] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:49.431945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:49.432040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:49.490508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:49.491657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:49.491760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:49.491794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:49.615644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:49.615987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:49.616053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:49.616092] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:49.621043] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: DOWN (p=31.69%)
[2025-12-24T20:19:49.621426] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2025-12-24T20:19:49.621597] [INFO ] [sig       ] CRNC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:49.773493] [INFO ] [LOCAL     ] Saved forecast: CRNC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRNC.txt
[2025-12-24T20:19:49.773726] [INFO ] [sig       ] [814/3551] Completed CRNC in 0.4s | 2.86 sym/s | Total: 4.8m | ETA: 16.0m
[2025-12-24T20:19:49.773772] [INFO ] [sig       ] [815/3551] Forecasting CRNX...
[2025-12-24T20:19:49.773802] [INFO ] [sig       ] Generating forecast for: CRNX
[2025-12-24T20:19:49.773833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2025-12-24T20:19:49.789173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2025-12-24T20:19:49.789689] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2025-12-24T20:19:49.790565] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2025-12-24T20:19:49.790638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:49.790670] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:49.790697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:49.790754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:49.851740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:49.852827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:49.852932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:49.852972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:49.980589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:49.980754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:49.980796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:49.980827] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:49.984638] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: DOWN (p=26.01%)
[2025-12-24T20:19:49.984930] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2025-12-24T20:19:49.985061] [INFO ] [sig       ] CRNX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:50.130491] [INFO ] [LOCAL     ] Saved forecast: CRNX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRNX.txt
[2025-12-24T20:19:50.130694] [INFO ] [sig       ] [815/3551] Completed CRNX in 0.4s | 2.86 sym/s | Total: 4.8m | ETA: 16.0m
[2025-12-24T20:19:50.130737] [INFO ] [sig       ] [816/3551] Forecasting CRON...
[2025-12-24T20:19:50.130768] [INFO ] [sig       ] Generating forecast for: CRON
[2025-12-24T20:19:50.130798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2025-12-24T20:19:50.142538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2025-12-24T20:19:50.142938] [INFO ] [FORECASTER] Starting predict_future for CRON
[2025-12-24T20:19:50.143753] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2025-12-24T20:19:50.143805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:50.143837] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:50.143863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:50.143924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:50.200083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:50.200903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:50.200987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:50.201019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:50.322548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:50.322727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:50.322766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:50.322794] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:50.326188] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: DOWN (p=6.73%)
[2025-12-24T20:19:50.326467] [INFO ] [FORECASTER] Completed predict_future for CRON
[2025-12-24T20:19:50.326611] [INFO ] [sig       ] CRON: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:50.470066] [INFO ] [LOCAL     ] Saved forecast: CRON	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRON.txt
[2025-12-24T20:19:50.470221] [INFO ] [sig       ] [816/3551] Completed CRON in 0.3s | 2.86 sym/s | Total: 4.8m | ETA: 16.0m
[2025-12-24T20:19:50.470261] [INFO ] [sig       ] [817/3551] Forecasting CROX...
[2025-12-24T20:19:50.470293] [INFO ] [sig       ] Generating forecast for: CROX
[2025-12-24T20:19:50.470323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2025-12-24T20:19:50.485297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2025-12-24T20:19:50.485836] [INFO ] [FORECASTER] Starting predict_future for CROX
[2025-12-24T20:19:50.486634] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2025-12-24T20:19:50.486686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:50.486717] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:50.486743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:50.486798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:50.544558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:50.545419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:50.545504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:50.545537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:50.661530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:50.661673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:50.661712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:50.661740] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:50.664993] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: DOWN (p=8.12%)
[2025-12-24T20:19:50.665255] [INFO ] [FORECASTER] Completed predict_future for CROX
[2025-12-24T20:19:50.665375] [INFO ] [sig       ] CROX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:50.806190] [INFO ] [LOCAL     ] Saved forecast: CROX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CROX.txt
[2025-12-24T20:19:50.806337] [INFO ] [sig       ] [817/3551] Completed CROX in 0.3s | 2.86 sym/s | Total: 4.8m | ETA: 16.0m
[2025-12-24T20:19:50.806376] [INFO ] [sig       ] [818/3551] Forecasting CRS...
[2025-12-24T20:19:50.806407] [INFO ] [sig       ] Generating forecast for: CRS
[2025-12-24T20:19:50.806438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-12-24T20:19:50.818026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2025-12-24T20:19:50.818309] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-12-24T20:19:50.819087] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-12-24T20:19:50.819149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:50.819182] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:50.819209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:50.819265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:50.876175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:50.877143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:50.877236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:50.877272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:51.000954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:51.001315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:51.001355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:51.001384] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:51.005309] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: DOWN (p=0.30%)
[2025-12-24T20:19:51.005650] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-12-24T20:19:51.005791] [INFO ] [sig       ] CRS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:51.156310] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRS.txt
[2025-12-24T20:19:51.156465] [INFO ] [sig       ] [818/3551] Completed CRS in 0.4s | 2.86 sym/s | Total: 4.8m | ETA: 16.0m
[2025-12-24T20:19:51.156507] [INFO ] [sig       ] [819/3551] Forecasting CRSP...
[2025-12-24T20:19:51.156536] [INFO ] [sig       ] Generating forecast for: CRSP
[2025-12-24T20:19:51.156566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2025-12-24T20:19:51.169646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2025-12-24T20:19:51.169986] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2025-12-24T20:19:51.170764] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2025-12-24T20:19:51.170817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:51.170875] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:51.170903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:51.170959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:51.231639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:51.232544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:51.232665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:51.232700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:51.361813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:51.361999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:51.362042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:51.362071] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:51.365664] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: UP (p=55.98%)
[2025-12-24T20:19:51.366056] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2025-12-24T20:19:51.366211] [INFO ] [sig       ] CRSP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:51.516658] [INFO ] [LOCAL     ] Saved forecast: CRSP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CRSP.txt
[2025-12-24T20:19:51.516840] [INFO ] [sig       ] [819/3551] Completed CRSP in 0.4s | 2.86 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-24T20:19:51.516885] [INFO ] [sig       ] [820/3551] Forecasting CRTO...
[2025-12-24T20:19:51.516918] [INFO ] [sig       ] Generating forecast for: CRTO
[2025-12-24T20:19:51.516947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2025-12-24T20:19:51.528431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2025-12-24T20:19:51.528788] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2025-12-24T20:19:51.529609] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2025-12-24T20:19:51.529663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:51.529696] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:51.529723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:51.529781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:51.594409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:51.595327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:51.595429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:51.595465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:51.756310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:51.756500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:51.756557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:51.756629] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:51.761190] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: DOWN (p=30.29%)
[2025-12-24T20:19:51.761611] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2025-12-24T20:19:51.761769] [INFO ] [sig       ] CRTO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:51.906948] [INFO ] [LOCAL     ] Saved forecast: CRTO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRTO.txt
[2025-12-24T20:19:51.907125] [INFO ] [sig       ] [820/3551] Completed CRTO in 0.4s | 2.86 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-24T20:19:51.907167] [INFO ] [sig       ] [821/3551] Forecasting CRUS...
[2025-12-24T20:19:51.907196] [INFO ] [sig       ] Generating forecast for: CRUS
[2025-12-24T20:19:51.907226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2025-12-24T20:19:51.919006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2025-12-24T20:19:51.919399] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2025-12-24T20:19:51.920241] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2025-12-24T20:19:51.920293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:51.920325] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:51.920352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:51.920408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:51.978346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:51.979193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:51.979275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:51.979308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:52.106045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:52.106219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:52.106260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:52.106289] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:52.109879] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: UP (p=73.01%)
[2025-12-24T20:19:52.110224] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2025-12-24T20:19:52.110358] [INFO ] [sig       ] CRUS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:52.255170] [INFO ] [LOCAL     ] Saved forecast: CRUS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CRUS.txt
[2025-12-24T20:19:52.255300] [INFO ] [sig       ] [821/3551] Completed CRUS in 0.3s | 2.86 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-24T20:19:52.255347] [INFO ] [sig       ] [822/3551] Forecasting CRVL...
[2025-12-24T20:19:52.255376] [INFO ] [sig       ] Generating forecast for: CRVL
[2025-12-24T20:19:52.255408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2025-12-24T20:19:52.267488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2025-12-24T20:19:52.267785] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2025-12-24T20:19:52.268524] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2025-12-24T20:19:52.268594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:52.268628] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:52.268655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:52.268716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:52.324408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:52.325029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:52.325106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:52.325139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:52.441811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:52.441943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:52.441985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:52.442043] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:52.445294] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: DOWN (p=1.40%)
[2025-12-24T20:19:52.445557] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2025-12-24T20:19:52.445698] [INFO ] [sig       ] CRVL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:52.591961] [INFO ] [LOCAL     ] Saved forecast: CRVL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRVL.txt
[2025-12-24T20:19:52.592116] [INFO ] [sig       ] [822/3551] Completed CRVL in 0.3s | 2.86 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-24T20:19:52.592157] [INFO ] [sig       ] [823/3551] Forecasting CRVO...
[2025-12-24T20:19:52.592186] [INFO ] [sig       ] Generating forecast for: CRVO
[2025-12-24T20:19:52.592217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2025-12-24T20:19:52.604012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2025-12-24T20:19:52.604305] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2025-12-24T20:19:52.605059] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2025-12-24T20:19:52.605110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:52.605142] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:52.605169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:52.605225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:52.661569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:52.662166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:52.662243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:52.662274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:52.781632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:52.781775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:52.781814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:52.781842] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:52.785184] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: DOWN (p=32.19%)
[2025-12-24T20:19:52.785463] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2025-12-24T20:19:52.785606] [INFO ] [sig       ] CRVO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:52.931496] [INFO ] [LOCAL     ] Saved forecast: CRVO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CRVO.txt
[2025-12-24T20:19:52.931670] [INFO ] [sig       ] [823/3551] Completed CRVO in 0.3s | 2.86 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-24T20:19:52.931712] [INFO ] [sig       ] [824/3551] Forecasting CRVS...
[2025-12-24T20:19:52.931743] [INFO ] [sig       ] Generating forecast for: CRVS
[2025-12-24T20:19:52.931773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2025-12-24T20:19:52.943060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2025-12-24T20:19:52.943370] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2025-12-24T20:19:52.944207] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2025-12-24T20:19:52.944259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:52.944291] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:52.944318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:52.944375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:52.999907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:53.000762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:53.000844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:53.000876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:53.124535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:53.124701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:53.124740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:53.124770] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:53.128083] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: UP (p=63.01%)
[2025-12-24T20:19:53.128346] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2025-12-24T20:19:53.128465] [INFO ] [sig       ] CRVS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:53.270011] [INFO ] [LOCAL     ] Saved forecast: CRVS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CRVS.txt
[2025-12-24T20:19:53.270176] [INFO ] [sig       ] [824/3551] Completed CRVS in 0.3s | 2.86 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-24T20:19:53.270215] [INFO ] [sig       ] [825/3551] Forecasting CRWD...
[2025-12-24T20:19:53.270245] [INFO ] [sig       ] Generating forecast for: CRWD
[2025-12-24T20:19:53.270275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2025-12-24T20:19:53.281721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2025-12-24T20:19:53.282096] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2025-12-24T20:19:53.282876] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2025-12-24T20:19:53.282930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:53.282961] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:53.282987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:53.283043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:53.338569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:53.339455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:53.339543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:53.339594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:53.455807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:53.455981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:53.456040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:53.456070] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:53.459433] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: UP (p=89.25%)
[2025-12-24T20:19:53.459723] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2025-12-24T20:19:53.459850] [INFO ] [sig       ] CRWD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:53.608307] [INFO ] [LOCAL     ] Saved forecast: CRWD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CRWD.txt
[2025-12-24T20:19:53.608456] [INFO ] [sig       ] [825/3551] Completed CRWD in 0.3s | 2.86 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-24T20:19:53.608496] [INFO ] [sig       ] [826/3551] Forecasting CRWS...
[2025-12-24T20:19:53.608527] [INFO ] [sig       ] Generating forecast for: CRWS
[2025-12-24T20:19:53.608558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2025-12-24T20:19:53.621107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2025-12-24T20:19:53.621391] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2025-12-24T20:19:53.622197] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2025-12-24T20:19:53.622251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:53.622285] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:53.622313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:53.622371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:53.681227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:53.681911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:53.681996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:53.682032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:53.794766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:53.794933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:53.794973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:53.795002] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:53.798422] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: UP (p=87.54%)
[2025-12-24T20:19:53.798719] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2025-12-24T20:19:53.798846] [INFO ] [sig       ] CRWS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:53.939839] [INFO ] [LOCAL     ] Saved forecast: CRWS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CRWS.txt
[2025-12-24T20:19:53.939978] [INFO ] [sig       ] [826/3551] Completed CRWS in 0.3s | 2.86 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-24T20:19:53.940029] [INFO ] [sig       ] [827/3551] Forecasting CSAN...
[2025-12-24T20:19:53.940066] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-12-24T20:19:53.940102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-12-24T20:19:53.951322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2025-12-24T20:19:53.951624] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-12-24T20:19:53.952399] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-12-24T20:19:53.952452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:53.952484] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:53.952513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:53.952603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:54.010074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:54.010904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:54.010988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:54.011021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:54.131587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:54.131749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:54.131792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:54.131823] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:54.135246] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: DOWN (p=34.46%)
[2025-12-24T20:19:54.135540] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-12-24T20:19:54.135696] [INFO ] [sig       ] CSAN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:54.281379] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CSAN.txt
[2025-12-24T20:19:54.281535] [INFO ] [sig       ] [827/3551] Completed CSAN in 0.3s | 2.86 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-24T20:19:54.281598] [INFO ] [sig       ] [828/3551] Forecasting CSB...
[2025-12-24T20:19:54.281631] [INFO ] [sig       ] Generating forecast for: CSB
[2025-12-24T20:19:54.281662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2025-12-24T20:19:54.293619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2025-12-24T20:19:54.293990] [INFO ] [FORECASTER] Starting predict_future for CSB
[2025-12-24T20:19:54.294855] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2025-12-24T20:19:54.294908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:54.294941] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:54.294969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:54.295026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:54.354470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:54.355318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:54.355404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:54.355437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:54.476505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:54.476682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:54.476724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:54.476753] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:54.481465] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: DOWN (p=48.47%)
[2025-12-24T20:19:54.481955] [INFO ] [FORECASTER] Completed predict_future for CSB
[2025-12-24T20:19:54.482146] [INFO ] [sig       ] CSB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:54.626428] [INFO ] [LOCAL     ] Saved forecast: CSB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CSB.txt
[2025-12-24T20:19:54.626557] [INFO ] [sig       ] [828/3551] Completed CSB in 0.3s | 2.86 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-24T20:19:54.626613] [INFO ] [sig       ] [829/3551] Forecasting CSCO...
[2025-12-24T20:19:54.626644] [INFO ] [sig       ] Generating forecast for: CSCO
[2025-12-24T20:19:54.626674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2025-12-24T20:19:54.640352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2025-12-24T20:19:54.640892] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2025-12-24T20:19:54.641852] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2025-12-24T20:19:54.641905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:54.641957] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:54.641988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:54.642044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:54.699565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:54.700644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:54.700760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:54.700795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:54.826584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:54.826741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:54.826782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:54.826813] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:54.830252] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: DOWN (p=5.59%)
[2025-12-24T20:19:54.830536] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2025-12-24T20:19:54.830683] [INFO ] [sig       ] CSCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:54.969772] [INFO ] [LOCAL     ] Saved forecast: CSCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CSCO.txt
[2025-12-24T20:19:54.969939] [INFO ] [sig       ] [829/3551] Completed CSCO in 0.3s | 2.86 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-24T20:19:54.969981] [INFO ] [sig       ] [830/3551] Forecasting CSGP...
[2025-12-24T20:19:54.970011] [INFO ] [sig       ] Generating forecast for: CSGP
[2025-12-24T20:19:54.970041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2025-12-24T20:19:54.981591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2025-12-24T20:19:54.981981] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2025-12-24T20:19:54.982782] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2025-12-24T20:19:54.982836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:54.982869] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:54.982897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:54.982955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:55.041166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:55.042218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:55.042313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:55.042346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:55.165288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:55.165452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:55.165492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:55.165522] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:55.169066] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: DOWN (p=36.02%)
[2025-12-24T20:19:55.169421] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2025-12-24T20:19:55.169563] [INFO ] [sig       ] CSGP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:55.315762] [INFO ] [LOCAL     ] Saved forecast: CSGP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CSGP.txt
[2025-12-24T20:19:55.315917] [INFO ] [sig       ] [830/3551] Completed CSGP in 0.3s | 2.86 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-24T20:19:55.315959] [INFO ] [sig       ] [831/3551] Forecasting CSGS...
[2025-12-24T20:19:55.315988] [INFO ] [sig       ] Generating forecast for: CSGS
[2025-12-24T20:19:55.316019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2025-12-24T20:19:55.330368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2025-12-24T20:19:55.330840] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2025-12-24T20:19:55.331819] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2025-12-24T20:19:55.331881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:55.331919] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:55.331951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:55.332026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:55.398334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:55.399107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:55.399190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:55.399222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:55.520740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:55.520898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:55.520937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:55.520967] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:55.524473] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: DOWN (p=16.12%)
[2025-12-24T20:19:55.524760] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2025-12-24T20:19:55.524885] [INFO ] [sig       ] CSGS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:55.665085] [INFO ] [LOCAL     ] Saved forecast: CSGS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CSGS.txt
[2025-12-24T20:19:55.665453] [INFO ] [sig       ] [831/3551] Completed CSGS in 0.3s | 2.86 sym/s | Total: 4.8m | ETA: 15.9m
[2025-12-24T20:19:55.665496] [INFO ] [sig       ] [832/3551] Forecasting CSIQ...
[2025-12-24T20:19:55.665525] [INFO ] [sig       ] Generating forecast for: CSIQ
[2025-12-24T20:19:55.665555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2025-12-24T20:19:55.679003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2025-12-24T20:19:55.679454] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2025-12-24T20:19:55.680259] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2025-12-24T20:19:55.680312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:55.680346] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:55.680373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:55.680429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:55.739140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:55.740045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:55.740132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:55.740167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:55.871990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:55.872156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:55.872197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:55.872228] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:55.876426] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: DOWN (p=24.82%)
[2025-12-24T20:19:55.876793] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2025-12-24T20:19:55.876934] [INFO ] [sig       ] CSIQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:56.030541] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CSIQ.txt
[2025-12-24T20:19:56.030752] [INFO ] [sig       ] [832/3551] Completed CSIQ in 0.4s | 2.86 sym/s | Total: 4.9m | ETA: 15.9m
[2025-12-24T20:19:56.030798] [INFO ] [sig       ] [833/3551] Forecasting CSPI...
[2025-12-24T20:19:56.030834] [INFO ] [sig       ] Generating forecast for: CSPI
[2025-12-24T20:19:56.030868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2025-12-24T20:19:56.042567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2025-12-24T20:19:56.043061] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2025-12-24T20:19:56.043942] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2025-12-24T20:19:56.044002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:56.044042] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:56.044071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:56.044129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:56.104231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:56.105118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:56.105207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:56.105240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:56.228979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:56.229173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:56.229214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:56.229242] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:56.232691] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: UP (p=70.65%)
[2025-12-24T20:19:56.232971] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2025-12-24T20:19:56.233095] [INFO ] [sig       ] CSPI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:56.380269] [INFO ] [LOCAL     ] Saved forecast: CSPI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CSPI.txt
[2025-12-24T20:19:56.380641] [INFO ] [sig       ] [833/3551] Completed CSPI in 0.3s | 2.86 sym/s | Total: 4.9m | ETA: 15.9m
[2025-12-24T20:19:56.380683] [INFO ] [sig       ] [834/3551] Forecasting CSQ...
[2025-12-24T20:19:56.380713] [INFO ] [sig       ] Generating forecast for: CSQ
[2025-12-24T20:19:56.380743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2025-12-24T20:19:56.394105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2025-12-24T20:19:56.394437] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2025-12-24T20:19:56.395207] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2025-12-24T20:19:56.395258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:56.395289] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:56.395317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:56.395373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:56.451041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:56.451838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:56.451914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:56.451947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:56.571418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:56.571584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:56.571625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:56.571653] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:56.575120] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: UP (p=58.21%)
[2025-12-24T20:19:56.575596] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2025-12-24T20:19:56.575718] [INFO ] [sig       ] CSQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:56.714468] [INFO ] [LOCAL     ] Saved forecast: CSQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CSQ.txt
[2025-12-24T20:19:56.714622] [INFO ] [sig       ] [834/3551] Completed CSQ in 0.3s | 2.86 sym/s | Total: 4.9m | ETA: 15.9m
[2025-12-24T20:19:56.714663] [INFO ] [sig       ] [835/3551] Forecasting CSTL...
[2025-12-24T20:19:56.714692] [INFO ] [sig       ] Generating forecast for: CSTL
[2025-12-24T20:19:56.714721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2025-12-24T20:19:56.727084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2025-12-24T20:19:56.727407] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2025-12-24T20:19:56.728219] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2025-12-24T20:19:56.728272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:56.728306] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:56.728334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:56.728396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:56.785177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:56.785850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:56.785932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:56.785966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:56.914983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:56.915130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:56.915170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:56.915200] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:56.918522] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: DOWN (p=43.23%)
[2025-12-24T20:19:56.918806] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2025-12-24T20:19:56.918929] [INFO ] [sig       ] CSTL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:57.060123] [INFO ] [LOCAL     ] Saved forecast: CSTL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CSTL.txt
[2025-12-24T20:19:57.060251] [INFO ] [sig       ] [835/3551] Completed CSTL in 0.3s | 2.86 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-24T20:19:57.060290] [INFO ] [sig       ] [836/3551] Forecasting CSTM...
[2025-12-24T20:19:57.060320] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-12-24T20:19:57.060350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-12-24T20:19:57.072075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2025-12-24T20:19:57.072417] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-12-24T20:19:57.073188] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-12-24T20:19:57.073239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:57.073295] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:57.073324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:57.073380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:57.132453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:57.133254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:57.133340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:57.133373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:57.270228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:57.270377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:57.270416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:57.270460] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:57.273803] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: DOWN (p=15.78%)
[2025-12-24T20:19:57.274082] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-12-24T20:19:57.274202] [INFO ] [sig       ] CSTM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:57.415518] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CSTM.txt
[2025-12-24T20:19:57.415691] [INFO ] [sig       ] [836/3551] Completed CSTM in 0.4s | 2.86 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-24T20:19:57.415750] [INFO ] [sig       ] [837/3551] Forecasting CSWC...
[2025-12-24T20:19:57.415780] [INFO ] [sig       ] Generating forecast for: CSWC
[2025-12-24T20:19:57.415811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2025-12-24T20:19:57.427260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2025-12-24T20:19:57.427544] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2025-12-24T20:19:57.428498] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2025-12-24T20:19:57.428549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:57.428598] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:57.428627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:57.428683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:57.485494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:57.486125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:57.486204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:57.486236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:57.609212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:57.609378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:57.609418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:57.609447] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:57.612727] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: DOWN (p=14.65%)
[2025-12-24T20:19:57.612989] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2025-12-24T20:19:57.613110] [INFO ] [sig       ] CSWC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:57.758706] [INFO ] [LOCAL     ] Saved forecast: CSWC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CSWC.txt
[2025-12-24T20:19:57.758867] [INFO ] [sig       ] [837/3551] Completed CSWC in 0.3s | 2.86 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-24T20:19:57.758908] [INFO ] [sig       ] [838/3551] Forecasting CSX...
[2025-12-24T20:19:57.758941] [INFO ] [sig       ] Generating forecast for: CSX
[2025-12-24T20:19:57.758972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2025-12-24T20:19:57.770624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2025-12-24T20:19:57.771011] [INFO ] [FORECASTER] Starting predict_future for CSX
[2025-12-24T20:19:57.772038] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2025-12-24T20:19:57.772102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:57.772145] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:57.772182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:57.772259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:57.828563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:57.829398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:57.829480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:57.829529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:57.955065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:57.955205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:57.955244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:57.955272] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:57.958733] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: UP (p=80.39%)
[2025-12-24T20:19:57.958998] [INFO ] [FORECASTER] Completed predict_future for CSX
[2025-12-24T20:19:57.959120] [INFO ] [sig       ] CSX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:58.101941] [INFO ] [LOCAL     ] Saved forecast: CSX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CSX.txt
[2025-12-24T20:19:58.102088] [INFO ] [sig       ] [838/3551] Completed CSX in 0.3s | 2.86 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-24T20:19:58.102130] [INFO ] [sig       ] [839/3551] Forecasting CTAS...
[2025-12-24T20:19:58.102159] [INFO ] [sig       ] Generating forecast for: CTAS
[2025-12-24T20:19:58.102191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2025-12-24T20:19:58.114112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2025-12-24T20:19:58.114623] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2025-12-24T20:19:58.115687] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2025-12-24T20:19:58.115756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:58.115796] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:58.115832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:58.115908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:58.171792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:58.172657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:58.172741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:58.172774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:58.286287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:58.286435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:58.286473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:58.286534] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:58.289867] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: UP (p=62.86%)
[2025-12-24T20:19:58.290134] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2025-12-24T20:19:58.290253] [INFO ] [sig       ] CTAS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:58.427155] [INFO ] [LOCAL     ] Saved forecast: CTAS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CTAS.txt
[2025-12-24T20:19:58.427308] [INFO ] [sig       ] [839/3551] Completed CTAS in 0.3s | 2.86 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-24T20:19:58.427349] [INFO ] [sig       ] [840/3551] Forecasting CTBB...
[2025-12-24T20:19:58.427377] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-12-24T20:19:58.427408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-12-24T20:19:58.438773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2025-12-24T20:19:58.439101] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-12-24T20:19:58.439952] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-12-24T20:19:58.440007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:58.440040] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:58.440080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:58.440141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:58.496796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:58.497648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:58.497736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:58.497770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:58.614915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:58.615063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:58.615102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:58.615130] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:58.618411] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=76.82%)
[2025-12-24T20:19:58.618693] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-12-24T20:19:58.618815] [INFO ] [sig       ] CTBB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:58.758741] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CTBB.txt
[2025-12-24T20:19:58.758874] [INFO ] [sig       ] [840/3551] Completed CTBB in 0.3s | 2.86 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-24T20:19:58.758914] [INFO ] [sig       ] [841/3551] Forecasting CTBI...
[2025-12-24T20:19:58.758943] [INFO ] [sig       ] Generating forecast for: CTBI
[2025-12-24T20:19:58.758973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2025-12-24T20:19:58.770533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2025-12-24T20:19:58.770839] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2025-12-24T20:19:58.771601] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2025-12-24T20:19:58.771652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:58.771683] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:58.771708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:58.771765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:58.828646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:58.829537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:58.829646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:58.829682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:58.958945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:58.959087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:58.959132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:58.959163] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:58.963025] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: UP (p=86.22%)
[2025-12-24T20:19:58.963300] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2025-12-24T20:19:58.963424] [INFO ] [sig       ] CTBI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:59.106534] [INFO ] [LOCAL     ] Saved forecast: CTBI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CTBI.txt
[2025-12-24T20:19:59.106711] [INFO ] [sig       ] [841/3551] Completed CTBI in 0.3s | 2.86 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-24T20:19:59.106751] [INFO ] [sig       ] [842/3551] Forecasting CTDD...
[2025-12-24T20:19:59.106782] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-12-24T20:19:59.106814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-12-24T20:19:59.119583] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2025-12-24T20:19:59.120172] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-12-24T20:19:59.121178] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-12-24T20:19:59.121230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:59.121261] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:59.121286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:59.121342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:59.179322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:59.180205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:59.180294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:59.180330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:59.303043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:59.303197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:59.303238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:59.303462] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:59.306847] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=69.47%)
[2025-12-24T20:19:59.307118] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-12-24T20:19:59.307244] [INFO ] [sig       ] CTDD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:19:59.452397] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CTDD.txt
[2025-12-24T20:19:59.452548] [INFO ] [sig       ] [842/3551] Completed CTDD in 0.3s | 2.86 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-24T20:19:59.452607] [INFO ] [sig       ] [843/3551] Forecasting CTKB...
[2025-12-24T20:19:59.452638] [INFO ] [sig       ] Generating forecast for: CTKB
[2025-12-24T20:19:59.452668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2025-12-24T20:19:59.464046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2025-12-24T20:19:59.464410] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2025-12-24T20:19:59.465237] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2025-12-24T20:19:59.465291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:59.465325] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:59.465354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:59.465412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:59.522973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:59.523825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:59.523911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:59.523947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:59.649669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:59.649868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:59.649914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:59.649944] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:59.653678] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: DOWN (p=6.84%)
[2025-12-24T20:19:59.653960] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2025-12-24T20:19:59.654088] [INFO ] [sig       ] CTKB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:19:59.798813] [INFO ] [LOCAL     ] Saved forecast: CTKB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CTKB.txt
[2025-12-24T20:19:59.798952] [INFO ] [sig       ] [843/3551] Completed CTKB in 0.3s | 2.86 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-24T20:19:59.798991] [INFO ] [sig       ] [844/3551] Forecasting CTLP...
[2025-12-24T20:19:59.799021] [INFO ] [sig       ] Generating forecast for: CTLP
[2025-12-24T20:19:59.799069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2025-12-24T20:19:59.810638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2025-12-24T20:19:59.810937] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2025-12-24T20:19:59.811938] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2025-12-24T20:19:59.811991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:19:59.812023] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:19:59.812050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:19:59.812106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:19:59.871046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:19:59.871719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:19:59.871798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:19:59.871830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:19:59.993782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:19:59.993927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:19:59.993968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:19:59.993997] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:19:59.997328] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: UP (p=54.72%)
[2025-12-24T20:19:59.997805] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2025-12-24T20:19:59.997930] [INFO ] [sig       ] CTLP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:00.141251] [INFO ] [LOCAL     ] Saved forecast: CTLP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CTLP.txt
[2025-12-24T20:20:00.141395] [INFO ] [sig       ] [844/3551] Completed CTLP in 0.3s | 2.86 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-24T20:20:00.141437] [INFO ] [sig       ] [845/3551] Forecasting CTMX...
[2025-12-24T20:20:00.141468] [INFO ] [sig       ] Generating forecast for: CTMX
[2025-12-24T20:20:00.141500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2025-12-24T20:20:00.152847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2025-12-24T20:20:00.153167] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2025-12-24T20:20:00.153974] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2025-12-24T20:20:00.154026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:00.154058] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:00.154086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:00.154146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:00.213717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:00.214557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:00.214658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:00.214691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:00.340949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:00.341065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:00.341103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:00.341132] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:00.344621] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: DOWN (p=20.39%)
[2025-12-24T20:20:00.344928] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2025-12-24T20:20:00.345058] [INFO ] [sig       ] CTMX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:00.500055] [INFO ] [LOCAL     ] Saved forecast: CTMX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CTMX.txt
[2025-12-24T20:20:00.500233] [INFO ] [sig       ] [845/3551] Completed CTMX in 0.4s | 2.86 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-24T20:20:00.500281] [INFO ] [sig       ] [846/3551] Forecasting CTNM...
[2025-12-24T20:20:00.500313] [INFO ] [sig       ] Generating forecast for: CTNM
[2025-12-24T20:20:00.500345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2025-12-24T20:20:00.512984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2025-12-24T20:20:00.513271] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2025-12-24T20:20:00.514034] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2025-12-24T20:20:00.514085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:00.514117] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:00.514144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:00.514200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:00.571867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:00.572700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:00.572811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:00.572846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:00.694748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:00.694912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:00.694957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:00.694987] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:00.698720] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: DOWN (p=39.58%)
[2025-12-24T20:20:00.698988] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2025-12-24T20:20:00.699106] [INFO ] [sig       ] CTNM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:00.841928] [INFO ] [LOCAL     ] Saved forecast: CTNM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CTNM.txt
[2025-12-24T20:20:00.842072] [INFO ] [sig       ] [846/3551] Completed CTNM in 0.3s | 2.86 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-24T20:20:00.842112] [INFO ] [sig       ] [847/3551] Forecasting CTO...
[2025-12-24T20:20:00.842142] [INFO ] [sig       ] Generating forecast for: CTO
[2025-12-24T20:20:00.842175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-12-24T20:20:00.854140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2025-12-24T20:20:00.854470] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-12-24T20:20:00.855677] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-12-24T20:20:00.855729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:00.855760] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:00.855787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:00.855843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:00.914564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:00.915173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:00.915252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:00.915285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:01.039106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:01.039266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:01.039307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:01.039364] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:01.042991] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-12-24T20:20:01.043254] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-12-24T20:20:01.043376] [INFO ] [sig       ] CTO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:01.187345] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CTO.txt
[2025-12-24T20:20:01.187479] [INFO ] [sig       ] [847/3551] Completed CTO in 0.3s | 2.86 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-24T20:20:01.187517] [INFO ] [sig       ] [848/3551] Forecasting CTRA...
[2025-12-24T20:20:01.187547] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-12-24T20:20:01.187594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-12-24T20:20:01.200258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2025-12-24T20:20:01.200540] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-12-24T20:20:01.201301] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-12-24T20:20:01.201355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:01.201387] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:01.201413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:01.201469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:01.259481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:01.260620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:01.260769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:01.260818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:01.396231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:01.396394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:01.396435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:01.396465] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:01.400316] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=96.35%)
[2025-12-24T20:20:01.400690] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-12-24T20:20:01.400836] [INFO ] [sig       ] CTRA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:01.548517] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CTRA.txt
[2025-12-24T20:20:01.548699] [INFO ] [sig       ] [848/3551] Completed CTRA in 0.4s | 2.86 sym/s | Total: 4.9m | ETA: 15.8m
[2025-12-24T20:20:01.548742] [INFO ] [sig       ] [849/3551] Forecasting CTRE...
[2025-12-24T20:20:01.548774] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-12-24T20:20:01.548808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-12-24T20:20:01.560478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2025-12-24T20:20:01.560869] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-12-24T20:20:01.561689] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-12-24T20:20:01.561742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:01.561774] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:01.561800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:01.561855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:01.619887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:01.620795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:01.620888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:01.620921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:01.742425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:01.742602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:01.742644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:01.742673] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:01.746012] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=73.77%)
[2025-12-24T20:20:01.746288] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-12-24T20:20:01.746414] [INFO ] [sig       ] CTRE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:01.889609] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CTRE.txt
[2025-12-24T20:20:01.889798] [INFO ] [sig       ] [849/3551] Completed CTRE in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 15.8m
[2025-12-24T20:20:01.889839] [INFO ] [sig       ] [850/3551] Forecasting CTRM...
[2025-12-24T20:20:01.889870] [INFO ] [sig       ] Generating forecast for: CTRM
[2025-12-24T20:20:01.889900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2025-12-24T20:20:01.901108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2025-12-24T20:20:01.901481] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2025-12-24T20:20:01.902266] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2025-12-24T20:20:01.902319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:01.902351] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:01.902378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:01.902434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:01.963350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:01.964244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:01.964343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:01.964376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:02.082543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:02.082746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:02.082786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:02.082814] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:02.086331] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-12-24T20:20:02.086711] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2025-12-24T20:20:02.086849] [INFO ] [sig       ] CTRM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:02.235775] [INFO ] [LOCAL     ] Saved forecast: CTRM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CTRM.txt
[2025-12-24T20:20:02.235928] [INFO ] [sig       ] [850/3551] Completed CTRM in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 15.8m
[2025-12-24T20:20:02.235968] [INFO ] [sig       ] [851/3551] Forecasting CTRN...
[2025-12-24T20:20:02.236000] [INFO ] [sig       ] Generating forecast for: CTRN
[2025-12-24T20:20:02.236030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2025-12-24T20:20:02.317702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2025-12-24T20:20:02.318044] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2025-12-24T20:20:02.318992] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2025-12-24T20:20:02.319044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:02.319075] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:02.319102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:02.319169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:02.376262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:02.377118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:02.377205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:02.377239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:02.498553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:02.498731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:02.498773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:02.498807] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:02.502334] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: DOWN (p=0.49%)
[2025-12-24T20:20:02.502695] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2025-12-24T20:20:02.502861] [INFO ] [sig       ] CTRN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:02.653377] [INFO ] [LOCAL     ] Saved forecast: CTRN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CTRN.txt
[2025-12-24T20:20:02.653539] [INFO ] [sig       ] [851/3551] Completed CTRN in 0.4s | 2.86 sym/s | Total: 5.0m | ETA: 15.8m
[2025-12-24T20:20:02.653598] [INFO ] [sig       ] [852/3551] Forecasting CTS...
[2025-12-24T20:20:02.653631] [INFO ] [sig       ] Generating forecast for: CTS
[2025-12-24T20:20:02.653661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-12-24T20:20:02.666149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2025-12-24T20:20:02.666678] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-12-24T20:20:02.667628] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-12-24T20:20:02.667679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:02.667711] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:02.667738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:02.667795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:02.723395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:02.724239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:02.724323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:02.724356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:02.843150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:02.843305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:02.843344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:02.843374] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:02.846726] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: DOWN (p=44.68%)
[2025-12-24T20:20:02.846996] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-12-24T20:20:02.847120] [INFO ] [sig       ] CTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:02.985478] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CTS.txt
[2025-12-24T20:20:02.985656] [INFO ] [sig       ] [852/3551] Completed CTS in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-24T20:20:02.985699] [INFO ] [sig       ] [853/3551] Forecasting CTSH...
[2025-12-24T20:20:02.985728] [INFO ] [sig       ] Generating forecast for: CTSH
[2025-12-24T20:20:02.985758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2025-12-24T20:20:02.997030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2025-12-24T20:20:02.997368] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2025-12-24T20:20:02.998131] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2025-12-24T20:20:02.998193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:02.998249] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:02.998277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:02.998334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:03.053266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:03.054140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:03.054225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:03.054257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:03.174033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:03.174202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:03.174247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:03.174278] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:03.177642] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: DOWN (p=13.96%)
[2025-12-24T20:20:03.177941] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2025-12-24T20:20:03.178071] [INFO ] [sig       ] CTSH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:03.323268] [INFO ] [LOCAL     ] Saved forecast: CTSH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CTSH.txt
[2025-12-24T20:20:03.323428] [INFO ] [sig       ] [853/3551] Completed CTSH in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-24T20:20:03.323468] [INFO ] [sig       ] [854/3551] Forecasting CTVA...
[2025-12-24T20:20:03.323497] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-12-24T20:20:03.323527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-12-24T20:20:03.336019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2025-12-24T20:20:03.336370] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-12-24T20:20:03.337176] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-12-24T20:20:03.337230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:03.337262] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:03.337290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:03.337346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:03.397440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:03.398297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:03.398384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:03.398419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:03.531347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:03.531538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:03.531619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:03.531654] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:03.535922] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: DOWN (p=17.18%)
[2025-12-24T20:20:03.536214] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-12-24T20:20:03.536349] [INFO ] [sig       ] CTVA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:03.684772] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CTVA.txt
[2025-12-24T20:20:03.684945] [INFO ] [sig       ] [854/3551] Completed CTVA in 0.4s | 2.86 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-24T20:20:03.684990] [INFO ] [sig       ] [855/3551] Forecasting CUBE...
[2025-12-24T20:20:03.685021] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-12-24T20:20:03.685053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-12-24T20:20:03.696742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2025-12-24T20:20:03.697122] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-12-24T20:20:03.698135] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-12-24T20:20:03.698189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:03.698224] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:03.698252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:03.698309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:03.759350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:03.760249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:03.760354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:03.760390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:03.885214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:03.885376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:03.885628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:03.885660] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:03.889409] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: DOWN (p=29.73%)
[2025-12-24T20:20:03.889976] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-12-24T20:20:03.890133] [INFO ] [sig       ] CUBE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:04.034556] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CUBE.txt
[2025-12-24T20:20:04.034726] [INFO ] [sig       ] [855/3551] Completed CUBE in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-24T20:20:04.034766] [INFO ] [sig       ] [856/3551] Forecasting CUBI...
[2025-12-24T20:20:04.034796] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-12-24T20:20:04.034825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-12-24T20:20:04.047246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2025-12-24T20:20:04.047831] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-12-24T20:20:04.048808] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-12-24T20:20:04.048859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:04.048891] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:04.048918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:04.048974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:04.107748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:04.108602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:04.108688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:04.108720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:04.236373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:04.236545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:04.236611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:04.236676] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:04.240493] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: UP (p=64.87%)
[2025-12-24T20:20:04.240831] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-12-24T20:20:04.240969] [INFO ] [sig       ] CUBI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:04.389479] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CUBI.txt
[2025-12-24T20:20:04.389661] [INFO ] [sig       ] [856/3551] Completed CUBI in 0.4s | 2.86 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-24T20:20:04.389705] [INFO ] [sig       ] [857/3551] Forecasting CUK...
[2025-12-24T20:20:04.389736] [INFO ] [sig       ] Generating forecast for: CUK
[2025-12-24T20:20:04.389767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-12-24T20:20:04.401929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2025-12-24T20:20:04.402282] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-12-24T20:20:04.403051] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-12-24T20:20:04.403103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:04.403136] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:04.403163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:04.403220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:04.461544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:04.462446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:04.462544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:04.462599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:04.593129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:04.593284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:04.593326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:04.593356] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:04.596886] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=19.09%)
[2025-12-24T20:20:04.597197] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-12-24T20:20:04.597332] [INFO ] [sig       ] CUK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:04.752618] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CUK.txt
[2025-12-24T20:20:04.752767] [INFO ] [sig       ] [857/3551] Completed CUK in 0.4s | 2.86 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-24T20:20:04.752807] [INFO ] [sig       ] [858/3551] Forecasting CULP...
[2025-12-24T20:20:04.752837] [INFO ] [sig       ] Generating forecast for: CULP
[2025-12-24T20:20:04.752866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-12-24T20:20:04.764750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2025-12-24T20:20:04.765094] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-12-24T20:20:04.765893] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-12-24T20:20:04.765947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:04.765979] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:04.766006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:04.766063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:04.824527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:04.825395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:04.825482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:04.825516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:04.927958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:04.928099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:04.928137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:04.928167] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:04.931501] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=84.90%)
[2025-12-24T20:20:04.931799] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-12-24T20:20:04.931922] [INFO ] [sig       ] CULP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:05.071924] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CULP.txt
[2025-12-24T20:20:05.072052] [INFO ] [sig       ] [858/3551] Completed CULP in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-24T20:20:05.072091] [INFO ] [sig       ] [859/3551] Forecasting CURI...
[2025-12-24T20:20:05.072121] [INFO ] [sig       ] Generating forecast for: CURI
[2025-12-24T20:20:05.072152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2025-12-24T20:20:05.083236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2025-12-24T20:20:05.083543] [INFO ] [FORECASTER] Starting predict_future for CURI
[2025-12-24T20:20:05.084297] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2025-12-24T20:20:05.084349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:05.084380] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:05.084406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:05.084462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:05.140265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:05.140897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:05.140975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:05.141007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:05.264083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:05.264237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:05.264278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:05.264309] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:05.267632] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: DOWN (p=46.12%)
[2025-12-24T20:20:05.267898] [INFO ] [FORECASTER] Completed predict_future for CURI
[2025-12-24T20:20:05.268018] [INFO ] [sig       ] CURI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:05.408310] [INFO ] [LOCAL     ] Saved forecast: CURI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CURI.txt
[2025-12-24T20:20:05.408440] [INFO ] [sig       ] [859/3551] Completed CURI in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-24T20:20:05.408676] [INFO ] [sig       ] [860/3551] Forecasting CUZ...
[2025-12-24T20:20:05.408705] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-12-24T20:20:05.408734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-12-24T20:20:05.419713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2025-12-24T20:20:05.420026] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-12-24T20:20:05.420788] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-12-24T20:20:05.420839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:05.420870] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:05.420897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:05.420953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:05.477147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:05.477794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:05.477871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:05.477904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:05.594285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:05.594429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:05.594482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:05.594511] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:05.597769] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: DOWN (p=15.76%)
[2025-12-24T20:20:05.598030] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-12-24T20:20:05.598148] [INFO ] [sig       ] CUZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:05.742059] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CUZ.txt
[2025-12-24T20:20:05.742263] [INFO ] [sig       ] [860/3551] Completed CUZ in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-24T20:20:05.742323] [INFO ] [sig       ] [861/3551] Forecasting CVAC...
[2025-12-24T20:20:05.742368] [INFO ] [sig       ] Generating forecast for: CVAC
[2025-12-24T20:20:05.742415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'.
[2025-12-24T20:20:05.754834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVAC'.
[2025-12-24T20:20:05.755171] [INFO ] [FORECASTER] Starting predict_future for CVAC
[2025-12-24T20:20:05.755977] [DEBUG] [LOCAL     ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt
[2025-12-24T20:20:05.756032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:05.756065] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:05.756093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:05.756155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:05.816714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:05.817319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:05.817398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:05.817636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:05.943007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:05.943139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:05.943176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:05.943205] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:05.946455] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: DOWN (p=9.02%)
[2025-12-24T20:20:05.946738] [INFO ] [FORECASTER] Completed predict_future for CVAC
[2025-12-24T20:20:05.946858] [INFO ] [sig       ] CVAC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:06.089880] [INFO ] [LOCAL     ] Saved forecast: CVAC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CVAC.txt
[2025-12-24T20:20:06.090013] [INFO ] [sig       ] [861/3551] Completed CVAC in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-24T20:20:06.090052] [INFO ] [sig       ] [862/3551] Forecasting CVBF...
[2025-12-24T20:20:06.090081] [INFO ] [sig       ] Generating forecast for: CVBF
[2025-12-24T20:20:06.090116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2025-12-24T20:20:06.102782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2025-12-24T20:20:06.103073] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2025-12-24T20:20:06.103851] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2025-12-24T20:20:06.103904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:06.103936] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:06.103964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:06.104022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:06.161893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:06.162533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:06.162630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:06.162666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:06.283791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:06.283937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:06.283979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:06.284008] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:06.287809] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: DOWN (p=35.56%)
[2025-12-24T20:20:06.288081] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2025-12-24T20:20:06.288203] [INFO ] [sig       ] CVBF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:06.437781] [INFO ] [LOCAL     ] Saved forecast: CVBF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CVBF.txt
[2025-12-24T20:20:06.437941] [INFO ] [sig       ] [862/3551] Completed CVBF in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-24T20:20:06.437983] [INFO ] [sig       ] [863/3551] Forecasting CVCO...
[2025-12-24T20:20:06.438013] [INFO ] [sig       ] Generating forecast for: CVCO
[2025-12-24T20:20:06.438044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2025-12-24T20:20:06.451936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2025-12-24T20:20:06.452342] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2025-12-24T20:20:06.453348] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2025-12-24T20:20:06.453421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:06.453463] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:06.453496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:06.453563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:06.512866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:06.513715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:06.513829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:06.513863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:06.635155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:06.635312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:06.635352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:06.635380] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:06.638929] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-24T20:20:06.639212] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2025-12-24T20:20:06.639365] [INFO ] [sig       ] CVCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:06.779409] [INFO ] [LOCAL     ] Saved forecast: CVCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CVCO.txt
[2025-12-24T20:20:06.779553] [INFO ] [sig       ] [863/3551] Completed CVCO in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-24T20:20:06.779610] [INFO ] [sig       ] [864/3551] Forecasting CVE...
[2025-12-24T20:20:06.779642] [INFO ] [sig       ] Generating forecast for: CVE
[2025-12-24T20:20:06.779670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-12-24T20:20:06.791297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2025-12-24T20:20:06.791653] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-12-24T20:20:06.792408] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-12-24T20:20:06.792460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:06.792503] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:06.792532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:06.792604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:06.848101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:06.848965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:06.849049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:06.849081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:06.975003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:06.975155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:06.975194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:06.975223] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:06.978531] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=72.77%)
[2025-12-24T20:20:06.978818] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-12-24T20:20:06.978942] [INFO ] [sig       ] CVE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:07.117595] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CVE.txt
[2025-12-24T20:20:07.117741] [INFO ] [sig       ] [864/3551] Completed CVE in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-24T20:20:07.117780] [INFO ] [sig       ] [865/3551] Forecasting CVEO...
[2025-12-24T20:20:07.117809] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-12-24T20:20:07.117838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-12-24T20:20:07.130552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2025-12-24T20:20:07.130911] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-12-24T20:20:07.131675] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-12-24T20:20:07.131726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:07.131757] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:07.131784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:07.131839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:07.187309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:07.188084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:07.188167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:07.188200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:07.306029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:07.306184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:07.306222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:07.306250] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:07.309765] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: UP (p=81.45%)
[2025-12-24T20:20:07.310038] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-12-24T20:20:07.310161] [INFO ] [sig       ] CVEO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:07.450484] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CVEO.txt
[2025-12-24T20:20:07.450637] [INFO ] [sig       ] [865/3551] Completed CVEO in 0.3s | 2.86 sym/s | Total: 5.0m | ETA: 15.7m
[2025-12-24T20:20:07.450680] [INFO ] [sig       ] [866/3551] Forecasting CVGI...
[2025-12-24T20:20:07.450709] [INFO ] [sig       ] Generating forecast for: CVGI
[2025-12-24T20:20:07.450738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2025-12-24T20:20:07.467212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2025-12-24T20:20:07.467560] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2025-12-24T20:20:07.468323] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2025-12-24T20:20:07.468378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:07.468410] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:07.468436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:07.468492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:07.525434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:07.526266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:07.526346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:07.526378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:07.654846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:07.655005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:07.655045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:07.655074] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:07.659036] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: DOWN (p=14.65%)
[2025-12-24T20:20:07.659365] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2025-12-24T20:20:07.659507] [INFO ] [sig       ] CVGI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:07.799225] [INFO ] [LOCAL     ] Saved forecast: CVGI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CVGI.txt
[2025-12-24T20:20:07.799426] [INFO ] [sig       ] [866/3551] Completed CVGI in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 15.7m
[2025-12-24T20:20:07.799468] [INFO ] [sig       ] [867/3551] Forecasting CVI...
[2025-12-24T20:20:07.799497] [INFO ] [sig       ] Generating forecast for: CVI
[2025-12-24T20:20:07.799527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-12-24T20:20:07.811279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2025-12-24T20:20:07.811656] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-12-24T20:20:07.812432] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-12-24T20:20:07.812483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:07.812514] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:07.812540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:07.812613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:07.868077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:07.868800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:07.868887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:07.868921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:07.990719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:07.990883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:07.990925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:07.990954] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:07.994355] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: UP (p=52.79%)
[2025-12-24T20:20:07.994644] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-12-24T20:20:07.994771] [INFO ] [sig       ] CVI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:08.139917] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CVI.txt
[2025-12-24T20:20:08.140055] [INFO ] [sig       ] [867/3551] Completed CVI in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 15.7m
[2025-12-24T20:20:08.140102] [INFO ] [sig       ] [868/3551] Forecasting CVKD...
[2025-12-24T20:20:08.140135] [INFO ] [sig       ] Generating forecast for: CVKD
[2025-12-24T20:20:08.140166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2025-12-24T20:20:08.153475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2025-12-24T20:20:08.154017] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2025-12-24T20:20:08.154793] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2025-12-24T20:20:08.154844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:08.154875] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:08.154902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:08.154958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:08.212078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:08.212709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:08.212788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:08.212821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:08.331515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:08.331656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:08.331695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:08.331723] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:08.335256] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: DOWN (p=13.32%)
[2025-12-24T20:20:08.335741] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2025-12-24T20:20:08.335876] [INFO ] [sig       ] CVKD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:08.475293] [INFO ] [LOCAL     ] Saved forecast: CVKD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CVKD.txt
[2025-12-24T20:20:08.475410] [INFO ] [sig       ] [868/3551] Completed CVKD in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-24T20:20:08.475449] [INFO ] [sig       ] [869/3551] Forecasting CVNA...
[2025-12-24T20:20:08.475477] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-12-24T20:20:08.475506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-12-24T20:20:08.487696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2025-12-24T20:20:08.488083] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-12-24T20:20:08.488868] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-12-24T20:20:08.488920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:08.488951] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:08.488977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:08.489033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:08.545394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:08.546275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:08.546362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:08.546394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:08.675438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:08.675607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:08.675649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:08.675678] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:08.679343] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=6.22%)
[2025-12-24T20:20:08.679625] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-12-24T20:20:08.679761] [INFO ] [sig       ] CVNA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:08.818535] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CVNA.txt
[2025-12-24T20:20:08.818669] [INFO ] [sig       ] [869/3551] Completed CVNA in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-24T20:20:08.818709] [INFO ] [sig       ] [870/3551] Forecasting CVRX...
[2025-12-24T20:20:08.818737] [INFO ] [sig       ] Generating forecast for: CVRX
[2025-12-24T20:20:08.818766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2025-12-24T20:20:08.830242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2025-12-24T20:20:08.830512] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2025-12-24T20:20:08.831414] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2025-12-24T20:20:08.831466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:08.831520] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:08.831548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:08.831624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:08.888078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:08.888696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:08.888773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:08.888806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:09.011378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:09.011534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:09.011590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:09.011623] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:09.014936] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: UP (p=63.35%)
[2025-12-24T20:20:09.015212] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2025-12-24T20:20:09.015336] [INFO ] [sig       ] CVRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:09.158984] [INFO ] [LOCAL     ] Saved forecast: CVRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CVRX.txt
[2025-12-24T20:20:09.159140] [INFO ] [sig       ] [870/3551] Completed CVRX in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-24T20:20:09.159183] [INFO ] [sig       ] [871/3551] Forecasting CVS...
[2025-12-24T20:20:09.159214] [INFO ] [sig       ] Generating forecast for: CVS
[2025-12-24T20:20:09.159245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-12-24T20:20:09.171715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2025-12-24T20:20:09.172046] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-12-24T20:20:09.172822] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-12-24T20:20:09.172873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:09.172905] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:09.172932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:09.172993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:09.229094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:09.229792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:09.229871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:09.229904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:09.353016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:09.353166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:09.353205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:09.353250] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:09.356523] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: DOWN (p=18.07%)
[2025-12-24T20:20:09.356803] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-12-24T20:20:09.356923] [INFO ] [sig       ] CVS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:09.498641] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CVS.txt
[2025-12-24T20:20:09.498804] [INFO ] [sig       ] [871/3551] Completed CVS in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-24T20:20:09.498848] [INFO ] [sig       ] [872/3551] Forecasting CVX...
[2025-12-24T20:20:09.498882] [INFO ] [sig       ] Generating forecast for: CVX
[2025-12-24T20:20:09.498914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-12-24T20:20:09.510936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2025-12-24T20:20:09.511264] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-12-24T20:20:09.512085] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-12-24T20:20:09.512139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:09.512172] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:09.512201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:09.512262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:09.570864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:09.571729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:09.571814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:09.571846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:09.702445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:09.702619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:09.702661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:09.702690] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:09.706144] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: UP (p=53.10%)
[2025-12-24T20:20:09.706441] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-12-24T20:20:09.706591] [INFO ] [sig       ] CVX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:09.847788] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CVX.txt
[2025-12-24T20:20:09.847940] [INFO ] [sig       ] [872/3551] Completed CVX in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-24T20:20:09.847979] [INFO ] [sig       ] [873/3551] Forecasting CWAN...
[2025-12-24T20:20:09.848009] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-12-24T20:20:09.848040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-12-24T20:20:09.859725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2025-12-24T20:20:09.860028] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-12-24T20:20:09.860823] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-12-24T20:20:09.860874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:09.860906] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:09.860932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:09.860988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:09.917934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:09.918623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:09.918718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:09.918751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:10.038985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:10.039129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:10.039168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:10.039225] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:10.042754] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: DOWN (p=41.35%)
[2025-12-24T20:20:10.043015] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-12-24T20:20:10.043133] [INFO ] [sig       ] CWAN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:10.183295] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CWAN.txt
[2025-12-24T20:20:10.183421] [INFO ] [sig       ] [873/3551] Completed CWAN in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-24T20:20:10.183459] [INFO ] [sig       ] [874/3551] Forecasting CWBC...
[2025-12-24T20:20:10.183489] [INFO ] [sig       ] Generating forecast for: CWBC
[2025-12-24T20:20:10.183519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2025-12-24T20:20:10.196027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2025-12-24T20:20:10.196362] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2025-12-24T20:20:10.197182] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2025-12-24T20:20:10.197237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:10.197269] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:10.197297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:10.197356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:10.253808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:10.254556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:10.254845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:10.254877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:10.378048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:10.378188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:10.378228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:10.378257] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:10.381608] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: UP (p=80.93%)
[2025-12-24T20:20:10.381870] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2025-12-24T20:20:10.381988] [INFO ] [sig       ] CWBC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:10.521624] [INFO ] [LOCAL     ] Saved forecast: CWBC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CWBC.txt
[2025-12-24T20:20:10.521768] [INFO ] [sig       ] [874/3551] Completed CWBC in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-24T20:20:10.521807] [INFO ] [sig       ] [875/3551] Forecasting CWCO...
[2025-12-24T20:20:10.521837] [INFO ] [sig       ] Generating forecast for: CWCO
[2025-12-24T20:20:10.521867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2025-12-24T20:20:10.532692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2025-12-24T20:20:10.532988] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2025-12-24T20:20:10.533806] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2025-12-24T20:20:10.533860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:10.533893] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:10.533931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:10.533992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:10.593286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:10.594025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:10.594109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:10.594144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:10.715050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:10.715194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:10.715232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:10.715269] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:10.718836] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: DOWN (p=38.65%)
[2025-12-24T20:20:10.719100] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2025-12-24T20:20:10.719230] [INFO ] [sig       ] CWCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:10.861837] [INFO ] [LOCAL     ] Saved forecast: CWCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CWCO.txt
[2025-12-24T20:20:10.861973] [INFO ] [sig       ] [875/3551] Completed CWCO in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-24T20:20:10.862013] [INFO ] [sig       ] [876/3551] Forecasting CWD...
[2025-12-24T20:20:10.862043] [INFO ] [sig       ] Generating forecast for: CWD
[2025-12-24T20:20:10.862074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2025-12-24T20:20:10.874208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWD'.
[2025-12-24T20:20:10.874505] [INFO ] [FORECASTER] Starting predict_future for CWD
[2025-12-24T20:20:10.875483] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2025-12-24T20:20:10.875537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:10.875570] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:10.875617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:10.875680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:10.935194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:10.935933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:10.936034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:10.936068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:11.047750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:11.047923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:11.047980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:11.048019] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:11.052152] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: UP (p=76.79%)
[2025-12-24T20:20:11.052447] [INFO ] [FORECASTER] Completed predict_future for CWD
[2025-12-24T20:20:11.052597] [INFO ] [sig       ] CWD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:11.200749] [INFO ] [LOCAL     ] Saved forecast: CWD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CWD.txt
[2025-12-24T20:20:11.200905] [INFO ] [sig       ] [876/3551] Completed CWD in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-24T20:20:11.200947] [INFO ] [sig       ] [877/3551] Forecasting CWEN...
[2025-12-24T20:20:11.200978] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-12-24T20:20:11.201010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-12-24T20:20:11.212373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2025-12-24T20:20:11.212748] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-12-24T20:20:11.213526] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-12-24T20:20:11.213595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:11.213629] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:11.213655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:11.213715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:11.270743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:11.271557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:11.271659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:11.271692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:11.406717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:11.406869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:11.406910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:11.406940] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:11.410381] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: DOWN (p=2.18%)
[2025-12-24T20:20:11.410712] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-12-24T20:20:11.411033] [INFO ] [sig       ] CWEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:11.559894] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CWEN.txt
[2025-12-24T20:20:11.560049] [INFO ] [sig       ] [877/3551] Completed CWEN in 0.4s | 2.86 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-24T20:20:11.560092] [INFO ] [sig       ] [878/3551] Forecasting CWH...
[2025-12-24T20:20:11.560122] [INFO ] [sig       ] Generating forecast for: CWH
[2025-12-24T20:20:11.560152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-12-24T20:20:11.572013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2025-12-24T20:20:11.572412] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-12-24T20:20:11.573260] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-12-24T20:20:11.573315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:11.573349] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:11.573377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:11.573434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:11.630852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:11.631774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:11.631867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:11.631900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:11.755541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:11.755898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:11.755937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:11.755967] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:11.759260] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: UP (p=63.22%)
[2025-12-24T20:20:11.759547] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-12-24T20:20:11.759835] [INFO ] [sig       ] CWH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:11.906543] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CWH.txt
[2025-12-24T20:20:11.906721] [INFO ] [sig       ] [878/3551] Completed CWH in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-24T20:20:11.906761] [INFO ] [sig       ] [879/3551] Forecasting CWK...
[2025-12-24T20:20:11.906791] [INFO ] [sig       ] Generating forecast for: CWK
[2025-12-24T20:20:11.906831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-12-24T20:20:11.918751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2025-12-24T20:20:11.919140] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-12-24T20:20:11.920018] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-12-24T20:20:11.920073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:11.920105] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:11.920132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:11.920190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:11.977617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:11.978502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:11.978614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:11.978652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:12.099949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:12.100109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:12.100151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:12.100181] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:12.103668] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=15.29%)
[2025-12-24T20:20:12.103971] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-12-24T20:20:12.104106] [INFO ] [sig       ] CWK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:12.254048] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CWK.txt
[2025-12-24T20:20:12.254204] [INFO ] [sig       ] [879/3551] Completed CWK in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-24T20:20:12.254245] [INFO ] [sig       ] [880/3551] Forecasting CXDO...
[2025-12-24T20:20:12.254276] [INFO ] [sig       ] Generating forecast for: CXDO
[2025-12-24T20:20:12.254305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2025-12-24T20:20:12.266856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2025-12-24T20:20:12.267243] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2025-12-24T20:20:12.268052] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2025-12-24T20:20:12.268105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:12.268136] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:12.268163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:12.268219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:12.325972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:12.327009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:12.327124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:12.327160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:12.442935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:12.443090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:12.443131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:12.443161] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:12.446463] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: UP (p=70.17%)
[2025-12-24T20:20:12.446741] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2025-12-24T20:20:12.446861] [INFO ] [sig       ] CXDO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:12.590632] [INFO ] [LOCAL     ] Saved forecast: CXDO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CXDO.txt
[2025-12-24T20:20:12.590982] [INFO ] [sig       ] [880/3551] Completed CXDO in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-24T20:20:12.591024] [INFO ] [sig       ] [881/3551] Forecasting CXE...
[2025-12-24T20:20:12.591054] [INFO ] [sig       ] Generating forecast for: CXE
[2025-12-24T20:20:12.591083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-12-24T20:20:12.603749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2025-12-24T20:20:12.604117] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-12-24T20:20:12.604890] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-12-24T20:20:12.604942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:12.604973] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:12.604999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:12.605055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:12.662902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:12.663797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:12.663889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:12.663923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:12.777823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:12.777981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:12.778023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:12.778052] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:12.781860] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: UP (p=83.62%)
[2025-12-24T20:20:12.782178] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-12-24T20:20:12.782311] [INFO ] [sig       ] CXE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:12.929843] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CXE.txt
[2025-12-24T20:20:12.930003] [INFO ] [sig       ] [881/3551] Completed CXE in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-24T20:20:12.930046] [INFO ] [sig       ] [882/3551] Forecasting CXSE...
[2025-12-24T20:20:12.930077] [INFO ] [sig       ] Generating forecast for: CXSE
[2025-12-24T20:20:12.930109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2025-12-24T20:20:12.942212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2025-12-24T20:20:12.942588] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2025-12-24T20:20:12.943335] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2025-12-24T20:20:12.943388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:12.943420] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:12.943448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:12.943504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:13.000995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:13.001825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:13.001910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:13.001942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:13.115489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:13.115663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:13.115703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:13.115731] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:13.119036] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: DOWN (p=8.78%)
[2025-12-24T20:20:13.119298] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2025-12-24T20:20:13.119434] [INFO ] [sig       ] CXSE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:13.256692] [INFO ] [LOCAL     ] Saved forecast: CXSE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CXSE.txt
[2025-12-24T20:20:13.256851] [INFO ] [sig       ] [882/3551] Completed CXSE in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-24T20:20:13.256892] [INFO ] [sig       ] [883/3551] Forecasting CYD...
[2025-12-24T20:20:13.256922] [INFO ] [sig       ] Generating forecast for: CYD
[2025-12-24T20:20:13.256953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-12-24T20:20:13.273374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2025-12-24T20:20:13.273884] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-12-24T20:20:13.274731] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-12-24T20:20:13.274784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:13.274818] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:13.274844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:13.274899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:13.331803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:13.332777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:13.332865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:13.332898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:13.452898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:13.453060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:13.453099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:13.453128] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:13.456459] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=4.25%)
[2025-12-24T20:20:13.456948] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-12-24T20:20:13.457075] [INFO ] [sig       ] CYD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:13.602730] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CYD.txt
[2025-12-24T20:20:13.602928] [INFO ] [sig       ] [883/3551] Completed CYD in 0.3s | 2.86 sym/s | Total: 5.1m | ETA: 15.6m
[2025-12-24T20:20:13.602971] [INFO ] [sig       ] [884/3551] Forecasting CYH...
[2025-12-24T20:20:13.603000] [INFO ] [sig       ] Generating forecast for: CYH
[2025-12-24T20:20:13.603030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-12-24T20:20:13.615563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2025-12-24T20:20:13.616221] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-12-24T20:20:13.617011] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-12-24T20:20:13.617064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:13.617097] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:13.617124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:13.617181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:13.675327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:13.676494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:13.676601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:13.676635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:13.801380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:13.801560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:13.801819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:13.801848] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:13.805237] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: DOWN (p=26.66%)
[2025-12-24T20:20:13.805527] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-12-24T20:20:13.805679] [INFO ] [sig       ] CYH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:13.948910] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CYH.txt
[2025-12-24T20:20:13.949041] [INFO ] [sig       ] [884/3551] Completed CYH in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-24T20:20:13.949080] [INFO ] [sig       ] [885/3551] Forecasting CYN...
[2025-12-24T20:20:13.949109] [INFO ] [sig       ] Generating forecast for: CYN
[2025-12-24T20:20:13.949139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2025-12-24T20:20:13.962324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2025-12-24T20:20:13.962726] [INFO ] [FORECASTER] Starting predict_future for CYN
[2025-12-24T20:20:13.963498] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2025-12-24T20:20:13.963550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:13.963606] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:13.963636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:13.963871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:14.020776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:14.021670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:14.021755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:14.021787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:14.138202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:14.138366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:14.138407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:14.138442] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:14.142355] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: DOWN (p=31.71%)
[2025-12-24T20:20:14.142817] [INFO ] [FORECASTER] Completed predict_future for CYN
[2025-12-24T20:20:14.142942] [INFO ] [sig       ] CYN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:14.284802] [INFO ] [LOCAL     ] Saved forecast: CYN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CYN.txt
[2025-12-24T20:20:14.284967] [INFO ] [sig       ] [885/3551] Completed CYN in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-24T20:20:14.285006] [INFO ] [sig       ] [886/3551] Forecasting CYRX...
[2025-12-24T20:20:14.285035] [INFO ] [sig       ] Generating forecast for: CYRX
[2025-12-24T20:20:14.285063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2025-12-24T20:20:14.298047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2025-12-24T20:20:14.298384] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2025-12-24T20:20:14.299411] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2025-12-24T20:20:14.299472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:14.299513] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:14.299549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:14.299627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:14.357149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:14.358002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:14.358084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:14.358117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:14.482686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:14.482847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:14.482887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:14.482915] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:14.486647] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2025-12-24T20:20:14.486935] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2025-12-24T20:20:14.487065] [INFO ] [sig       ] CYRX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:14.632225] [INFO ] [LOCAL     ] Saved forecast: CYRX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CYRX.txt
[2025-12-24T20:20:14.632399] [INFO ] [sig       ] [886/3551] Completed CYRX in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-24T20:20:14.632460] [INFO ] [sig       ] [887/3551] Forecasting CYTK...
[2025-12-24T20:20:14.632501] [INFO ] [sig       ] Generating forecast for: CYTK
[2025-12-24T20:20:14.632548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2025-12-24T20:20:14.647021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2025-12-24T20:20:14.647359] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2025-12-24T20:20:14.648284] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2025-12-24T20:20:14.648354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:14.648445] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:14.648474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:14.648532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:14.707272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:14.708111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:14.708198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:14.708232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:14.839140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:14.839297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:14.839357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:14.839389] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:14.843213] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: DOWN (p=8.31%)
[2025-12-24T20:20:14.843489] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2025-12-24T20:20:14.843634] [INFO ] [sig       ] CYTK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:15.000067] [INFO ] [LOCAL     ] Saved forecast: CYTK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CYTK.txt
[2025-12-24T20:20:15.000261] [INFO ] [sig       ] [887/3551] Completed CYTK in 0.4s | 2.86 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-24T20:20:15.000311] [INFO ] [sig       ] [888/3551] Forecasting CZFS...
[2025-12-24T20:20:15.000344] [INFO ] [sig       ] Generating forecast for: CZFS
[2025-12-24T20:20:15.000375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2025-12-24T20:20:15.012920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2025-12-24T20:20:15.013255] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2025-12-24T20:20:15.014135] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2025-12-24T20:20:15.014213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:15.014251] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:15.014279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:15.014338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:15.076348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:15.077187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:15.077273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:15.077311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:15.183172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:15.183326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:15.183368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:15.183398] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:15.187241] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: UP (p=86.30%)
[2025-12-24T20:20:15.187737] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2025-12-24T20:20:15.187867] [INFO ] [sig       ] CZFS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:15.344258] [INFO ] [LOCAL     ] Saved forecast: CZFS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CZFS.txt
[2025-12-24T20:20:15.344413] [INFO ] [sig       ] [888/3551] Completed CZFS in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-24T20:20:15.344456] [INFO ] [sig       ] [889/3551] Forecasting CZNC...
[2025-12-24T20:20:15.344487] [INFO ] [sig       ] Generating forecast for: CZNC
[2025-12-24T20:20:15.344520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2025-12-24T20:20:15.357913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2025-12-24T20:20:15.358312] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2025-12-24T20:20:15.359287] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2025-12-24T20:20:15.359375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:15.359412] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:15.359440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:15.359496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:15.418013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:15.418750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:15.418834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:15.418868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:15.555890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:15.556066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:15.556120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:15.556154] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:15.560234] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: DOWN (p=8.90%)
[2025-12-24T20:20:15.560553] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2025-12-24T20:20:15.560713] [INFO ] [sig       ] CZNC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:15.723733] [INFO ] [LOCAL     ] Saved forecast: CZNC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/CZNC.txt
[2025-12-24T20:20:15.723880] [INFO ] [sig       ] [889/3551] Completed CZNC in 0.4s | 2.86 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-24T20:20:15.723921] [INFO ] [sig       ] [890/3551] Forecasting CZWI...
[2025-12-24T20:20:15.723952] [INFO ] [sig       ] Generating forecast for: CZWI
[2025-12-24T20:20:15.723984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2025-12-24T20:20:15.736307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZWI'.
[2025-12-24T20:20:15.736676] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2025-12-24T20:20:15.737791] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2025-12-24T20:20:15.737843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:15.737875] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:15.737901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:15.737957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:15.796447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:15.797289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:15.797371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:15.797410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:15.925601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:15.925762] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-24T20:20:15.925804] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:15.925864] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:15.930297] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: UP (p=90.30%)
[2025-12-24T20:20:15.930632] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2025-12-24T20:20:15.930768] [INFO ] [sig       ] CZWI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:16.085096] [INFO ] [LOCAL     ] Saved forecast: CZWI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/CZWI.txt
[2025-12-24T20:20:16.085290] [INFO ] [sig       ] [890/3551] Completed CZWI in 0.4s | 2.86 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-24T20:20:16.085342] [INFO ] [sig       ] [891/3551] Forecasting DAIO...
[2025-12-24T20:20:16.085375] [INFO ] [sig       ] Generating forecast for: DAIO
[2025-12-24T20:20:16.085406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'.
[2025-12-24T20:20:16.097952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAIO'.
[2025-12-24T20:20:16.098329] [INFO ] [FORECASTER] Starting predict_future for DAIO
[2025-12-24T20:20:16.099239] [DEBUG] [LOCAL     ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt
[2025-12-24T20:20:16.099294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:16.099355] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:16.099398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:16.099477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:16.165832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:16.166741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:16.166835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:16.166881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:16.284803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:16.284959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:16.285000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:16.285028] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:16.288357] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: UP (p=80.47%)
[2025-12-24T20:20:16.288643] [INFO ] [FORECASTER] Completed predict_future for DAIO
[2025-12-24T20:20:16.288764] [INFO ] [sig       ] DAIO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:16.429312] [INFO ] [LOCAL     ] Saved forecast: DAIO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DAIO.txt
[2025-12-24T20:20:16.429493] [INFO ] [sig       ] [891/3551] Completed DAIO in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-24T20:20:16.429544] [INFO ] [sig       ] [892/3551] Forecasting DAL...
[2025-12-24T20:20:16.429594] [INFO ] [sig       ] Generating forecast for: DAL
[2025-12-24T20:20:16.429627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-12-24T20:20:16.441442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2025-12-24T20:20:16.441829] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-12-24T20:20:16.442610] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-12-24T20:20:16.442661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:16.442693] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:16.442719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:16.442776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:16.499586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:16.500462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:16.500549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:16.500605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:16.622809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:16.622966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:16.623005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:16.623035] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:16.626311] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: DOWN (p=24.59%)
[2025-12-24T20:20:16.626590] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-12-24T20:20:16.626713] [INFO ] [sig       ] DAL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:16.763938] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DAL.txt
[2025-12-24T20:20:16.764071] [INFO ] [sig       ] [892/3551] Completed DAL in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-24T20:20:16.764110] [INFO ] [sig       ] [893/3551] Forecasting DAN...
[2025-12-24T20:20:16.764140] [INFO ] [sig       ] Generating forecast for: DAN
[2025-12-24T20:20:16.764170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-12-24T20:20:16.776148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2025-12-24T20:20:16.776487] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-12-24T20:20:16.777286] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-12-24T20:20:16.777338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:16.777370] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:16.777397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:16.777453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:16.832259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:16.832929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:16.833009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:16.833042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:16.953857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:16.954007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:16.954046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:16.954074] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:16.957351] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=16.96%)
[2025-12-24T20:20:16.957639] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-12-24T20:20:16.957779] [INFO ] [sig       ] DAN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:17.096170] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DAN.txt
[2025-12-24T20:20:17.096305] [INFO ] [sig       ] [893/3551] Completed DAN in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-24T20:20:17.096344] [INFO ] [sig       ] [894/3551] Forecasting DAO...
[2025-12-24T20:20:17.096373] [INFO ] [sig       ] Generating forecast for: DAO
[2025-12-24T20:20:17.096402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-12-24T20:20:17.107687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2025-12-24T20:20:17.108014] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-12-24T20:20:17.108827] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-12-24T20:20:17.108879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:17.108909] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:17.108936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:17.108992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:17.165062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:17.165772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:17.165854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:17.165886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:17.286496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:17.286671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:17.286712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:17.286741] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:17.290063] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: UP (p=75.43%)
[2025-12-24T20:20:17.290333] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-12-24T20:20:17.290454] [INFO ] [sig       ] DAO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:17.428444] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DAO.txt
[2025-12-24T20:20:17.428599] [INFO ] [sig       ] [894/3551] Completed DAO in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-24T20:20:17.428642] [INFO ] [sig       ] [895/3551] Forecasting DAPP...
[2025-12-24T20:20:17.428671] [INFO ] [sig       ] Generating forecast for: DAPP
[2025-12-24T20:20:17.428878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2025-12-24T20:20:17.444516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2025-12-24T20:20:17.444959] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2025-12-24T20:20:17.445969] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2025-12-24T20:20:17.446033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:17.446075] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:17.446110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:17.446191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:17.523110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:17.523999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:17.524086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:17.524127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:17.651407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:17.651562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:17.651637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:17.651667] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:17.655732] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: UP (p=92.43%)
[2025-12-24T20:20:17.655999] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2025-12-24T20:20:17.656119] [INFO ] [sig       ] DAPP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:17.820874] [INFO ] [LOCAL     ] Saved forecast: DAPP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DAPP.txt
[2025-12-24T20:20:17.821037] [INFO ] [sig       ] [895/3551] Completed DAPP in 0.4s | 2.86 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-24T20:20:17.821076] [INFO ] [sig       ] [896/3551] Forecasting DARE...
[2025-12-24T20:20:17.821105] [INFO ] [sig       ] Generating forecast for: DARE
[2025-12-24T20:20:17.821135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2025-12-24T20:20:17.833508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2025-12-24T20:20:17.833934] [INFO ] [FORECASTER] Starting predict_future for DARE
[2025-12-24T20:20:17.834837] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2025-12-24T20:20:17.834891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:17.834923] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:17.834950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:17.835006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:17.892487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:17.893353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:17.893437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:17.893469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:18.010504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:18.010675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:18.010724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:18.010758] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:18.014119] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-12-24T20:20:18.014393] [INFO ] [FORECASTER] Completed predict_future for DARE
[2025-12-24T20:20:18.014520] [INFO ] [sig       ] DARE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:18.163068] [INFO ] [LOCAL     ] Saved forecast: DARE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DARE.txt
[2025-12-24T20:20:18.163249] [INFO ] [sig       ] [896/3551] Completed DARE in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-24T20:20:18.163292] [INFO ] [sig       ] [897/3551] Forecasting DASH...
[2025-12-24T20:20:18.163321] [INFO ] [sig       ] Generating forecast for: DASH
[2025-12-24T20:20:18.163351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2025-12-24T20:20:18.175325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2025-12-24T20:20:18.175671] [INFO ] [FORECASTER] Starting predict_future for DASH
[2025-12-24T20:20:18.176416] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2025-12-24T20:20:18.176467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:18.176499] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:18.176526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:18.176601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:18.235130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:18.236148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:18.236321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:18.236358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:18.361854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:18.362011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:18.362050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:18.362079] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:18.365417] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: DOWN (p=2.40%)
[2025-12-24T20:20:18.365709] [INFO ] [FORECASTER] Completed predict_future for DASH
[2025-12-24T20:20:18.365833] [INFO ] [sig       ] DASH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:18.511661] [INFO ] [LOCAL     ] Saved forecast: DASH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DASH.txt
[2025-12-24T20:20:18.511816] [INFO ] [sig       ] [897/3551] Completed DASH in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-24T20:20:18.511855] [INFO ] [sig       ] [898/3551] Forecasting DAVA...
[2025-12-24T20:20:18.511885] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-12-24T20:20:18.511916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-12-24T20:20:18.523671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2025-12-24T20:20:18.524185] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-12-24T20:20:18.524955] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-12-24T20:20:18.525007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:18.525039] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:18.525067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:18.525123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:18.582678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:18.583523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:18.583642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:18.583677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:18.711261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:18.711420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:18.711460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:18.711490] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:18.715048] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=52.25%)
[2025-12-24T20:20:18.715315] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-12-24T20:20:18.715436] [INFO ] [sig       ] DAVA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:18.860433] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DAVA.txt
[2025-12-24T20:20:18.860639] [INFO ] [sig       ] [898/3551] Completed DAVA in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-24T20:20:18.860684] [INFO ] [sig       ] [899/3551] Forecasting DAVE...
[2025-12-24T20:20:18.860714] [INFO ] [sig       ] Generating forecast for: DAVE
[2025-12-24T20:20:18.860744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2025-12-24T20:20:18.872245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2025-12-24T20:20:18.872615] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2025-12-24T20:20:18.873363] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2025-12-24T20:20:18.873414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:18.873458] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:18.873486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:18.873542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:18.932014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:18.933082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:18.933198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:18.933233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:19.055066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:19.055220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:19.055262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:19.055290] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:19.058986] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: DOWN (p=46.21%)
[2025-12-24T20:20:19.059256] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2025-12-24T20:20:19.059398] [INFO ] [sig       ] DAVE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:19.200014] [INFO ] [LOCAL     ] Saved forecast: DAVE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DAVE.txt
[2025-12-24T20:20:19.200165] [INFO ] [sig       ] [899/3551] Completed DAVE in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-24T20:20:19.200206] [INFO ] [sig       ] [900/3551] Forecasting DAWN...
[2025-12-24T20:20:19.200235] [INFO ] [sig       ] Generating forecast for: DAWN
[2025-12-24T20:20:19.200264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2025-12-24T20:20:19.211820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2025-12-24T20:20:19.212158] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2025-12-24T20:20:19.212922] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2025-12-24T20:20:19.212973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:19.213004] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:19.213030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:19.213086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:19.271704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:19.272604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:19.272691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:19.272724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:19.391006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:19.391167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:19.391206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:19.391236] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:19.395256] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: DOWN (p=14.75%)
[2025-12-24T20:20:19.395531] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2025-12-24T20:20:19.395670] [INFO ] [sig       ] DAWN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:19.536085] [INFO ] [LOCAL     ] Saved forecast: DAWN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DAWN.txt
[2025-12-24T20:20:19.536314] [INFO ] [sig       ] [900/3551] Completed DAWN in 0.3s | 2.86 sym/s | Total: 5.2m | ETA: 15.5m
[2025-12-24T20:20:19.536374] [INFO ] [sig       ] [901/3551] Forecasting DB...
[2025-12-24T20:20:19.536416] [INFO ] [sig       ] Generating forecast for: DB
[2025-12-24T20:20:19.536456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-12-24T20:20:19.548258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2025-12-24T20:20:19.548618] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-12-24T20:20:19.549414] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-12-24T20:20:19.549468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:19.549500] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:19.549527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:19.549605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:19.607565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:19.608430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:19.608513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:19.608547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:19.735358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:19.735511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:19.735549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:19.735598] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:19.738879] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: UP (p=58.56%)
[2025-12-24T20:20:19.739142] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-12-24T20:20:19.739262] [INFO ] [sig       ] DB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:19.881506] [INFO ] [LOCAL     ] Saved forecast: DB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DB.txt
[2025-12-24T20:20:19.881671] [INFO ] [sig       ] [901/3551] Completed DB in 0.3s | 2.86 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-24T20:20:19.881713] [INFO ] [sig       ] [902/3551] Forecasting DBI...
[2025-12-24T20:20:19.881743] [INFO ] [sig       ] Generating forecast for: DBI
[2025-12-24T20:20:19.881773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-12-24T20:20:19.892850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2025-12-24T20:20:19.893226] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-12-24T20:20:19.893993] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-12-24T20:20:19.894047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:19.894077] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:19.894104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:19.894160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:19.952069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:19.952951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:19.953045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:19.953078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:20.089444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:20.089648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:20.089712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:20.089759] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:20.095189] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: DOWN (p=48.84%)
[2025-12-24T20:20:20.095736] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-12-24T20:20:20.095932] [INFO ] [sig       ] DBI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:20.266324] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DBI.txt
[2025-12-24T20:20:20.266483] [INFO ] [sig       ] [902/3551] Completed DBI in 0.4s | 2.86 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-24T20:20:20.266525] [INFO ] [sig       ] [903/3551] Forecasting DBL...
[2025-12-24T20:20:20.266568] [INFO ] [sig       ] Generating forecast for: DBL
[2025-12-24T20:20:20.266618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-12-24T20:20:20.277963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2025-12-24T20:20:20.278311] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-12-24T20:20:20.279068] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-12-24T20:20:20.279119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:20.279152] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:20.279179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:20.279234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:20.339368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:20.340257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:20.340343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:20.340375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:20.465319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:20.465470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:20.465510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:20.465541] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:20.468956] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: DOWN (p=26.84%)
[2025-12-24T20:20:20.469228] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-12-24T20:20:20.469376] [INFO ] [sig       ] DBL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:20.633820] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DBL.txt
[2025-12-24T20:20:20.633974] [INFO ] [sig       ] [903/3551] Completed DBL in 0.4s | 2.86 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-24T20:20:20.634013] [INFO ] [sig       ] [904/3551] Forecasting DBRG...
[2025-12-24T20:20:20.634042] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-12-24T20:20:20.634071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-12-24T20:20:20.645806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2025-12-24T20:20:20.646329] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-12-24T20:20:20.647088] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-12-24T20:20:20.647140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:20.647197] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:20.647225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:20.647281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:20.708820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:20.709720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:20.709808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:20.709841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:20.834833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:20.834987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:20.835027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:20.835057] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:20.838979] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: DOWN (p=4.77%)
[2025-12-24T20:20:20.839253] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-12-24T20:20:20.839399] [INFO ] [sig       ] DBRG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:20.987188] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DBRG.txt
[2025-12-24T20:20:20.987344] [INFO ] [sig       ] [904/3551] Completed DBRG in 0.4s | 2.86 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-24T20:20:20.987387] [INFO ] [sig       ] [905/3551] Forecasting DBX...
[2025-12-24T20:20:20.987416] [INFO ] [sig       ] Generating forecast for: DBX
[2025-12-24T20:20:20.987445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2025-12-24T20:20:20.999596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2025-12-24T20:20:20.999975] [INFO ] [FORECASTER] Starting predict_future for DBX
[2025-12-24T20:20:21.001016] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2025-12-24T20:20:21.001071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:21.001105] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:21.001133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:21.001191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:21.060027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:21.060816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:21.060897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:21.060930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:21.186933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:21.187087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:21.187127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:21.187156] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:21.190496] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: DOWN (p=33.39%)
[2025-12-24T20:20:21.190790] [INFO ] [FORECASTER] Completed predict_future for DBX
[2025-12-24T20:20:21.190912] [INFO ] [sig       ] DBX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:21.334159] [INFO ] [LOCAL     ] Saved forecast: DBX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DBX.txt
[2025-12-24T20:20:21.334301] [INFO ] [sig       ] [905/3551] Completed DBX in 0.3s | 2.86 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-24T20:20:21.334339] [INFO ] [sig       ] [906/3551] Forecasting DCBO...
[2025-12-24T20:20:21.334370] [INFO ] [sig       ] Generating forecast for: DCBO
[2025-12-24T20:20:21.334400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2025-12-24T20:20:21.346017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2025-12-24T20:20:21.346358] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2025-12-24T20:20:21.347201] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2025-12-24T20:20:21.347256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:21.347290] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:21.347318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:21.347376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:21.403666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:21.404471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:21.404553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:21.404604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:21.526826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:21.526974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:21.527014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:21.527057] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:21.530425] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: DOWN (p=31.61%)
[2025-12-24T20:20:21.530715] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2025-12-24T20:20:21.530838] [INFO ] [sig       ] DCBO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:21.678594] [INFO ] [LOCAL     ] Saved forecast: DCBO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DCBO.txt
[2025-12-24T20:20:21.678751] [INFO ] [sig       ] [906/3551] Completed DCBO in 0.3s | 2.86 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-24T20:20:21.678792] [INFO ] [sig       ] [907/3551] Forecasting DCI...
[2025-12-24T20:20:21.678821] [INFO ] [sig       ] Generating forecast for: DCI
[2025-12-24T20:20:21.678852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-12-24T20:20:21.691361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2025-12-24T20:20:21.691830] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-12-24T20:20:21.692777] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-12-24T20:20:21.692855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:21.692891] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:21.692919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:21.692978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:21.754003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:21.754920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:21.755008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:21.755044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:21.880191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:21.880348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:21.880388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:21.880451] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:21.883943] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: DOWN (p=17.65%)
[2025-12-24T20:20:21.884263] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-12-24T20:20:21.884401] [INFO ] [sig       ] DCI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:22.030812] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DCI.txt
[2025-12-24T20:20:22.030972] [INFO ] [sig       ] [907/3551] Completed DCI in 0.4s | 2.86 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-24T20:20:22.031012] [INFO ] [sig       ] [908/3551] Forecasting DCO...
[2025-12-24T20:20:22.031042] [INFO ] [sig       ] Generating forecast for: DCO
[2025-12-24T20:20:22.031072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-12-24T20:20:22.043071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2025-12-24T20:20:22.043478] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-12-24T20:20:22.044287] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-12-24T20:20:22.044343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:22.044375] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:22.044404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:22.044461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:22.102622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:22.103495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:22.103598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:22.103635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:22.223773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:22.224122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:22.224161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:22.224190] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:22.228093] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: DOWN (p=7.56%)
[2025-12-24T20:20:22.228379] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-12-24T20:20:22.228503] [INFO ] [sig       ] DCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:22.372660] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DCO.txt
[2025-12-24T20:20:22.372812] [INFO ] [sig       ] [908/3551] Completed DCO in 0.3s | 2.86 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-24T20:20:22.372853] [INFO ] [sig       ] [909/3551] Forecasting DCOM...
[2025-12-24T20:20:22.372883] [INFO ] [sig       ] Generating forecast for: DCOM
[2025-12-24T20:20:22.372913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2025-12-24T20:20:22.384876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2025-12-24T20:20:22.385301] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2025-12-24T20:20:22.386599] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2025-12-24T20:20:22.386663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:22.386697] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:22.386726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:22.386784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:22.443409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:22.444085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:22.444164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:22.444196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:22.564247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:22.564391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:22.564434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:22.564463] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:22.568289] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: UP (p=93.88%)
[2025-12-24T20:20:22.568551] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2025-12-24T20:20:22.568689] [INFO ] [sig       ] DCOM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:22.710783] [INFO ] [LOCAL     ] Saved forecast: DCOM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DCOM.txt
[2025-12-24T20:20:22.710936] [INFO ] [sig       ] [909/3551] Completed DCOM in 0.3s | 2.86 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-24T20:20:22.710976] [INFO ] [sig       ] [910/3551] Forecasting DCTH...
[2025-12-24T20:20:22.711004] [INFO ] [sig       ] Generating forecast for: DCTH
[2025-12-24T20:20:22.711034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2025-12-24T20:20:22.723371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2025-12-24T20:20:22.723702] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2025-12-24T20:20:22.724467] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2025-12-24T20:20:22.724520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:22.724554] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:22.724608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:22.724684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:22.782888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:22.783683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:22.783769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:22.783802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:22.905691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:22.905840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:22.905879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:22.905907] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:22.909180] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: UP (p=97.76%)
[2025-12-24T20:20:22.909464] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2025-12-24T20:20:22.909600] [INFO ] [sig       ] DCTH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:23.051044] [INFO ] [LOCAL     ] Saved forecast: DCTH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DCTH.txt
[2025-12-24T20:20:23.051196] [INFO ] [sig       ] [910/3551] Completed DCTH in 0.3s | 2.86 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-24T20:20:23.051238] [INFO ] [sig       ] [911/3551] Forecasting DD...
[2025-12-24T20:20:23.051269] [INFO ] [sig       ] Generating forecast for: DD
[2025-12-24T20:20:23.051300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-12-24T20:20:23.063816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2025-12-24T20:20:23.064136] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-12-24T20:20:23.064925] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-12-24T20:20:23.064980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:23.065013] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:23.065041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:23.065098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:23.122389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:23.123307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:23.123388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:23.123420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:23.243079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:23.243233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:23.243274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:23.243302] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:23.246811] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: DOWN (p=12.32%)
[2025-12-24T20:20:23.247077] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-12-24T20:20:23.247198] [INFO ] [sig       ] DD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:23.390295] [INFO ] [LOCAL     ] Saved forecast: DD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DD.txt
[2025-12-24T20:20:23.390451] [INFO ] [sig       ] [911/3551] Completed DD in 0.3s | 2.86 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-24T20:20:23.390491] [INFO ] [sig       ] [912/3551] Forecasting DDD...
[2025-12-24T20:20:23.390522] [INFO ] [sig       ] Generating forecast for: DDD
[2025-12-24T20:20:23.390552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-12-24T20:20:23.403900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2025-12-24T20:20:23.404207] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-12-24T20:20:23.404975] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-12-24T20:20:23.405037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:23.405069] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:23.405097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:23.405153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:23.464774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:23.465625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:23.465713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:23.465748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:23.590696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:23.590845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:23.590885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:23.590912] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:23.594188] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: UP (p=66.94%)
[2025-12-24T20:20:23.594450] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-12-24T20:20:23.594566] [INFO ] [sig       ] DDD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:23.736784] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DDD.txt
[2025-12-24T20:20:23.736965] [INFO ] [sig       ] [912/3551] Completed DDD in 0.3s | 2.86 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-24T20:20:23.737018] [INFO ] [sig       ] [913/3551] Forecasting DDI...
[2025-12-24T20:20:23.737058] [INFO ] [sig       ] Generating forecast for: DDI
[2025-12-24T20:20:23.737100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2025-12-24T20:20:23.752995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2025-12-24T20:20:23.753397] [INFO ] [FORECASTER] Starting predict_future for DDI
[2025-12-24T20:20:23.754409] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2025-12-24T20:20:23.754475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:23.754518] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:23.754555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:23.754661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:23.819403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:23.820247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:23.820329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:23.820361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:23.938553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:23.938712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:23.938751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:23.938779] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:23.942640] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: UP (p=73.53%)
[2025-12-24T20:20:23.943071] [INFO ] [FORECASTER] Completed predict_future for DDI
[2025-12-24T20:20:23.943192] [INFO ] [sig       ] DDI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:24.082254] [INFO ] [LOCAL     ] Saved forecast: DDI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DDI.txt
[2025-12-24T20:20:24.082372] [INFO ] [sig       ] [913/3551] Completed DDI in 0.3s | 2.86 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-24T20:20:24.082411] [INFO ] [sig       ] [914/3551] Forecasting DDL...
[2025-12-24T20:20:24.082440] [INFO ] [sig       ] Generating forecast for: DDL
[2025-12-24T20:20:24.082468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-12-24T20:20:24.093714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2025-12-24T20:20:24.093998] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-12-24T20:20:24.094783] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-12-24T20:20:24.094844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:24.094881] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:24.094908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:24.094968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:24.152996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:24.153630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:24.153706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:24.153763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:24.273447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:24.273624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:24.273669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:24.273699] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:24.277066] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: UP (p=95.25%)
[2025-12-24T20:20:24.277339] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-12-24T20:20:24.277459] [INFO ] [sig       ] DDL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:24.418265] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DDL.txt
[2025-12-24T20:20:24.418394] [INFO ] [sig       ] [914/3551] Completed DDL in 0.3s | 2.86 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-24T20:20:24.418433] [INFO ] [sig       ] [915/3551] Forecasting DDOG...
[2025-12-24T20:20:24.418462] [INFO ] [sig       ] Generating forecast for: DDOG
[2025-12-24T20:20:24.418492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2025-12-24T20:20:24.431544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2025-12-24T20:20:24.431840] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2025-12-24T20:20:24.432785] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2025-12-24T20:20:24.432837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:24.432869] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:24.432896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:24.432952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:24.489127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:24.489827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:24.489906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:24.489939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:24.610458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:24.610628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:24.610670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:24.610698] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:24.614608] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: UP (p=74.56%)
[2025-12-24T20:20:24.615066] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2025-12-24T20:20:24.615185] [INFO ] [sig       ] DDOG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:24.758316] [INFO ] [LOCAL     ] Saved forecast: DDOG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DDOG.txt
[2025-12-24T20:20:24.758481] [INFO ] [sig       ] [915/3551] Completed DDOG in 0.3s | 2.86 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-24T20:20:24.758533] [INFO ] [sig       ] [916/3551] Forecasting DDS...
[2025-12-24T20:20:24.758564] [INFO ] [sig       ] Generating forecast for: DDS
[2025-12-24T20:20:24.758616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-12-24T20:20:24.770750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2025-12-24T20:20:24.771131] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-12-24T20:20:24.771919] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-12-24T20:20:24.771970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:24.772003] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:24.772030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:24.772086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:24.828819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:24.829714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:24.829805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:24.829839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:24.950277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:24.950433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:24.950474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:24.950503] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:24.955096] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: DOWN (p=22.87%)
[2025-12-24T20:20:24.955510] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-12-24T20:20:24.955699] [INFO ] [sig       ] DDS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:25.157766] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DDS.txt
[2025-12-24T20:20:25.157917] [INFO ] [sig       ] [916/3551] Completed DDS in 0.4s | 2.86 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-24T20:20:25.157959] [INFO ] [sig       ] [917/3551] Forecasting DE...
[2025-12-24T20:20:25.157990] [INFO ] [sig       ] Generating forecast for: DE
[2025-12-24T20:20:25.158020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-12-24T20:20:25.173755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2025-12-24T20:20:25.174237] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-12-24T20:20:25.175351] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-12-24T20:20:25.175413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:25.175458] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:25.175500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:25.175606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:25.242600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:25.243731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:25.243843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:25.243900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:25.373252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:25.373411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:25.373451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:25.373479] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:25.376827] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: DOWN (p=27.04%)
[2025-12-24T20:20:25.377091] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-12-24T20:20:25.377230] [INFO ] [sig       ] DE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:25.527229] [INFO ] [LOCAL     ] Saved forecast: DE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DE.txt
[2025-12-24T20:20:25.527439] [INFO ] [sig       ] [917/3551] Completed DE in 0.4s | 2.86 sym/s | Total: 5.3m | ETA: 15.4m
[2025-12-24T20:20:25.527485] [INFO ] [sig       ] [918/3551] Forecasting DEA...
[2025-12-24T20:20:25.527516] [INFO ] [sig       ] Generating forecast for: DEA
[2025-12-24T20:20:25.527546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-12-24T20:20:25.538753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2025-12-24T20:20:25.539115] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-12-24T20:20:25.539956] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-12-24T20:20:25.540008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:25.540040] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:25.540067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:25.540123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:25.598747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:25.599665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:25.599813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:25.599853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:25.721137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:25.721290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:25.721331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:25.721360] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:25.724980] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: DOWN (p=43.99%)
[2025-12-24T20:20:25.725296] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-12-24T20:20:25.725429] [INFO ] [sig       ] DEA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:25.865986] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DEA.txt
[2025-12-24T20:20:25.866122] [INFO ] [sig       ] [918/3551] Completed DEA in 0.3s | 2.86 sym/s | Total: 5.4m | ETA: 15.4m
[2025-12-24T20:20:25.866162] [INFO ] [sig       ] [919/3551] Forecasting DECK...
[2025-12-24T20:20:25.866192] [INFO ] [sig       ] Generating forecast for: DECK
[2025-12-24T20:20:25.866222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-12-24T20:20:25.878781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2025-12-24T20:20:25.879090] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-12-24T20:20:25.879887] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-12-24T20:20:25.879938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:25.879968] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:25.879995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:25.880051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:25.938009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:25.938689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:25.938767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:25.938800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:26.064814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:26.064967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:26.065021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:26.065051] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:26.068438] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=87.79%)
[2025-12-24T20:20:26.068722] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-12-24T20:20:26.068860] [INFO ] [sig       ] DECK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:26.214029] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DECK.txt
[2025-12-24T20:20:26.214161] [INFO ] [sig       ] [919/3551] Completed DECK in 0.3s | 2.86 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-24T20:20:26.214201] [INFO ] [sig       ] [920/3551] Forecasting DEI...
[2025-12-24T20:20:26.214231] [INFO ] [sig       ] Generating forecast for: DEI
[2025-12-24T20:20:26.214261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-12-24T20:20:26.226519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2025-12-24T20:20:26.226850] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-12-24T20:20:26.227643] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-12-24T20:20:26.227696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:26.227729] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:26.227756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:26.227813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:26.287950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:26.288814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:26.288906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:26.288941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:26.416524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:26.416690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:26.416730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:26.416760] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:26.420231] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: UP (p=58.95%)
[2025-12-24T20:20:26.420509] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-12-24T20:20:26.420654] [INFO ] [sig       ] DEI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:26.565332] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DEI.txt
[2025-12-24T20:20:26.565461] [INFO ] [sig       ] [920/3551] Completed DEI in 0.4s | 2.86 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-24T20:20:26.565499] [INFO ] [sig       ] [921/3551] Forecasting DELL...
[2025-12-24T20:20:26.565529] [INFO ] [sig       ] Generating forecast for: DELL
[2025-12-24T20:20:26.565558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-12-24T20:20:26.577086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2025-12-24T20:20:26.577378] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-12-24T20:20:26.578158] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-12-24T20:20:26.578209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:26.578264] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:26.578293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:26.578350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:26.637075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:26.637919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:26.638030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:26.638067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:26.763945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:26.764104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:26.764143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:26.764171] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:26.768046] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: UP (p=88.14%)
[2025-12-24T20:20:26.768525] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-12-24T20:20:26.768671] [INFO ] [sig       ] DELL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:26.917427] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DELL.txt
[2025-12-24T20:20:26.917617] [INFO ] [sig       ] [921/3551] Completed DELL in 0.4s | 2.86 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-24T20:20:26.917662] [INFO ] [sig       ] [922/3551] Forecasting DENN...
[2025-12-24T20:20:26.917693] [INFO ] [sig       ] Generating forecast for: DENN
[2025-12-24T20:20:26.917723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'.
[2025-12-24T20:20:26.931121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DENN'.
[2025-12-24T20:20:26.931529] [INFO ] [FORECASTER] Starting predict_future for DENN
[2025-12-24T20:20:26.932385] [DEBUG] [LOCAL     ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt
[2025-12-24T20:20:26.932441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:26.932477] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:26.932515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:26.932627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:26.988994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:26.989829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:26.989911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:26.989943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:27.107597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:27.107735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:27.107774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:27.107803] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:27.111104] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: DOWN (p=26.35%)
[2025-12-24T20:20:27.111362] [INFO ] [FORECASTER] Completed predict_future for DENN
[2025-12-24T20:20:27.111480] [INFO ] [sig       ] DENN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:27.252069] [INFO ] [LOCAL     ] Saved forecast: DENN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DENN.txt
[2025-12-24T20:20:27.252196] [INFO ] [sig       ] [922/3551] Completed DENN in 0.3s | 2.86 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-24T20:20:27.252234] [INFO ] [sig       ] [923/3551] Forecasting DEO...
[2025-12-24T20:20:27.252263] [INFO ] [sig       ] Generating forecast for: DEO
[2025-12-24T20:20:27.252292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-12-24T20:20:27.263638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2025-12-24T20:20:27.263979] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-12-24T20:20:27.264801] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-12-24T20:20:27.264858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:27.264900] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:27.264930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:27.264986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:27.322186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:27.322812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:27.322890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:27.322923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:27.444260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:27.444405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:27.444446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:27.444474] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:27.447963] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: DOWN (p=24.93%)
[2025-12-24T20:20:27.448231] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-12-24T20:20:27.448349] [INFO ] [sig       ] DEO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:27.590913] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DEO.txt
[2025-12-24T20:20:27.591263] [INFO ] [sig       ] [923/3551] Completed DEO in 0.3s | 2.86 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-24T20:20:27.591303] [INFO ] [sig       ] [924/3551] Forecasting DERM...
[2025-12-24T20:20:27.591333] [INFO ] [sig       ] Generating forecast for: DERM
[2025-12-24T20:20:27.591363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2025-12-24T20:20:27.602899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2025-12-24T20:20:27.603177] [INFO ] [FORECASTER] Starting predict_future for DERM
[2025-12-24T20:20:27.603968] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2025-12-24T20:20:27.604019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:27.604050] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:27.604076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:27.604131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:27.661197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:27.661966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:27.662048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:27.662081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:27.784222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:27.784396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:27.784437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:27.784497] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:27.789237] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: DOWN (p=18.26%)
[2025-12-24T20:20:27.789562] [INFO ] [FORECASTER] Completed predict_future for DERM
[2025-12-24T20:20:27.789733] [INFO ] [sig       ] DERM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:27.931487] [INFO ] [LOCAL     ] Saved forecast: DERM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DERM.txt
[2025-12-24T20:20:27.931632] [INFO ] [sig       ] [924/3551] Completed DERM in 0.3s | 2.86 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-24T20:20:27.931674] [INFO ] [sig       ] [925/3551] Forecasting DFGP...
[2025-12-24T20:20:27.931703] [INFO ] [sig       ] Generating forecast for: DFGP
[2025-12-24T20:20:27.931733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2025-12-24T20:20:27.942791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2025-12-24T20:20:27.943083] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2025-12-24T20:20:27.943891] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2025-12-24T20:20:27.943945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:27.943978] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:27.944005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:27.944061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:28.001843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:28.002552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:28.002649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:28.002682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:28.123661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:28.123777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:28.123816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:28.123844] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:28.127100] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=83.41%)
[2025-12-24T20:20:28.127365] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2025-12-24T20:20:28.127483] [INFO ] [sig       ] DFGP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:28.271552] [INFO ] [LOCAL     ] Saved forecast: DFGP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DFGP.txt
[2025-12-24T20:20:28.271756] [INFO ] [sig       ] [925/3551] Completed DFGP in 0.3s | 2.86 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-24T20:20:28.271799] [INFO ] [sig       ] [926/3551] Forecasting DFGX...
[2025-12-24T20:20:28.271831] [INFO ] [sig       ] Generating forecast for: DFGX
[2025-12-24T20:20:28.271861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2025-12-24T20:20:28.283838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2025-12-24T20:20:28.284124] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2025-12-24T20:20:28.284927] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2025-12-24T20:20:28.284978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:28.285010] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:28.285037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:28.285094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:28.343484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:28.344321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:28.344398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:28.344431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:28.474667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:28.474852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:28.474897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:28.474928] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:28.478372] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: UP (p=89.49%)
[2025-12-24T20:20:28.478674] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2025-12-24T20:20:28.478799] [INFO ] [sig       ] DFGX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:28.620398] [INFO ] [LOCAL     ] Saved forecast: DFGX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DFGX.txt
[2025-12-24T20:20:28.620533] [INFO ] [sig       ] [926/3551] Completed DFGX in 0.3s | 2.86 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-24T20:20:28.620597] [INFO ] [sig       ] [927/3551] Forecasting DFH...
[2025-12-24T20:20:28.620645] [INFO ] [sig       ] Generating forecast for: DFH
[2025-12-24T20:20:28.620677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-12-24T20:20:28.632678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2025-12-24T20:20:28.632975] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-12-24T20:20:28.633793] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-12-24T20:20:28.633846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:28.633878] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:28.633906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:28.633963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:28.689562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:28.690171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:28.690250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:28.690282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:28.811150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:28.811299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:28.811338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:28.811367] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:28.814640] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: UP (p=79.59%)
[2025-12-24T20:20:28.814908] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-12-24T20:20:28.815026] [INFO ] [sig       ] DFH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:28.957322] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DFH.txt
[2025-12-24T20:20:28.957451] [INFO ] [sig       ] [927/3551] Completed DFH in 0.3s | 2.86 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-24T20:20:28.957490] [INFO ] [sig       ] [928/3551] Forecasting DFIN...
[2025-12-24T20:20:28.957519] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-12-24T20:20:28.957547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-12-24T20:20:28.970451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2025-12-24T20:20:28.970851] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-12-24T20:20:28.971692] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-12-24T20:20:28.971745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:28.971778] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:28.971805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:28.971861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:29.029714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:29.030349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:29.030429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:29.030462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:29.148390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:29.148541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:29.148597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:29.148629] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:29.151937] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: UP (p=94.69%)
[2025-12-24T20:20:29.152208] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-12-24T20:20:29.152329] [INFO ] [sig       ] DFIN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:29.292099] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DFIN.txt
[2025-12-24T20:20:29.292252] [INFO ] [sig       ] [928/3551] Completed DFIN in 0.3s | 2.86 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-24T20:20:29.292291] [INFO ] [sig       ] [929/3551] Forecasting DFP...
[2025-12-24T20:20:29.292321] [INFO ] [sig       ] Generating forecast for: DFP
[2025-12-24T20:20:29.292350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-12-24T20:20:29.303715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2025-12-24T20:20:29.304020] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-12-24T20:20:29.304826] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-12-24T20:20:29.304878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:29.304911] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:29.304938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:29.304995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:29.361313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:29.362313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:29.362396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:29.362428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:29.485519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:29.485685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:29.485727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:29.485755] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:29.489181] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=88.52%)
[2025-12-24T20:20:29.489474] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-12-24T20:20:29.489628] [INFO ] [sig       ] DFP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:29.629456] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DFP.txt
[2025-12-24T20:20:29.629620] [INFO ] [sig       ] [929/3551] Completed DFP in 0.3s | 2.86 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-24T20:20:29.629662] [INFO ] [sig       ] [930/3551] Forecasting DG...
[2025-12-24T20:20:29.629692] [INFO ] [sig       ] Generating forecast for: DG
[2025-12-24T20:20:29.629722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-12-24T20:20:29.641356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2025-12-24T20:20:29.641682] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-12-24T20:20:29.642457] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-12-24T20:20:29.642510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:29.642542] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:29.642590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:29.642656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:29.699238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:29.699954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:29.700033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:29.700064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:29.822459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:29.822626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:29.822668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:29.822696] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:29.825972] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: DOWN (p=40.94%)
[2025-12-24T20:20:29.826235] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-12-24T20:20:29.826353] [INFO ] [sig       ] DG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:29.965368] [INFO ] [LOCAL     ] Saved forecast: DG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DG.txt
[2025-12-24T20:20:29.965514] [INFO ] [sig       ] [930/3551] Completed DG in 0.3s | 2.86 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-24T20:20:29.965594] [INFO ] [sig       ] [931/3551] Forecasting DGCB...
[2025-12-24T20:20:29.965630] [INFO ] [sig       ] Generating forecast for: DGCB
[2025-12-24T20:20:29.965660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2025-12-24T20:20:29.976944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2025-12-24T20:20:29.977236] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2025-12-24T20:20:29.978048] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2025-12-24T20:20:29.978101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:29.978133] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:29.978161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:29.978218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:30.034281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:30.034906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:30.034987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:30.035234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:30.154785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:30.154928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:30.154970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:30.154999] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:30.158268] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-12-24T20:20:30.158528] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2025-12-24T20:20:30.158664] [INFO ] [sig       ] DGCB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:30.297964] [INFO ] [LOCAL     ] Saved forecast: DGCB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DGCB.txt
[2025-12-24T20:20:30.298081] [INFO ] [sig       ] [931/3551] Completed DGCB in 0.3s | 2.86 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-24T20:20:30.298119] [INFO ] [sig       ] [932/3551] Forecasting DGICA...
[2025-12-24T20:20:30.298148] [INFO ] [sig       ] Generating forecast for: DGICA
[2025-12-24T20:20:30.298177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2025-12-24T20:20:30.310078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2025-12-24T20:20:30.310395] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2025-12-24T20:20:30.311217] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2025-12-24T20:20:30.311270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:30.311302] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:30.311329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:30.311386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:30.368243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:30.369219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:30.369300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:30.369347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:30.494056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:30.494205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:30.494246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:30.494275] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:30.497619] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: DOWN (p=1.78%)
[2025-12-24T20:20:30.497900] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2025-12-24T20:20:30.498023] [INFO ] [sig       ] DGICA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:30.637834] [INFO ] [LOCAL     ] Saved forecast: DGICA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DGICA.txt
[2025-12-24T20:20:30.637967] [INFO ] [sig       ] [932/3551] Completed DGICA in 0.3s | 2.86 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-24T20:20:30.638006] [INFO ] [sig       ] [933/3551] Forecasting DGII...
[2025-12-24T20:20:30.638036] [INFO ] [sig       ] Generating forecast for: DGII
[2025-12-24T20:20:30.638066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2025-12-24T20:20:30.649260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2025-12-24T20:20:30.649605] [INFO ] [FORECASTER] Starting predict_future for DGII
[2025-12-24T20:20:30.650403] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2025-12-24T20:20:30.650458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:30.650489] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:30.650516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:30.650599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:30.706615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:30.707444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:30.707530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:30.707563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:30.829997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:30.830147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:30.830186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:30.830214] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:30.833484] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: DOWN (p=34.31%)
[2025-12-24T20:20:30.833762] [INFO ] [FORECASTER] Completed predict_future for DGII
[2025-12-24T20:20:30.833882] [INFO ] [sig       ] DGII: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:30.971157] [INFO ] [LOCAL     ] Saved forecast: DGII	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DGII.txt
[2025-12-24T20:20:30.971287] [INFO ] [sig       ] [933/3551] Completed DGII in 0.3s | 2.86 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-24T20:20:30.971325] [INFO ] [sig       ] [934/3551] Forecasting DGRE...
[2025-12-24T20:20:30.971354] [INFO ] [sig       ] Generating forecast for: DGRE
[2025-12-24T20:20:30.971385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2025-12-24T20:20:30.981924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2025-12-24T20:20:30.982233] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2025-12-24T20:20:30.983063] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2025-12-24T20:20:30.983117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:30.983149] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:30.983177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:30.983244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:31.041003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:31.041885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:31.041970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:31.042002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:31.151788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:31.151937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:31.151976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:31.152004] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:31.155350] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: DOWN (p=36.83%)
[2025-12-24T20:20:31.155635] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2025-12-24T20:20:31.155758] [INFO ] [sig       ] DGRE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:31.298590] [INFO ] [LOCAL     ] Saved forecast: DGRE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DGRE.txt
[2025-12-24T20:20:31.298763] [INFO ] [sig       ] [934/3551] Completed DGRE in 0.3s | 2.86 sym/s | Total: 5.4m | ETA: 15.3m
[2025-12-24T20:20:31.298817] [INFO ] [sig       ] [935/3551] Forecasting DGRS...
[2025-12-24T20:20:31.298858] [INFO ] [sig       ] Generating forecast for: DGRS
[2025-12-24T20:20:31.298900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2025-12-24T20:20:31.311089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2025-12-24T20:20:31.311594] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2025-12-24T20:20:31.312430] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2025-12-24T20:20:31.312484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:31.312515] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:31.312542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:31.312625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:31.372317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:31.373065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:31.373148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:31.373182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:31.490985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:31.491138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:31.491178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:31.491208] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:31.494687] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: DOWN (p=18.93%)
[2025-12-24T20:20:31.494969] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2025-12-24T20:20:31.495088] [INFO ] [sig       ] DGRS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:31.635503] [INFO ] [LOCAL     ] Saved forecast: DGRS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DGRS.txt
[2025-12-24T20:20:31.635685] [INFO ] [sig       ] [935/3551] Completed DGRS in 0.3s | 2.86 sym/s | Total: 5.4m | ETA: 15.2m
[2025-12-24T20:20:31.635727] [INFO ] [sig       ] [936/3551] Forecasting DGX...
[2025-12-24T20:20:31.635755] [INFO ] [sig       ] Generating forecast for: DGX
[2025-12-24T20:20:31.635785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-12-24T20:20:31.647451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2025-12-24T20:20:31.647855] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-12-24T20:20:31.648624] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-12-24T20:20:31.648687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:31.648718] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:31.648745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:31.648799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:31.705963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:31.706808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:31.706889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:31.706922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:31.832030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:31.832185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:31.832224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:31.832252] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:31.835595] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-12-24T20:20:31.835887] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-12-24T20:20:31.836017] [INFO ] [sig       ] DGX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:31.984908] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DGX.txt
[2025-12-24T20:20:31.985109] [INFO ] [sig       ] [936/3551] Completed DGX in 0.3s | 2.86 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-24T20:20:31.985165] [INFO ] [sig       ] [937/3551] Forecasting DH...
[2025-12-24T20:20:31.985204] [INFO ] [sig       ] Generating forecast for: DH
[2025-12-24T20:20:31.985242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2025-12-24T20:20:32.000387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2025-12-24T20:20:32.000742] [INFO ] [FORECASTER] Starting predict_future for DH
[2025-12-24T20:20:32.001492] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2025-12-24T20:20:32.001543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:32.001592] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:32.001622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:32.001679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:32.058709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:32.059779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:32.059864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:32.059896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:32.186637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:32.186789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:32.186829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:32.186859] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:32.190798] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: UP (p=95.27%)
[2025-12-24T20:20:32.191078] [INFO ] [FORECASTER] Completed predict_future for DH
[2025-12-24T20:20:32.191205] [INFO ] [sig       ] DH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:32.333540] [INFO ] [LOCAL     ] Saved forecast: DH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DH.txt
[2025-12-24T20:20:32.333689] [INFO ] [sig       ] [937/3551] Completed DH in 0.3s | 2.86 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-24T20:20:32.333728] [INFO ] [sig       ] [938/3551] Forecasting DHC...
[2025-12-24T20:20:32.333757] [INFO ] [sig       ] Generating forecast for: DHC
[2025-12-24T20:20:32.333786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2025-12-24T20:20:32.345212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2025-12-24T20:20:32.345504] [INFO ] [FORECASTER] Starting predict_future for DHC
[2025-12-24T20:20:32.346274] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2025-12-24T20:20:32.346326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:32.346384] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:32.346413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:32.346472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:32.403977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:32.404886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:32.404973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:32.405006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:32.525174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:32.525324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:32.525363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:32.525391] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:32.528964] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: DOWN (p=2.40%)
[2025-12-24T20:20:32.529230] [INFO ] [FORECASTER] Completed predict_future for DHC
[2025-12-24T20:20:32.529376] [INFO ] [sig       ] DHC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:32.673026] [INFO ] [LOCAL     ] Saved forecast: DHC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DHC.txt
[2025-12-24T20:20:32.673174] [INFO ] [sig       ] [938/3551] Completed DHC in 0.3s | 2.86 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-24T20:20:32.673215] [INFO ] [sig       ] [939/3551] Forecasting DHF...
[2025-12-24T20:20:32.673245] [INFO ] [sig       ] Generating forecast for: DHF
[2025-12-24T20:20:32.673275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-12-24T20:20:32.684370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2025-12-24T20:20:32.684713] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-12-24T20:20:32.685465] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-12-24T20:20:32.685517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:32.685548] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:32.685591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:32.685652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:32.741401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:32.742251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:32.742340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:32.742372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:32.859089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:32.859247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:32.859287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:32.859314] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:32.862710] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: DOWN (p=23.23%)
[2025-12-24T20:20:32.862988] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-12-24T20:20:32.863110] [INFO ] [sig       ] DHF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:33.001751] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DHF.txt
[2025-12-24T20:20:33.001901] [INFO ] [sig       ] [939/3551] Completed DHF in 0.3s | 2.86 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-24T20:20:33.001948] [INFO ] [sig       ] [940/3551] Forecasting DHI...
[2025-12-24T20:20:33.001978] [INFO ] [sig       ] Generating forecast for: DHI
[2025-12-24T20:20:33.002009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-12-24T20:20:33.013197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2025-12-24T20:20:33.013535] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-12-24T20:20:33.014302] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-12-24T20:20:33.014354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:33.014387] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:33.014413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:33.014469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:33.070261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:33.071151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:33.071235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:33.071268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:33.195421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:33.195585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:33.195627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:33.195656] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:33.198935] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: DOWN (p=39.89%)
[2025-12-24T20:20:33.199204] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-12-24T20:20:33.199343] [INFO ] [sig       ] DHI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:33.338183] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DHI.txt
[2025-12-24T20:20:33.338322] [INFO ] [sig       ] [940/3551] Completed DHI in 0.3s | 2.86 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-24T20:20:33.338361] [INFO ] [sig       ] [941/3551] Forecasting DHIL...
[2025-12-24T20:20:33.338391] [INFO ] [sig       ] Generating forecast for: DHIL
[2025-12-24T20:20:33.338421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2025-12-24T20:20:33.349522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2025-12-24T20:20:33.349840] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2025-12-24T20:20:33.350761] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2025-12-24T20:20:33.350814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:33.350846] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:33.350872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:33.350940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:33.407100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:33.407775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:33.407853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:33.407885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:33.519779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:33.519930] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-24T20:20:33.519975] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:33.520034] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:33.523352] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: UP (p=58.06%)
[2025-12-24T20:20:33.523638] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2025-12-24T20:20:33.523778] [INFO ] [sig       ] DHIL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:33.664955] [INFO ] [LOCAL     ] Saved forecast: DHIL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DHIL.txt
[2025-12-24T20:20:33.665096] [INFO ] [sig       ] [941/3551] Completed DHIL in 0.3s | 2.86 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-24T20:20:33.665136] [INFO ] [sig       ] [942/3551] Forecasting DHX...
[2025-12-24T20:20:33.665166] [INFO ] [sig       ] Generating forecast for: DHX
[2025-12-24T20:20:33.665196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-12-24T20:20:33.676743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2025-12-24T20:20:33.677053] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-12-24T20:20:33.677814] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-12-24T20:20:33.677866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:33.677898] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:33.677925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:33.677983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:33.733911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:33.734570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:33.734667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:33.734698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:33.853790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:33.853931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:33.853974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:33.854003] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:33.857259] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=89.53%)
[2025-12-24T20:20:33.857523] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-12-24T20:20:33.857661] [INFO ] [sig       ] DHX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:34.000380] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DHX.txt
[2025-12-24T20:20:34.000509] [INFO ] [sig       ] [942/3551] Completed DHX in 0.3s | 2.86 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-24T20:20:34.000549] [INFO ] [sig       ] [943/3551] Forecasting DIBS...
[2025-12-24T20:20:34.000595] [INFO ] [sig       ] Generating forecast for: DIBS
[2025-12-24T20:20:34.000627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2025-12-24T20:20:34.012059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2025-12-24T20:20:34.012364] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2025-12-24T20:20:34.013121] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2025-12-24T20:20:34.013173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:34.013204] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:34.013231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:34.013287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:34.068785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:34.069427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:34.069533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:34.069569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:34.196168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:34.196332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:34.196394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:34.196426] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:34.200067] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: DOWN (p=24.48%)
[2025-12-24T20:20:34.200434] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2025-12-24T20:20:34.200627] [INFO ] [sig       ] DIBS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:34.352148] [INFO ] [LOCAL     ] Saved forecast: DIBS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DIBS.txt
[2025-12-24T20:20:34.352321] [INFO ] [sig       ] [943/3551] Completed DIBS in 0.4s | 2.86 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-24T20:20:34.352363] [INFO ] [sig       ] [944/3551] Forecasting DIN...
[2025-12-24T20:20:34.352393] [INFO ] [sig       ] Generating forecast for: DIN
[2025-12-24T20:20:34.352423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-12-24T20:20:34.365549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2025-12-24T20:20:34.365943] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-12-24T20:20:34.366767] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-12-24T20:20:34.366821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:34.366853] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:34.366880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:34.366938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:34.431412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:34.432508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:34.432639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:34.432684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:34.559834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:34.559991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:34.560034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:34.560062] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:34.563417] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=5.41%)
[2025-12-24T20:20:34.563727] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-12-24T20:20:34.563857] [INFO ] [sig       ] DIN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:34.709521] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DIN.txt
[2025-12-24T20:20:34.709706] [INFO ] [sig       ] [944/3551] Completed DIN in 0.4s | 2.86 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-24T20:20:34.709759] [INFO ] [sig       ] [945/3551] Forecasting DINO...
[2025-12-24T20:20:34.709790] [INFO ] [sig       ] Generating forecast for: DINO
[2025-12-24T20:20:34.709820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-12-24T20:20:34.723448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2025-12-24T20:20:34.723840] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-12-24T20:20:34.724646] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-12-24T20:20:34.724698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:34.724730] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:34.724756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:34.724812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:34.782988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:34.783891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:34.784032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:34.784070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:34.915004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:34.915152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:34.915190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:34.915219] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:34.918512] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=64.18%)
[2025-12-24T20:20:34.918793] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-12-24T20:20:34.918912] [INFO ] [sig       ] DINO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:35.061109] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DINO.txt
[2025-12-24T20:20:35.061264] [INFO ] [sig       ] [945/3551] Completed DINO in 0.4s | 2.86 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-24T20:20:35.061303] [INFO ] [sig       ] [946/3551] Forecasting DIOD...
[2025-12-24T20:20:35.061332] [INFO ] [sig       ] Generating forecast for: DIOD
[2025-12-24T20:20:35.061362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2025-12-24T20:20:35.072754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2025-12-24T20:20:35.073018] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2025-12-24T20:20:35.073782] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2025-12-24T20:20:35.073833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:35.073864] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:35.073891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:35.073947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:35.130840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:35.131452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:35.131530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:35.131562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:35.251043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:35.251208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:35.251247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:35.251276] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:35.254558] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: DOWN (p=48.39%)
[2025-12-24T20:20:35.254837] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2025-12-24T20:20:35.254957] [INFO ] [sig       ] DIOD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:35.394804] [INFO ] [LOCAL     ] Saved forecast: DIOD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DIOD.txt
[2025-12-24T20:20:35.394925] [INFO ] [sig       ] [946/3551] Completed DIOD in 0.3s | 2.86 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-24T20:20:35.394963] [INFO ] [sig       ] [947/3551] Forecasting DIS...
[2025-12-24T20:20:35.394993] [INFO ] [sig       ] Generating forecast for: DIS
[2025-12-24T20:20:35.395023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-12-24T20:20:35.406090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2025-12-24T20:20:35.406363] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-12-24T20:20:35.407149] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-12-24T20:20:35.407201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:35.407241] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:35.407269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:35.407325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:35.465264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:35.466116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:35.466198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:35.466230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:35.585107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:35.585252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:35.585290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:35.585319] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:35.588611] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: DOWN (p=2.79%)
[2025-12-24T20:20:35.588881] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-12-24T20:20:35.589000] [INFO ] [sig       ] DIS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:35.727651] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DIS.txt
[2025-12-24T20:20:35.727768] [INFO ] [sig       ] [947/3551] Completed DIS in 0.3s | 2.86 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-24T20:20:35.727806] [INFO ] [sig       ] [948/3551] Forecasting DJCO...
[2025-12-24T20:20:35.727836] [INFO ] [sig       ] Generating forecast for: DJCO
[2025-12-24T20:20:35.727865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2025-12-24T20:20:35.738776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2025-12-24T20:20:35.739050] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2025-12-24T20:20:35.739866] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2025-12-24T20:20:35.739920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:35.739953] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:35.739982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:35.740040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:35.797821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:35.798670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:35.798780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:35.798813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:35.916009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:35.916159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:35.916199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:35.916230] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:35.919637] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: DOWN (p=4.82%)
[2025-12-24T20:20:35.919906] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2025-12-24T20:20:35.920029] [INFO ] [sig       ] DJCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:36.060833] [INFO ] [LOCAL     ] Saved forecast: DJCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DJCO.txt
[2025-12-24T20:20:36.060953] [INFO ] [sig       ] [948/3551] Completed DJCO in 0.3s | 2.86 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-24T20:20:36.060991] [INFO ] [sig       ] [949/3551] Forecasting DK...
[2025-12-24T20:20:36.061026] [INFO ] [sig       ] Generating forecast for: DK
[2025-12-24T20:20:36.061055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-12-24T20:20:36.073138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2025-12-24T20:20:36.073456] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-12-24T20:20:36.074258] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-12-24T20:20:36.074311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:36.074342] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:36.074368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:36.074423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:36.130530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:36.131417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:36.131503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:36.131535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:36.256024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:36.256184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:36.256224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:36.256253] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:36.259631] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: UP (p=80.46%)
[2025-12-24T20:20:36.259898] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-12-24T20:20:36.260018] [INFO ] [sig       ] DK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:36.405249] [INFO ] [LOCAL     ] Saved forecast: DK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DK.txt
[2025-12-24T20:20:36.405418] [INFO ] [sig       ] [949/3551] Completed DK in 0.3s | 2.86 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-24T20:20:36.405459] [INFO ] [sig       ] [950/3551] Forecasting DKL...
[2025-12-24T20:20:36.405489] [INFO ] [sig       ] Generating forecast for: DKL
[2025-12-24T20:20:36.405520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-12-24T20:20:36.417441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2025-12-24T20:20:36.417828] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-12-24T20:20:36.418635] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-12-24T20:20:36.418687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:36.418719] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:36.418747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:36.418804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:36.476891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:36.477729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:36.477810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:36.477842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:36.594936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:36.595082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:36.595122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:36.595151] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:36.598535] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: DOWN (p=45.90%)
[2025-12-24T20:20:36.598825] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-12-24T20:20:36.598946] [INFO ] [sig       ] DKL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:36.747541] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DKL.txt
[2025-12-24T20:20:36.747753] [INFO ] [sig       ] [950/3551] Completed DKL in 0.3s | 2.86 sym/s | Total: 5.5m | ETA: 15.2m
[2025-12-24T20:20:36.747803] [INFO ] [sig       ] [951/3551] Forecasting DKNG...
[2025-12-24T20:20:36.747848] [INFO ] [sig       ] Generating forecast for: DKNG
[2025-12-24T20:20:36.747890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2025-12-24T20:20:36.761783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2025-12-24T20:20:36.762186] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2025-12-24T20:20:36.762998] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2025-12-24T20:20:36.763051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:36.763082] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:36.763109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:36.763164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:36.834349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:36.835345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:36.835437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:36.835470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:36.951845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:36.951993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:36.952031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:36.952060] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:36.955712] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: DOWN (p=9.68%)
[2025-12-24T20:20:36.955979] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2025-12-24T20:20:36.956102] [INFO ] [sig       ] DKNG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:37.096086] [INFO ] [LOCAL     ] Saved forecast: DKNG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DKNG.txt
[2025-12-24T20:20:37.096241] [INFO ] [sig       ] [951/3551] Completed DKNG in 0.3s | 2.86 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-24T20:20:37.096283] [INFO ] [sig       ] [952/3551] Forecasting DKS...
[2025-12-24T20:20:37.096314] [INFO ] [sig       ] Generating forecast for: DKS
[2025-12-24T20:20:37.096345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-12-24T20:20:37.108259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2025-12-24T20:20:37.108617] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-12-24T20:20:37.109401] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-12-24T20:20:37.109454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:37.109484] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:37.109510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:37.109565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:37.166139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:37.166893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:37.166975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:37.167007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:37.286070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:37.286227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:37.286267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:37.286296] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:37.289715] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: UP (p=65.55%)
[2025-12-24T20:20:37.289994] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-12-24T20:20:37.290121] [INFO ] [sig       ] DKS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:37.450342] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DKS.txt
[2025-12-24T20:20:37.450562] [INFO ] [sig       ] [952/3551] Completed DKS in 0.4s | 2.86 sym/s | Total: 5.5m | ETA: 15.1m
[2025-12-24T20:20:37.450649] [INFO ] [sig       ] [953/3551] Forecasting DLB...
[2025-12-24T20:20:37.450697] [INFO ] [sig       ] Generating forecast for: DLB
[2025-12-24T20:20:37.450744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-12-24T20:20:37.467849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2025-12-24T20:20:37.468352] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-12-24T20:20:37.469501] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-12-24T20:20:37.469598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:37.469650] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:37.469690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:37.469774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:37.537208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:37.538289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:37.538413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:37.538447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:37.690192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:37.690401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:37.690456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:37.690488] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:37.694904] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: UP (p=77.37%)
[2025-12-24T20:20:37.695367] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-12-24T20:20:37.695556] [INFO ] [sig       ] DLB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:37.899186] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DLB.txt
[2025-12-24T20:20:37.899442] [INFO ] [sig       ] [953/3551] Completed DLB in 0.4s | 2.86 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-24T20:20:37.899496] [INFO ] [sig       ] [954/3551] Forecasting DLHC...
[2025-12-24T20:20:37.899535] [INFO ] [sig       ] Generating forecast for: DLHC
[2025-12-24T20:20:37.899596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2025-12-24T20:20:37.916878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2025-12-24T20:20:37.917383] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2025-12-24T20:20:37.918336] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2025-12-24T20:20:37.918400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:37.918444] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:37.918482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:37.918567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:37.988209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:37.989288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:37.989713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:37.989755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:38.128975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:38.129161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:38.129217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:38.129255] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:38.133619] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: UP (p=56.66%)
[2025-12-24T20:20:38.134109] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2025-12-24T20:20:38.134310] [INFO ] [sig       ] DLHC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:38.324241] [INFO ] [LOCAL     ] Saved forecast: DLHC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DLHC.txt
[2025-12-24T20:20:38.324454] [INFO ] [sig       ] [954/3551] Completed DLHC in 0.4s | 2.86 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-24T20:20:38.324518] [INFO ] [sig       ] [955/3551] Forecasting DLNG...
[2025-12-24T20:20:38.324595] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-12-24T20:20:38.324650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-12-24T20:20:38.339796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2025-12-24T20:20:38.340285] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-12-24T20:20:38.341420] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-12-24T20:20:38.341489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:38.341590] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:38.341641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:38.341729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:38.435076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:38.436398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:38.436528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:38.436604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:38.555755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:38.555918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:38.555960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:38.555989] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:38.559563] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: UP (p=94.55%)
[2025-12-24T20:20:38.559912] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-12-24T20:20:38.560056] [INFO ] [sig       ] DLNG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:38.700072] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DLNG.txt
[2025-12-24T20:20:38.700214] [INFO ] [sig       ] [955/3551] Completed DLNG in 0.4s | 2.86 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-24T20:20:38.700255] [INFO ] [sig       ] [956/3551] Forecasting DLO...
[2025-12-24T20:20:38.700284] [INFO ] [sig       ] Generating forecast for: DLO
[2025-12-24T20:20:38.700314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2025-12-24T20:20:38.715966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2025-12-24T20:20:38.716273] [INFO ] [FORECASTER] Starting predict_future for DLO
[2025-12-24T20:20:38.717051] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2025-12-24T20:20:38.717102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:38.717133] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:38.717159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:38.717214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:38.775622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:38.776558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:38.776667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:38.776702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:38.896840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:38.896977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:38.897015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:38.897043] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:38.900336] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: DOWN (p=1.71%)
[2025-12-24T20:20:38.900617] [INFO ] [FORECASTER] Completed predict_future for DLO
[2025-12-24T20:20:38.900738] [INFO ] [sig       ] DLO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:39.045711] [INFO ] [LOCAL     ] Saved forecast: DLO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DLO.txt
[2025-12-24T20:20:39.045848] [INFO ] [sig       ] [956/3551] Completed DLO in 0.3s | 2.86 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-24T20:20:39.045890] [INFO ] [sig       ] [957/3551] Forecasting DLPN...
[2025-12-24T20:20:39.045919] [INFO ] [sig       ] Generating forecast for: DLPN
[2025-12-24T20:20:39.045950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2025-12-24T20:20:39.063967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2025-12-24T20:20:39.064299] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2025-12-24T20:20:39.065085] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2025-12-24T20:20:39.065139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:39.065173] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:39.065201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:39.065258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:39.124147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:39.124804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:39.124903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:39.124937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:39.234092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:39.234242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:39.234282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:39.234310] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:39.237936] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: DOWN (p=3.25%)
[2025-12-24T20:20:39.238214] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2025-12-24T20:20:39.238338] [INFO ] [sig       ] DLPN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:39.379889] [INFO ] [LOCAL     ] Saved forecast: DLPN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DLPN.txt
[2025-12-24T20:20:39.380024] [INFO ] [sig       ] [957/3551] Completed DLPN in 0.3s | 2.86 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-24T20:20:39.380065] [INFO ] [sig       ] [958/3551] Forecasting DLTH...
[2025-12-24T20:20:39.380094] [INFO ] [sig       ] Generating forecast for: DLTH
[2025-12-24T20:20:39.380124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2025-12-24T20:20:39.392503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2025-12-24T20:20:39.392818] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2025-12-24T20:20:39.393598] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2025-12-24T20:20:39.393653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:39.393686] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:39.393714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:39.393783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:39.454408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:39.455226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:39.455311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:39.455346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:39.577117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:39.577268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:39.577307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:39.577370] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:39.580781] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: UP (p=87.03%)
[2025-12-24T20:20:39.581059] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2025-12-24T20:20:39.581184] [INFO ] [sig       ] DLTH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:39.733196] [INFO ] [LOCAL     ] Saved forecast: DLTH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DLTH.txt
[2025-12-24T20:20:39.733347] [INFO ] [sig       ] [958/3551] Completed DLTH in 0.4s | 2.86 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-24T20:20:39.733387] [INFO ] [sig       ] [959/3551] Forecasting DLX...
[2025-12-24T20:20:39.733418] [INFO ] [sig       ] Generating forecast for: DLX
[2025-12-24T20:20:39.733449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-12-24T20:20:39.745629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2025-12-24T20:20:39.746013] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-12-24T20:20:39.746842] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-12-24T20:20:39.746898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:39.746932] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:39.746959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:39.747015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:39.803946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:39.804779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:39.804861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:39.804894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:39.924952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:39.925093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:39.925131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:39.925159] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:39.928510] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: DOWN (p=20.58%)
[2025-12-24T20:20:39.928795] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-12-24T20:20:39.928914] [INFO ] [sig       ] DLX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:40.082983] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DLX.txt
[2025-12-24T20:20:40.083140] [INFO ] [sig       ] [959/3551] Completed DLX in 0.3s | 2.86 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-24T20:20:40.083180] [INFO ] [sig       ] [960/3551] Forecasting DLY...
[2025-12-24T20:20:40.083210] [INFO ] [sig       ] Generating forecast for: DLY
[2025-12-24T20:20:40.083240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-12-24T20:20:40.095565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLY'.
[2025-12-24T20:20:40.095975] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-12-24T20:20:40.096853] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-12-24T20:20:40.096930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:40.096977] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:40.097008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:40.097075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:40.153684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:40.154497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:40.154594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:40.154629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:40.268841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:40.268986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:40.269025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:40.269055] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:40.272553] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: DOWN (p=5.42%)
[2025-12-24T20:20:40.272836] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-12-24T20:20:40.272957] [INFO ] [sig       ] DLY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:40.413734] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DLY.txt
[2025-12-24T20:20:40.413897] [INFO ] [sig       ] [960/3551] Completed DLY in 0.3s | 2.86 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-24T20:20:40.413945] [INFO ] [sig       ] [961/3551] Forecasting DMAC...
[2025-12-24T20:20:40.413979] [INFO ] [sig       ] Generating forecast for: DMAC
[2025-12-24T20:20:40.414013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2025-12-24T20:20:40.429113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2025-12-24T20:20:40.429484] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2025-12-24T20:20:40.430271] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2025-12-24T20:20:40.430323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:40.430354] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:40.430381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:40.430436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:40.487371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:40.488275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:40.488362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:40.488396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:40.618092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:40.618246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:40.618286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:40.618317] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:40.621753] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: DOWN (p=26.18%)
[2025-12-24T20:20:40.622034] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2025-12-24T20:20:40.622162] [INFO ] [sig       ] DMAC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:40.766749] [INFO ] [LOCAL     ] Saved forecast: DMAC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DMAC.txt
[2025-12-24T20:20:40.766901] [INFO ] [sig       ] [961/3551] Completed DMAC in 0.4s | 2.86 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-24T20:20:40.766940] [INFO ] [sig       ] [962/3551] Forecasting DMB...
[2025-12-24T20:20:40.766970] [INFO ] [sig       ] Generating forecast for: DMB
[2025-12-24T20:20:40.767001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-12-24T20:20:40.781496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2025-12-24T20:20:40.781929] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-12-24T20:20:40.782964] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-12-24T20:20:40.783029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:40.783071] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:40.783106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:40.783191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:40.844256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:40.845150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:40.845237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:40.845271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:40.971556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:40.971728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:40.971769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:40.971801] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:40.975261] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: DOWN (p=32.80%)
[2025-12-24T20:20:40.975536] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-12-24T20:20:40.975680] [INFO ] [sig       ] DMB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:41.121292] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DMB.txt
[2025-12-24T20:20:41.121447] [INFO ] [sig       ] [962/3551] Completed DMB in 0.4s | 2.86 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-24T20:20:41.121491] [INFO ] [sig       ] [963/3551] Forecasting DMLP...
[2025-12-24T20:20:41.121522] [INFO ] [sig       ] Generating forecast for: DMLP
[2025-12-24T20:20:41.121553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2025-12-24T20:20:41.132902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2025-12-24T20:20:41.133250] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2025-12-24T20:20:41.134035] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2025-12-24T20:20:41.134089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:41.134123] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:41.134151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:41.134210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:41.192866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:41.193883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:41.193985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:41.194022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:41.317789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:41.317942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:41.317981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:41.318010] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:41.321307] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: DOWN (p=20.60%)
[2025-12-24T20:20:41.321777] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2025-12-24T20:20:41.321896] [INFO ] [sig       ] DMLP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:41.471814] [INFO ] [LOCAL     ] Saved forecast: DMLP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DMLP.txt
[2025-12-24T20:20:41.471988] [INFO ] [sig       ] [963/3551] Completed DMLP in 0.4s | 2.86 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-24T20:20:41.472038] [INFO ] [sig       ] [964/3551] Forecasting DMO...
[2025-12-24T20:20:41.472072] [INFO ] [sig       ] Generating forecast for: DMO
[2025-12-24T20:20:41.472104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-12-24T20:20:41.484464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2025-12-24T20:20:41.484825] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-12-24T20:20:41.485628] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-12-24T20:20:41.485682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:41.485714] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:41.485742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:41.485799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:41.546511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:41.547406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:41.547523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:41.547560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:41.675928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:41.676079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:41.676119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:41.676147] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:41.679626] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: UP (p=54.36%)
[2025-12-24T20:20:41.679910] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-12-24T20:20:41.680043] [INFO ] [sig       ] DMO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:41.820208] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DMO.txt
[2025-12-24T20:20:41.820367] [INFO ] [sig       ] [964/3551] Completed DMO in 0.3s | 2.86 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-24T20:20:41.820411] [INFO ] [sig       ] [965/3551] Forecasting DMRC...
[2025-12-24T20:20:41.820444] [INFO ] [sig       ] Generating forecast for: DMRC
[2025-12-24T20:20:41.820476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2025-12-24T20:20:41.831930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2025-12-24T20:20:41.832278] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2025-12-24T20:20:41.833049] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2025-12-24T20:20:41.833101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:41.833133] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:41.833162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:41.833220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:41.889194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:41.890000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:41.890123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:41.890163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:42.008007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:42.008152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:42.008191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:42.008221] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:42.011514] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: DOWN (p=43.22%)
[2025-12-24T20:20:42.011819] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2025-12-24T20:20:42.011942] [INFO ] [sig       ] DMRC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:42.151128] [INFO ] [LOCAL     ] Saved forecast: DMRC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DMRC.txt
[2025-12-24T20:20:42.151308] [INFO ] [sig       ] [965/3551] Completed DMRC in 0.3s | 2.86 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-24T20:20:42.151354] [INFO ] [sig       ] [966/3551] Forecasting DMXF...
[2025-12-24T20:20:42.151386] [INFO ] [sig       ] Generating forecast for: DMXF
[2025-12-24T20:20:42.151418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2025-12-24T20:20:42.162890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2025-12-24T20:20:42.163208] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2025-12-24T20:20:42.163969] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2025-12-24T20:20:42.164021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:42.164052] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:42.164079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:42.164135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:42.223496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:42.224331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:42.224417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:42.224451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:42.349608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:42.349744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:42.349786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:42.349815] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:42.353429] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: DOWN (p=3.93%)
[2025-12-24T20:20:42.353747] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2025-12-24T20:20:42.353887] [INFO ] [sig       ] DMXF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:42.492672] [INFO ] [LOCAL     ] Saved forecast: DMXF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DMXF.txt
[2025-12-24T20:20:42.492805] [INFO ] [sig       ] [966/3551] Completed DMXF in 0.3s | 2.86 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-24T20:20:42.492855] [INFO ] [sig       ] [967/3551] Forecasting DNA...
[2025-12-24T20:20:42.492887] [INFO ] [sig       ] Generating forecast for: DNA
[2025-12-24T20:20:42.492916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-12-24T20:20:42.505293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2025-12-24T20:20:42.505635] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-12-24T20:20:42.506400] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-12-24T20:20:42.506453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:42.506488] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:42.506517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:42.506596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:42.566138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:42.566906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:42.566992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:42.567026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:42.690762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:42.690917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:42.690992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:42.691025] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:42.694778] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: UP (p=87.34%)
[2025-12-24T20:20:42.695067] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-12-24T20:20:42.695196] [INFO ] [sig       ] DNA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:42.837909] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DNA.txt
[2025-12-24T20:20:42.838067] [INFO ] [sig       ] [967/3551] Completed DNA in 0.3s | 2.86 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-24T20:20:42.838108] [INFO ] [sig       ] [968/3551] Forecasting DNLI...
[2025-12-24T20:20:42.838139] [INFO ] [sig       ] Generating forecast for: DNLI
[2025-12-24T20:20:42.838169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2025-12-24T20:20:42.850055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2025-12-24T20:20:42.850426] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2025-12-24T20:20:42.851235] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2025-12-24T20:20:42.851296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:42.851336] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:42.851370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:42.851437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:42.910232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:42.911104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:42.911196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:42.911230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:43.040649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:43.040801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:43.040840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:43.040869] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:43.044789] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: UP (p=50.85%)
[2025-12-24T20:20:43.045053] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2025-12-24T20:20:43.045173] [INFO ] [sig       ] DNLI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:43.187090] [INFO ] [LOCAL     ] Saved forecast: DNLI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DNLI.txt
[2025-12-24T20:20:43.187255] [INFO ] [sig       ] [968/3551] Completed DNLI in 0.3s | 2.86 sym/s | Total: 5.6m | ETA: 15.1m
[2025-12-24T20:20:43.187296] [INFO ] [sig       ] [969/3551] Forecasting DNP...
[2025-12-24T20:20:43.187325] [INFO ] [sig       ] Generating forecast for: DNP
[2025-12-24T20:20:43.187356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-12-24T20:20:43.198055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2025-12-24T20:20:43.198367] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-12-24T20:20:43.199149] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-12-24T20:20:43.199200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:43.199232] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:43.199257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:43.199313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:43.255465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:43.256304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:43.256386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:43.256418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:43.380615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:43.380773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:43.380812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:43.380841] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:43.384630] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=75.37%)
[2025-12-24T20:20:43.384951] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-12-24T20:20:43.385085] [INFO ] [sig       ] DNP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:43.534285] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DNP.txt
[2025-12-24T20:20:43.534439] [INFO ] [sig       ] [969/3551] Completed DNP in 0.3s | 2.86 sym/s | Total: 5.6m | ETA: 15.0m
[2025-12-24T20:20:43.534477] [INFO ] [sig       ] [970/3551] Forecasting DNTH...
[2025-12-24T20:20:43.534508] [INFO ] [sig       ] Generating forecast for: DNTH
[2025-12-24T20:20:43.534538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2025-12-24T20:20:43.547375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2025-12-24T20:20:43.547751] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2025-12-24T20:20:43.548496] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2025-12-24T20:20:43.548547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:43.548596] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:43.548626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:43.548682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:43.607612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:43.608459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:43.608546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:43.608598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:43.731539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:43.731709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:43.731749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:43.731777] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:43.735696] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: DOWN (p=36.63%)
[2025-12-24T20:20:43.735979] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2025-12-24T20:20:43.736105] [INFO ] [sig       ] DNTH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:43.885782] [INFO ] [LOCAL     ] Saved forecast: DNTH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DNTH.txt
[2025-12-24T20:20:43.885934] [INFO ] [sig       ] [970/3551] Completed DNTH in 0.4s | 2.86 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-24T20:20:43.885977] [INFO ] [sig       ] [971/3551] Forecasting DOCN...
[2025-12-24T20:20:43.886010] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-12-24T20:20:43.886042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-12-24T20:20:43.898739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2025-12-24T20:20:43.899108] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-12-24T20:20:43.899994] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-12-24T20:20:43.900049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:43.900097] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:43.900127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:43.900187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:43.958889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:43.959785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:43.959876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:43.959910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:44.085320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:44.085678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:44.085717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:44.085746] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:44.089252] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=26.79%)
[2025-12-24T20:20:44.089548] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-12-24T20:20:44.089693] [INFO ] [sig       ] DOCN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:44.232252] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DOCN.txt
[2025-12-24T20:20:44.232422] [INFO ] [sig       ] [971/3551] Completed DOCN in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-24T20:20:44.232465] [INFO ] [sig       ] [972/3551] Forecasting DOCS...
[2025-12-24T20:20:44.232498] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-12-24T20:20:44.232529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-12-24T20:20:44.244234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2025-12-24T20:20:44.244685] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-12-24T20:20:44.245523] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-12-24T20:20:44.245606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:44.245675] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:44.245705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:44.245763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:44.302837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:44.303728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:44.303816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:44.303851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:44.430772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:44.430949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:44.430992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:44.431021] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:44.434449] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: UP (p=61.56%)
[2025-12-24T20:20:44.434736] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-12-24T20:20:44.434863] [INFO ] [sig       ] DOCS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:44.579453] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DOCS.txt
[2025-12-24T20:20:44.579616] [INFO ] [sig       ] [972/3551] Completed DOCS in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-24T20:20:44.579660] [INFO ] [sig       ] [973/3551] Forecasting DOGZ...
[2025-12-24T20:20:44.579689] [INFO ] [sig       ] Generating forecast for: DOGZ
[2025-12-24T20:20:44.579717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2025-12-24T20:20:44.591222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2025-12-24T20:20:44.591618] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2025-12-24T20:20:44.592481] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2025-12-24T20:20:44.592536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:44.592625] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:44.592665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:44.592739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:44.650723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:44.651558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:44.651663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:44.651697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:44.780724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:44.780878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:44.780918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:44.780947] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:44.784847] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: UP (p=69.14%)
[2025-12-24T20:20:44.785112] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2025-12-24T20:20:44.785235] [INFO ] [sig       ] DOGZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:44.930086] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DOGZ.txt
[2025-12-24T20:20:44.930226] [INFO ] [sig       ] [973/3551] Completed DOGZ in 0.4s | 2.86 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-24T20:20:44.930264] [INFO ] [sig       ] [974/3551] Forecasting DOLE...
[2025-12-24T20:20:44.930293] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-12-24T20:20:44.930324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-12-24T20:20:44.942815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2025-12-24T20:20:44.943156] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-12-24T20:20:44.943936] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-12-24T20:20:44.943987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:44.944018] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:44.944045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:44.944100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:45.015406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:45.016244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:45.016329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:45.016364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:45.137297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:45.137446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:45.137486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:45.137514] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:45.141051] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=36.04%)
[2025-12-24T20:20:45.141321] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-12-24T20:20:45.141442] [INFO ] [sig       ] DOLE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:45.283204] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DOLE.txt
[2025-12-24T20:20:45.283368] [INFO ] [sig       ] [974/3551] Completed DOLE in 0.4s | 2.86 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-24T20:20:45.283408] [INFO ] [sig       ] [975/3551] Forecasting DOMO...
[2025-12-24T20:20:45.283445] [INFO ] [sig       ] Generating forecast for: DOMO
[2025-12-24T20:20:45.283477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2025-12-24T20:20:45.295279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2025-12-24T20:20:45.295661] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2025-12-24T20:20:45.296416] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2025-12-24T20:20:45.296467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:45.296499] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:45.296527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:45.296605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:45.356566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:45.357465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:45.357548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:45.357597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:45.480383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:45.480533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:45.480587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:45.480645] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:45.484303] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: DOWN (p=24.14%)
[2025-12-24T20:20:45.484584] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2025-12-24T20:20:45.484707] [INFO ] [sig       ] DOMO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:45.625529] [INFO ] [LOCAL     ] Saved forecast: DOMO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DOMO.txt
[2025-12-24T20:20:45.625660] [INFO ] [sig       ] [975/3551] Completed DOMO in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-24T20:20:45.625699] [INFO ] [sig       ] [976/3551] Forecasting DORM...
[2025-12-24T20:20:45.625729] [INFO ] [sig       ] Generating forecast for: DORM
[2025-12-24T20:20:45.625758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2025-12-24T20:20:45.637672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2025-12-24T20:20:45.637942] [INFO ] [FORECASTER] Starting predict_future for DORM
[2025-12-24T20:20:45.638851] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2025-12-24T20:20:45.638902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:45.638933] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:45.638959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:45.639014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:45.695891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:45.696691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:45.696770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:45.696802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:45.821387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:45.821513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:45.821550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:45.821595] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:45.824952] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: DOWN (p=14.99%)
[2025-12-24T20:20:45.825214] [INFO ] [FORECASTER] Completed predict_future for DORM
[2025-12-24T20:20:45.825336] [INFO ] [sig       ] DORM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:45.966199] [INFO ] [LOCAL     ] Saved forecast: DORM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DORM.txt
[2025-12-24T20:20:45.966319] [INFO ] [sig       ] [976/3551] Completed DORM in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-24T20:20:45.966357] [INFO ] [sig       ] [977/3551] Forecasting DOUG...
[2025-12-24T20:20:45.966387] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-12-24T20:20:45.966416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-12-24T20:20:45.978784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2025-12-24T20:20:45.979172] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-12-24T20:20:45.979995] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-12-24T20:20:45.980050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:45.980089] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:45.980128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:45.980192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:46.039888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:46.040769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:46.040856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:46.040890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:46.175956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:46.176117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:46.176159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:46.176190] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:46.179641] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: UP (p=90.13%)
[2025-12-24T20:20:46.179926] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-12-24T20:20:46.180058] [INFO ] [sig       ] DOUG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:46.328764] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DOUG.txt
[2025-12-24T20:20:46.328919] [INFO ] [sig       ] [977/3551] Completed DOUG in 0.4s | 2.86 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-24T20:20:46.328958] [INFO ] [sig       ] [978/3551] Forecasting DOX...
[2025-12-24T20:20:46.328987] [INFO ] [sig       ] Generating forecast for: DOX
[2025-12-24T20:20:46.329018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2025-12-24T20:20:46.340942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2025-12-24T20:20:46.341251] [INFO ] [FORECASTER] Starting predict_future for DOX
[2025-12-24T20:20:46.342019] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2025-12-24T20:20:46.342071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:46.342102] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:46.342128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:46.342184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:46.400802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:46.401685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:46.401768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:46.401800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:46.525666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:46.525819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:46.525858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:46.525903] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:46.529181] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2025-12-24T20:20:46.529469] [INFO ] [FORECASTER] Completed predict_future for DOX
[2025-12-24T20:20:46.529610] [INFO ] [sig       ] DOX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:46.673817] [INFO ] [LOCAL     ] Saved forecast: DOX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DOX.txt
[2025-12-24T20:20:46.673950] [INFO ] [sig       ] [978/3551] Completed DOX in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-24T20:20:46.673989] [INFO ] [sig       ] [979/3551] Forecasting DPG...
[2025-12-24T20:20:46.674018] [INFO ] [sig       ] Generating forecast for: DPG
[2025-12-24T20:20:46.674048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-12-24T20:20:46.685783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2025-12-24T20:20:46.686077] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-12-24T20:20:46.686835] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-12-24T20:20:46.686887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:46.686918] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:46.686945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:46.687000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:46.743072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:46.743687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:46.743765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:46.743797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:46.862482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:46.862650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:46.862691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:46.862719] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:46.866034] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: DOWN (p=38.18%)
[2025-12-24T20:20:46.866308] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-12-24T20:20:46.866431] [INFO ] [sig       ] DPG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:47.009220] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DPG.txt
[2025-12-24T20:20:47.009372] [INFO ] [sig       ] [979/3551] Completed DPG in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-24T20:20:47.009416] [INFO ] [sig       ] [980/3551] Forecasting DPRO...
[2025-12-24T20:20:47.009446] [INFO ] [sig       ] Generating forecast for: DPRO
[2025-12-24T20:20:47.009477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2025-12-24T20:20:47.021991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2025-12-24T20:20:47.022273] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2025-12-24T20:20:47.023038] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2025-12-24T20:20:47.023089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:47.023120] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:47.023147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:47.023202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:47.079268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:47.079941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:47.080022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:47.080067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:47.196744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:47.196894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:47.196933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:47.196961] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:47.200281] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: UP (p=80.16%)
[2025-12-24T20:20:47.200759] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2025-12-24T20:20:47.200879] [INFO ] [sig       ] DPRO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:47.343304] [INFO ] [LOCAL     ] Saved forecast: DPRO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DPRO.txt
[2025-12-24T20:20:47.343426] [INFO ] [sig       ] [980/3551] Completed DPRO in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-24T20:20:47.343465] [INFO ] [sig       ] [981/3551] Forecasting DPZ...
[2025-12-24T20:20:47.343493] [INFO ] [sig       ] Generating forecast for: DPZ
[2025-12-24T20:20:47.343523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2025-12-24T20:20:47.355004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2025-12-24T20:20:47.355295] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2025-12-24T20:20:47.356070] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2025-12-24T20:20:47.356124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:47.356155] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:47.356182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:47.356238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:47.413979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:47.414853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:47.414932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:47.414965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:47.537401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:47.537554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:47.537609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:47.537639] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:47.541386] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-24T20:20:47.541886] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2025-12-24T20:20:47.542013] [INFO ] [sig       ] DPZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:47.686717] [INFO ] [LOCAL     ] Saved forecast: DPZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DPZ.txt
[2025-12-24T20:20:47.686846] [INFO ] [sig       ] [981/3551] Completed DPZ in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-24T20:20:47.686884] [INFO ] [sig       ] [982/3551] Forecasting DQ...
[2025-12-24T20:20:47.686915] [INFO ] [sig       ] Generating forecast for: DQ
[2025-12-24T20:20:47.686944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-12-24T20:20:47.699308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2025-12-24T20:20:47.699641] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-12-24T20:20:47.700380] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-12-24T20:20:47.700431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:47.700462] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:47.700501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:47.700559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:47.758501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:47.759288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:47.759415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:47.759448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:47.884263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:47.884409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:47.884451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:47.884481] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:47.888050] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: UP (p=90.51%)
[2025-12-24T20:20:47.888323] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-12-24T20:20:47.888448] [INFO ] [sig       ] DQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:48.036735] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DQ.txt
[2025-12-24T20:20:48.036887] [INFO ] [sig       ] [982/3551] Completed DQ in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-24T20:20:48.036927] [INFO ] [sig       ] [983/3551] Forecasting DRD...
[2025-12-24T20:20:48.036958] [INFO ] [sig       ] Generating forecast for: DRD
[2025-12-24T20:20:48.036988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-12-24T20:20:48.049413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2025-12-24T20:20:48.049727] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-12-24T20:20:48.050497] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-12-24T20:20:48.050549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:48.050612] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:48.050650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:48.050708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:48.107806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:48.108422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:48.108501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:48.108533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:48.229017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:48.229173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:48.229211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:48.229239] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:48.232951] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: UP (p=53.23%)
[2025-12-24T20:20:48.233212] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-12-24T20:20:48.233332] [INFO ] [sig       ] DRD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:48.378754] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DRD.txt
[2025-12-24T20:20:48.378886] [INFO ] [sig       ] [983/3551] Completed DRD in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-24T20:20:48.378926] [INFO ] [sig       ] [984/3551] Forecasting DRH...
[2025-12-24T20:20:48.378955] [INFO ] [sig       ] Generating forecast for: DRH
[2025-12-24T20:20:48.378985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-12-24T20:20:48.391399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2025-12-24T20:20:48.391712] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-12-24T20:20:48.392452] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-12-24T20:20:48.392515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:48.392547] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:48.392602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:48.392673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:48.448795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:48.449456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:48.449537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:48.449569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:48.569410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:48.569550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:48.569604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:48.569634] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:48.572937] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: UP (p=69.79%)
[2025-12-24T20:20:48.573202] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-12-24T20:20:48.573323] [INFO ] [sig       ] DRH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:48.716276] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DRH.txt
[2025-12-24T20:20:48.716428] [INFO ] [sig       ] [984/3551] Completed DRH in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-24T20:20:48.716469] [INFO ] [sig       ] [985/3551] Forecasting DRI...
[2025-12-24T20:20:48.716498] [INFO ] [sig       ] Generating forecast for: DRI
[2025-12-24T20:20:48.716528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-12-24T20:20:48.728735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2025-12-24T20:20:48.729036] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-12-24T20:20:48.729842] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-12-24T20:20:48.729892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:48.729923] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:48.729949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:48.730004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:48.791035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:48.791797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:48.791898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:48.791932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:48.922420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:48.922557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:48.922612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:48.922642] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:48.926169] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=6.88%)
[2025-12-24T20:20:48.926454] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-12-24T20:20:48.926790] [INFO ] [sig       ] DRI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:49.069294] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DRI.txt
[2025-12-24T20:20:49.069456] [INFO ] [sig       ] [985/3551] Completed DRI in 0.4s | 2.86 sym/s | Total: 5.7m | ETA: 15.0m
[2025-12-24T20:20:49.069495] [INFO ] [sig       ] [986/3551] Forecasting DRIO...
[2025-12-24T20:20:49.069524] [INFO ] [sig       ] Generating forecast for: DRIO
[2025-12-24T20:20:49.069554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2025-12-24T20:20:49.081282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2025-12-24T20:20:49.081609] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2025-12-24T20:20:49.082393] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2025-12-24T20:20:49.082445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:49.082477] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:49.082505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:49.082561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:49.139878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:49.140490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:49.140767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:49.140800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:49.256884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:49.257022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:49.257060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:49.257088] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:49.260594] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: UP (p=81.81%)
[2025-12-24T20:20:49.261045] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2025-12-24T20:20:49.261163] [INFO ] [sig       ] DRIO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:49.401461] [INFO ] [LOCAL     ] Saved forecast: DRIO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DRIO.txt
[2025-12-24T20:20:49.401591] [INFO ] [sig       ] [986/3551] Completed DRIO in 0.3s | 2.86 sym/s | Total: 5.7m | ETA: 14.9m
[2025-12-24T20:20:49.401631] [INFO ] [sig       ] [987/3551] Forecasting DRLL...
[2025-12-24T20:20:49.401660] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-12-24T20:20:49.401690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-12-24T20:20:49.413285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2025-12-24T20:20:49.413599] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-12-24T20:20:49.414499] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-12-24T20:20:49.414550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:49.414605] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:49.414634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:49.414690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:49.472522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:49.473124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:49.473203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:49.473234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:49.591511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:49.591770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:49.591811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:49.591839] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:49.595197] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: UP (p=72.54%)
[2025-12-24T20:20:49.595461] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-12-24T20:20:49.595599] [INFO ] [sig       ] DRLL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:49.737457] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DRLL.txt
[2025-12-24T20:20:49.737639] [INFO ] [sig       ] [987/3551] Completed DRLL in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-24T20:20:49.737683] [INFO ] [sig       ] [988/3551] Forecasting DRMA...
[2025-12-24T20:20:49.737713] [INFO ] [sig       ] Generating forecast for: DRMA
[2025-12-24T20:20:49.737744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2025-12-24T20:20:49.750675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2025-12-24T20:20:49.751022] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2025-12-24T20:20:49.752005] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2025-12-24T20:20:49.752057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:49.752089] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:49.752115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:49.752170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:49.808938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:49.809792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:49.809875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:49.809906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:49.925467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:49.925609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:49.925648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:49.925677] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:49.928887] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: UP (p=54.78%)
[2025-12-24T20:20:49.929148] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2025-12-24T20:20:49.929266] [INFO ] [sig       ] DRMA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:50.101904] [INFO ] [LOCAL     ] Saved forecast: DRMA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DRMA.txt
[2025-12-24T20:20:50.102052] [INFO ] [sig       ] [988/3551] Completed DRMA in 0.4s | 2.86 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-24T20:20:50.102091] [INFO ] [sig       ] [989/3551] Forecasting DRS...
[2025-12-24T20:20:50.102121] [INFO ] [sig       ] Generating forecast for: DRS
[2025-12-24T20:20:50.102150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2025-12-24T20:20:50.112917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2025-12-24T20:20:50.113202] [INFO ] [FORECASTER] Starting predict_future for DRS
[2025-12-24T20:20:50.113977] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2025-12-24T20:20:50.114029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:50.114103] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:50.114133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:50.114190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:50.171098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:50.171745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:50.171823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:50.171855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:50.286702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:50.286830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:50.286872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:50.286900] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:50.290226] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: DOWN (p=22.92%)
[2025-12-24T20:20:50.290543] [INFO ] [FORECASTER] Completed predict_future for DRS
[2025-12-24T20:20:50.290679] [INFO ] [sig       ] DRS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:50.434815] [INFO ] [LOCAL     ] Saved forecast: DRS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DRS.txt
[2025-12-24T20:20:50.434940] [INFO ] [sig       ] [989/3551] Completed DRS in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-24T20:20:50.434979] [INFO ] [sig       ] [990/3551] Forecasting DRTS...
[2025-12-24T20:20:50.435007] [INFO ] [sig       ] Generating forecast for: DRTS
[2025-12-24T20:20:50.435036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2025-12-24T20:20:50.446075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2025-12-24T20:20:50.446371] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2025-12-24T20:20:50.447149] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2025-12-24T20:20:50.447201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:50.447233] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:50.447262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:50.447320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:50.505115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:50.505734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:50.505815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:50.505848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:50.624941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:50.625071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:50.625112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:50.625141] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:50.628795] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: DOWN (p=25.66%)
[2025-12-24T20:20:50.629084] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2025-12-24T20:20:50.629209] [INFO ] [sig       ] DRTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:50.774120] [INFO ] [LOCAL     ] Saved forecast: DRTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DRTS.txt
[2025-12-24T20:20:50.774244] [INFO ] [sig       ] [990/3551] Completed DRTS in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-24T20:20:50.774282] [INFO ] [sig       ] [991/3551] Forecasting DRUG...
[2025-12-24T20:20:50.774311] [INFO ] [sig       ] Generating forecast for: DRUG
[2025-12-24T20:20:50.774341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2025-12-24T20:20:50.785544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2025-12-24T20:20:50.785861] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2025-12-24T20:20:50.786819] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2025-12-24T20:20:50.786872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:50.786906] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:50.786935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:50.786993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:50.856070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:50.857099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:50.857183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:50.857215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:50.979490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:50.979864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:50.979907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:50.979936] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:50.983380] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: UP (p=76.76%)
[2025-12-24T20:20:50.983704] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2025-12-24T20:20:50.983837] [INFO ] [sig       ] DRUG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:51.129660] [INFO ] [LOCAL     ] Saved forecast: DRUG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DRUG.txt
[2025-12-24T20:20:51.129803] [INFO ] [sig       ] [991/3551] Completed DRUG in 0.4s | 2.86 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-24T20:20:51.129844] [INFO ] [sig       ] [992/3551] Forecasting DRVN...
[2025-12-24T20:20:51.129873] [INFO ] [sig       ] Generating forecast for: DRVN
[2025-12-24T20:20:51.129903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2025-12-24T20:20:51.141407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2025-12-24T20:20:51.141709] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2025-12-24T20:20:51.142447] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2025-12-24T20:20:51.142498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:51.142529] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:51.142555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:51.142634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:51.200213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:51.200885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:51.200964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:51.200996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:51.319367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:51.319506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:51.319545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:51.319621] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:51.322967] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: UP (p=76.21%)
[2025-12-24T20:20:51.323231] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2025-12-24T20:20:51.323350] [INFO ] [sig       ] DRVN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:51.465482] [INFO ] [LOCAL     ] Saved forecast: DRVN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DRVN.txt
[2025-12-24T20:20:51.465625] [INFO ] [sig       ] [992/3551] Completed DRVN in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-24T20:20:51.465667] [INFO ] [sig       ] [993/3551] Forecasting DSGN...
[2025-12-24T20:20:51.465695] [INFO ] [sig       ] Generating forecast for: DSGN
[2025-12-24T20:20:51.465724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'.
[2025-12-24T20:20:51.477561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGN'.
[2025-12-24T20:20:51.478081] [INFO ] [FORECASTER] Starting predict_future for DSGN
[2025-12-24T20:20:51.479034] [DEBUG] [LOCAL     ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt
[2025-12-24T20:20:51.479086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:51.479116] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:51.479142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:51.479198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:51.537321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:51.537987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:51.538063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:51.538095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:51.662902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:51.663070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:51.663112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:51.663140] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:51.666975] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: UP (p=58.77%)
[2025-12-24T20:20:51.667276] [INFO ] [FORECASTER] Completed predict_future for DSGN
[2025-12-24T20:20:51.667409] [INFO ] [sig       ] DSGN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:51.831692] [INFO ] [LOCAL     ] Saved forecast: DSGN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DSGN.txt
[2025-12-24T20:20:51.831859] [INFO ] [sig       ] [993/3551] Completed DSGN in 0.4s | 2.86 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-24T20:20:51.831911] [INFO ] [sig       ] [994/3551] Forecasting DSGX...
[2025-12-24T20:20:51.831945] [INFO ] [sig       ] Generating forecast for: DSGX
[2025-12-24T20:20:51.831984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2025-12-24T20:20:51.844410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2025-12-24T20:20:51.844946] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2025-12-24T20:20:51.845762] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2025-12-24T20:20:51.845815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:51.845848] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:51.845875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:51.845933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:51.906495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:51.907225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:51.907304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:51.907336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:52.025422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:52.025585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:52.025626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:52.025655] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:52.029304] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: UP (p=54.39%)
[2025-12-24T20:20:52.029644] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2025-12-24T20:20:52.029969] [INFO ] [sig       ] DSGX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:52.173537] [INFO ] [LOCAL     ] Saved forecast: DSGX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DSGX.txt
[2025-12-24T20:20:52.173702] [INFO ] [sig       ] [994/3551] Completed DSGX in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-24T20:20:52.173742] [INFO ] [sig       ] [995/3551] Forecasting DSL...
[2025-12-24T20:20:52.173771] [INFO ] [sig       ] Generating forecast for: DSL
[2025-12-24T20:20:52.173801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-12-24T20:20:52.185450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2025-12-24T20:20:52.185839] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-12-24T20:20:52.186721] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-12-24T20:20:52.186783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:52.186828] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:52.186857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:52.186913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:52.244828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:52.245678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:52.245760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:52.245792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:52.364154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:52.364312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:52.364352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:52.364381] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:52.367900] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: UP (p=68.78%)
[2025-12-24T20:20:52.368206] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-12-24T20:20:52.368337] [INFO ] [sig       ] DSL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:52.522509] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DSL.txt
[2025-12-24T20:20:52.522687] [INFO ] [sig       ] [995/3551] Completed DSL in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-24T20:20:52.522729] [INFO ] [sig       ] [996/3551] Forecasting DSM...
[2025-12-24T20:20:52.522760] [INFO ] [sig       ] Generating forecast for: DSM
[2025-12-24T20:20:52.522790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-12-24T20:20:52.534769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2025-12-24T20:20:52.535151] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-12-24T20:20:52.535957] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-12-24T20:20:52.536009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:52.536040] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:52.536067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:52.536124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:52.593253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:52.594124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:52.594209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:52.594242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:52.716200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:52.716377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:52.716418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:52.716448] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:52.720444] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-12-24T20:20:52.720936] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-12-24T20:20:52.721061] [INFO ] [sig       ] DSM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:52.869384] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DSM.txt
[2025-12-24T20:20:52.869546] [INFO ] [sig       ] [996/3551] Completed DSM in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-24T20:20:52.869610] [INFO ] [sig       ] [997/3551] Forecasting DSP...
[2025-12-24T20:20:52.869845] [INFO ] [sig       ] Generating forecast for: DSP
[2025-12-24T20:20:52.869878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2025-12-24T20:20:52.882217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2025-12-24T20:20:52.882645] [INFO ] [FORECASTER] Starting predict_future for DSP
[2025-12-24T20:20:52.883524] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2025-12-24T20:20:52.883612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:52.883649] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:52.883681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:52.883739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:52.952933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:52.954038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:52.954123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:52.954155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:53.092341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:53.092497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:53.092539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:53.092585] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:53.096110] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: UP (p=81.27%)
[2025-12-24T20:20:53.096385] [INFO ] [FORECASTER] Completed predict_future for DSP
[2025-12-24T20:20:53.096508] [INFO ] [sig       ] DSP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:53.239659] [INFO ] [LOCAL     ] Saved forecast: DSP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DSP.txt
[2025-12-24T20:20:53.239807] [INFO ] [sig       ] [997/3551] Completed DSP in 0.4s | 2.86 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-24T20:20:53.239847] [INFO ] [sig       ] [998/3551] Forecasting DSX...
[2025-12-24T20:20:53.239877] [INFO ] [sig       ] Generating forecast for: DSX
[2025-12-24T20:20:53.239907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-12-24T20:20:53.251884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2025-12-24T20:20:53.252430] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-12-24T20:20:53.253409] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-12-24T20:20:53.253462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:53.253494] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:53.253521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:53.253603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:53.310921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:53.311722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:53.311805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:53.311839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:53.435091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:53.435241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:53.435306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:53.435366] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:53.439361] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: DOWN (p=29.80%)
[2025-12-24T20:20:53.439656] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-12-24T20:20:53.439780] [INFO ] [sig       ] DSX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:53.585660] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DSX.txt
[2025-12-24T20:20:53.585795] [INFO ] [sig       ] [998/3551] Completed DSX in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-24T20:20:53.585843] [INFO ] [sig       ] [999/3551] Forecasting DTB...
[2025-12-24T20:20:53.585878] [INFO ] [sig       ] Generating forecast for: DTB
[2025-12-24T20:20:53.585909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-12-24T20:20:53.598131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2025-12-24T20:20:53.598398] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-12-24T20:20:53.599237] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-12-24T20:20:53.599291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:53.599347] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:53.599394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:53.599464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:53.660547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:53.661487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:53.661597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:53.661661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:53.780500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:53.780655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:53.780694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:53.780723] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:53.784246] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: DOWN (p=8.18%)
[2025-12-24T20:20:53.784521] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-12-24T20:20:53.784658] [INFO ] [sig       ] DTB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:53.931322] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DTB.txt
[2025-12-24T20:20:53.931453] [INFO ] [sig       ] [999/3551] Completed DTB in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-24T20:20:53.931492] [INFO ] [sig       ] [1000/3551] Forecasting DTE...
[2025-12-24T20:20:53.931526] [INFO ] [sig       ] Generating forecast for: DTE
[2025-12-24T20:20:53.931557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-12-24T20:20:53.944174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2025-12-24T20:20:53.944549] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-12-24T20:20:53.945513] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-12-24T20:20:53.945565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:53.945616] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:53.945643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:53.945700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:54.003841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:54.004693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:54.004777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:54.004811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:54.123772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:54.123922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:54.123962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:54.123992] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:54.127353] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: DOWN (p=9.05%)
[2025-12-24T20:20:54.127713] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-12-24T20:20:54.127838] [INFO ] [sig       ] DTE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:54.273843] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DTE.txt
[2025-12-24T20:20:54.274008] [INFO ] [sig       ] [1000/3551] Completed DTE in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-24T20:20:54.274055] [INFO ] [sig       ] [1001/3551] Forecasting DTG...
[2025-12-24T20:20:54.274098] [INFO ] [sig       ] Generating forecast for: DTG
[2025-12-24T20:20:54.274130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-12-24T20:20:54.286311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2025-12-24T20:20:54.286621] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-12-24T20:20:54.287361] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-12-24T20:20:54.287413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:54.287444] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:54.287471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:54.287527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:54.345378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:54.346056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:54.346134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:54.346167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:54.465040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:54.465192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:54.465230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:54.465258] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:54.468592] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-12-24T20:20:54.468862] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-12-24T20:20:54.468983] [INFO ] [sig       ] DTG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:54.611516] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DTG.txt
[2025-12-24T20:20:54.611674] [INFO ] [sig       ] [1001/3551] Completed DTG in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 14.9m
[2025-12-24T20:20:54.611741] [INFO ] [sig       ] [1002/3551] Forecasting DTIL...
[2025-12-24T20:20:54.611777] [INFO ] [sig       ] Generating forecast for: DTIL
[2025-12-24T20:20:54.611809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2025-12-24T20:20:54.623331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2025-12-24T20:20:54.623725] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2025-12-24T20:20:54.624474] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2025-12-24T20:20:54.624525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:54.624556] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:54.624604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:54.624663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:54.682223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:54.682887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:54.682965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:54.682997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:54.798930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:54.799076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:54.799115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:54.799179] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:54.802752] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: UP (p=94.87%)
[2025-12-24T20:20:54.803017] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2025-12-24T20:20:54.803137] [INFO ] [sig       ] DTIL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:54.945746] [INFO ] [LOCAL     ] Saved forecast: DTIL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DTIL.txt
[2025-12-24T20:20:54.945911] [INFO ] [sig       ] [1002/3551] Completed DTIL in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-24T20:20:54.945951] [INFO ] [sig       ] [1003/3551] Forecasting DTM...
[2025-12-24T20:20:54.945981] [INFO ] [sig       ] Generating forecast for: DTM
[2025-12-24T20:20:54.946011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-12-24T20:20:54.957516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2025-12-24T20:20:54.957858] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-12-24T20:20:54.958653] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-12-24T20:20:54.958706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:54.958739] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:54.958767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:54.958824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:55.014343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:55.015191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:55.015276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:55.015308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:55.140927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:55.141080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:55.141119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:55.141147] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:55.144700] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: DOWN (p=17.29%)
[2025-12-24T20:20:55.145062] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-12-24T20:20:55.145214] [INFO ] [sig       ] DTM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:55.286618] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DTM.txt
[2025-12-24T20:20:55.286938] [INFO ] [sig       ] [1003/3551] Completed DTM in 0.3s | 2.86 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-24T20:20:55.286977] [INFO ] [sig       ] [1004/3551] Forecasting DUK...
[2025-12-24T20:20:55.287005] [INFO ] [sig       ] Generating forecast for: DUK
[2025-12-24T20:20:55.287035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-12-24T20:20:55.299082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2025-12-24T20:20:55.299391] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-12-24T20:20:55.300254] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-12-24T20:20:55.300307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:55.300340] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:55.300368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:55.300429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:55.364399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:55.365381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:55.365472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:55.365521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:55.488033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:55.488178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:55.488218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:55.488247] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:55.491977] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: DOWN (p=36.76%)
[2025-12-24T20:20:55.492249] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-12-24T20:20:55.492371] [INFO ] [sig       ] DUK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:55.638437] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DUK.txt
[2025-12-24T20:20:55.638648] [INFO ] [sig       ] [1004/3551] Completed DUK in 0.4s | 2.86 sym/s | Total: 5.8m | ETA: 14.8m
[2025-12-24T20:20:55.638693] [INFO ] [sig       ] [1005/3551] Forecasting DUKB...
[2025-12-24T20:20:55.638722] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-12-24T20:20:55.638752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-12-24T20:20:55.650818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2025-12-24T20:20:55.651222] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-12-24T20:20:55.652108] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-12-24T20:20:55.652164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:55.652198] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:55.652226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:55.652283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:55.711509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:55.712600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:55.712687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:55.712719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:55.839719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:55.839873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:55.839915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:55.839953] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:55.843484] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: DOWN (p=12.90%)
[2025-12-24T20:20:55.843962] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-12-24T20:20:55.844086] [INFO ] [sig       ] DUKB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:55.989441] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DUKB.txt
[2025-12-24T20:20:55.989588] [INFO ] [sig       ] [1005/3551] Completed DUKB in 0.4s | 2.86 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-24T20:20:55.989630] [INFO ] [sig       ] [1006/3551] Forecasting DUOL...
[2025-12-24T20:20:55.989660] [INFO ] [sig       ] Generating forecast for: DUOL
[2025-12-24T20:20:55.989689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2025-12-24T20:20:56.000806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2025-12-24T20:20:56.001092] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2025-12-24T20:20:56.001854] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2025-12-24T20:20:56.001906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:56.001961] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:56.002000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:56.002058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:56.060341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:56.061144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:56.061225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:56.061257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:56.187263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:56.187458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:56.187499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:56.187527] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:56.192019] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: UP (p=70.62%)
[2025-12-24T20:20:56.192280] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2025-12-24T20:20:56.192400] [INFO ] [sig       ] DUOL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:56.343327] [INFO ] [LOCAL     ] Saved forecast: DUOL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DUOL.txt
[2025-12-24T20:20:56.343480] [INFO ] [sig       ] [1006/3551] Completed DUOL in 0.4s | 2.86 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-24T20:20:56.343521] [INFO ] [sig       ] [1007/3551] Forecasting DVA...
[2025-12-24T20:20:56.343550] [INFO ] [sig       ] Generating forecast for: DVA
[2025-12-24T20:20:56.343600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-12-24T20:20:56.356308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2025-12-24T20:20:56.356898] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-12-24T20:20:56.357677] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-12-24T20:20:56.357730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:56.357772] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:56.357807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:56.357884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:56.426153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:56.427064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:56.427153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:56.427185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:56.551332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:56.551490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:56.551532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:56.551560] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:56.555236] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: DOWN (p=37.91%)
[2025-12-24T20:20:56.555496] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-12-24T20:20:56.555633] [INFO ] [sig       ] DVA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:56.704190] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DVA.txt
[2025-12-24T20:20:56.704328] [INFO ] [sig       ] [1007/3551] Completed DVA in 0.4s | 2.86 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-24T20:20:56.704374] [INFO ] [sig       ] [1008/3551] Forecasting DVAX...
[2025-12-24T20:20:56.704418] [INFO ] [sig       ] Generating forecast for: DVAX
[2025-12-24T20:20:56.704462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'.
[2025-12-24T20:20:56.719771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVAX'.
[2025-12-24T20:20:56.720379] [INFO ] [FORECASTER] Starting predict_future for DVAX
[2025-12-24T20:20:56.721450] [DEBUG] [LOCAL     ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt
[2025-12-24T20:20:56.721515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:56.721554] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:56.721605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:56.721676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:56.787221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:56.788398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:56.788512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:56.788551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:56.922727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:56.922958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:56.923006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:56.923037] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:56.926999] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: UP (p=79.44%)
[2025-12-24T20:20:56.927307] [INFO ] [FORECASTER] Completed predict_future for DVAX
[2025-12-24T20:20:56.927452] [INFO ] [sig       ] DVAX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:57.080844] [INFO ] [LOCAL     ] Saved forecast: DVAX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DVAX.txt
[2025-12-24T20:20:57.081065] [INFO ] [sig       ] [1008/3551] Completed DVAX in 0.4s | 2.86 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-24T20:20:57.081147] [INFO ] [sig       ] [1009/3551] Forecasting DVN...
[2025-12-24T20:20:57.081183] [INFO ] [sig       ] Generating forecast for: DVN
[2025-12-24T20:20:57.081220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-12-24T20:20:57.094537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2025-12-24T20:20:57.094959] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-12-24T20:20:57.095785] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-12-24T20:20:57.095838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:57.095869] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:57.095897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:57.095952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:57.153110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:57.153826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:57.153914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:57.153951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:57.280162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:57.280344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:57.280385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:57.280448] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:57.283938] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: UP (p=87.26%)
[2025-12-24T20:20:57.284209] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-12-24T20:20:57.284337] [INFO ] [sig       ] DVN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:57.427855] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DVN.txt
[2025-12-24T20:20:57.428018] [INFO ] [sig       ] [1009/3551] Completed DVN in 0.3s | 2.86 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-24T20:20:57.428060] [INFO ] [sig       ] [1010/3551] Forecasting DWAS...
[2025-12-24T20:20:57.428088] [INFO ] [sig       ] Generating forecast for: DWAS
[2025-12-24T20:20:57.428124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2025-12-24T20:20:57.441906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2025-12-24T20:20:57.442379] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2025-12-24T20:20:57.443173] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2025-12-24T20:20:57.443227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:57.443258] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:57.443284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:57.443340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:57.500850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:57.501741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:57.501833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:57.501866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:57.626894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:57.627054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:57.627099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:57.627129] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:57.631130] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: DOWN (p=5.41%)
[2025-12-24T20:20:57.631493] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2025-12-24T20:20:57.631681] [INFO ] [sig       ] DWAS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:57.781790] [INFO ] [LOCAL     ] Saved forecast: DWAS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DWAS.txt
[2025-12-24T20:20:57.781949] [INFO ] [sig       ] [1010/3551] Completed DWAS in 0.4s | 2.86 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-24T20:20:57.781989] [INFO ] [sig       ] [1011/3551] Forecasting DWSH...
[2025-12-24T20:20:57.782020] [INFO ] [sig       ] Generating forecast for: DWSH
[2025-12-24T20:20:57.782051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2025-12-24T20:20:57.793471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2025-12-24T20:20:57.793808] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2025-12-24T20:20:57.794568] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2025-12-24T20:20:57.794639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:57.794671] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:57.794698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:57.794754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:57.857746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:57.858697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:57.858790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:57.858824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:57.971630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:57.971791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:57.971832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:57.972055] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:57.975798] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: UP (p=95.64%)
[2025-12-24T20:20:57.976064] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2025-12-24T20:20:57.976183] [INFO ] [sig       ] DWSH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:58.125737] [INFO ] [LOCAL     ] Saved forecast: DWSH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DWSH.txt
[2025-12-24T20:20:58.125900] [INFO ] [sig       ] [1011/3551] Completed DWSH in 0.3s | 2.86 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-24T20:20:58.125943] [INFO ] [sig       ] [1012/3551] Forecasting DX...
[2025-12-24T20:20:58.125972] [INFO ] [sig       ] Generating forecast for: DX
[2025-12-24T20:20:58.126003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-12-24T20:20:58.138325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2025-12-24T20:20:58.138723] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-12-24T20:20:58.139537] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-12-24T20:20:58.139610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:58.139643] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:58.139670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:58.139726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:58.198092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:58.198992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:58.199083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:58.199119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:58.320332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:58.320485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:58.320526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:58.320554] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:58.323925] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: DOWN (p=17.91%)
[2025-12-24T20:20:58.324196] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-12-24T20:20:58.324317] [INFO ] [sig       ] DX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:58.468152] [INFO ] [LOCAL     ] Saved forecast: DX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DX.txt
[2025-12-24T20:20:58.468303] [INFO ] [sig       ] [1012/3551] Completed DX in 0.3s | 2.86 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-24T20:20:58.468349] [INFO ] [sig       ] [1013/3551] Forecasting DXC...
[2025-12-24T20:20:58.468381] [INFO ] [sig       ] Generating forecast for: DXC
[2025-12-24T20:20:58.468412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-12-24T20:20:58.480002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2025-12-24T20:20:58.480329] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-12-24T20:20:58.481133] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-12-24T20:20:58.481186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:58.481217] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:58.481243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:58.481299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:58.540699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:58.541460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:58.541541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:58.541592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:58.664132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:58.664300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:58.664342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:58.664372] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:58.668431] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: UP (p=80.14%)
[2025-12-24T20:20:58.668746] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-12-24T20:20:58.669041] [INFO ] [sig       ] DXC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:58.819774] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DXC.txt
[2025-12-24T20:20:58.819935] [INFO ] [sig       ] [1013/3551] Completed DXC in 0.4s | 2.86 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-24T20:20:58.819979] [INFO ] [sig       ] [1014/3551] Forecasting DXCM...
[2025-12-24T20:20:58.820008] [INFO ] [sig       ] Generating forecast for: DXCM
[2025-12-24T20:20:58.820039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2025-12-24T20:20:58.831668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2025-12-24T20:20:58.832050] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2025-12-24T20:20:58.832830] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2025-12-24T20:20:58.832883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:58.832914] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:58.832941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:58.832996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:58.894105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:58.895190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:58.895279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:58.895311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:59.022368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:59.022519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:59.022558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:59.022604] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:59.026366] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: UP (p=57.36%)
[2025-12-24T20:20:59.026650] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2025-12-24T20:20:59.026770] [INFO ] [sig       ] DXCM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:20:59.168532] [INFO ] [LOCAL     ] Saved forecast: DXCM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/DXCM.txt
[2025-12-24T20:20:59.168708] [INFO ] [sig       ] [1014/3551] Completed DXCM in 0.3s | 2.86 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-24T20:20:59.168751] [INFO ] [sig       ] [1015/3551] Forecasting DXPE...
[2025-12-24T20:20:59.168780] [INFO ] [sig       ] Generating forecast for: DXPE
[2025-12-24T20:20:59.168808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'.
[2025-12-24T20:20:59.182097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXPE'.
[2025-12-24T20:20:59.182459] [INFO ] [FORECASTER] Starting predict_future for DXPE
[2025-12-24T20:20:59.183244] [DEBUG] [LOCAL     ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt
[2025-12-24T20:20:59.183311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:59.183350] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:59.183376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:59.183433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:59.241891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:59.242514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:59.242630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:59.242673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:59.364823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:59.364976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:59.365019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:59.365048] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:59.368861] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: DOWN (p=28.07%)
[2025-12-24T20:20:59.369129] [INFO ] [FORECASTER] Completed predict_future for DXPE
[2025-12-24T20:20:59.369250] [INFO ] [sig       ] DXPE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:59.512595] [INFO ] [LOCAL     ] Saved forecast: DXPE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DXPE.txt
[2025-12-24T20:20:59.512765] [INFO ] [sig       ] [1015/3551] Completed DXPE in 0.3s | 2.86 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-24T20:20:59.512806] [INFO ] [sig       ] [1016/3551] Forecasting DY...
[2025-12-24T20:20:59.512834] [INFO ] [sig       ] Generating forecast for: DY
[2025-12-24T20:20:59.512864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-12-24T20:20:59.525185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DY'.
[2025-12-24T20:20:59.525456] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-12-24T20:20:59.526212] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-12-24T20:20:59.526263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:59.526295] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:59.526323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:59.526379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:59.585885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:59.586517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:59.586656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:59.586699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:20:59.710985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:20:59.711133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:20:59.711172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:20:59.711200] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:20:59.715013] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: DOWN (p=10.92%)
[2025-12-24T20:20:59.715282] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-12-24T20:20:59.715401] [INFO ] [sig       ] DY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:20:59.855875] [INFO ] [LOCAL     ] Saved forecast: DY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DY.txt
[2025-12-24T20:20:59.856004] [INFO ] [sig       ] [1016/3551] Completed DY in 0.3s | 2.86 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-24T20:20:59.856052] [INFO ] [sig       ] [1017/3551] Forecasting DYN...
[2025-12-24T20:20:59.856083] [INFO ] [sig       ] Generating forecast for: DYN
[2025-12-24T20:20:59.856113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2025-12-24T20:20:59.868545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2025-12-24T20:20:59.868919] [INFO ] [FORECASTER] Starting predict_future for DYN
[2025-12-24T20:20:59.869795] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2025-12-24T20:20:59.869848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:20:59.869880] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:20:59.869906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:20:59.869962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:20:59.928897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:20:59.929628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:20:59.929709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:20:59.929741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:00.053167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:00.053305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:00.053344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:00.053373] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:00.056685] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: DOWN (p=45.82%)
[2025-12-24T20:21:00.056951] [INFO ] [FORECASTER] Completed predict_future for DYN
[2025-12-24T20:21:00.057068] [INFO ] [sig       ] DYN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:00.198721] [INFO ] [LOCAL     ] Saved forecast: DYN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/DYN.txt
[2025-12-24T20:21:00.198850] [INFO ] [sig       ] [1017/3551] Completed DYN in 0.3s | 2.86 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-24T20:21:00.198888] [INFO ] [sig       ] [1018/3551] Forecasting E...
[2025-12-24T20:21:00.198918] [INFO ] [sig       ] Generating forecast for: E
[2025-12-24T20:21:00.198947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-12-24T20:21:00.211642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2025-12-24T20:21:00.211923] [INFO ] [FORECASTER] Starting predict_future for E
[2025-12-24T20:21:00.212720] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-12-24T20:21:00.212780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:00.212817] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:00.212849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:00.212926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:00.270258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:00.271036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:00.271120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:00.271152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:00.393651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:00.393770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:00.393998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:00.394027] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:00.397654] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=85.64%)
[2025-12-24T20:21:00.397938] [INFO ] [FORECASTER] Completed predict_future for E
[2025-12-24T20:21:00.398064] [INFO ] [sig       ] E: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:00.541516] [INFO ] [LOCAL     ] Saved forecast: E	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/E.txt
[2025-12-24T20:21:00.541687] [INFO ] [sig       ] [1018/3551] Completed E in 0.3s | 2.86 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-24T20:21:00.541728] [INFO ] [sig       ] [1019/3551] Forecasting EA...
[2025-12-24T20:21:00.541760] [INFO ] [sig       ] Generating forecast for: EA
[2025-12-24T20:21:00.541790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2025-12-24T20:21:00.556029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2025-12-24T20:21:00.556383] [INFO ] [FORECASTER] Starting predict_future for EA
[2025-12-24T20:21:00.557163] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2025-12-24T20:21:00.557215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:00.557257] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:00.557285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:00.557341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:00.625646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:00.626631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:00.626713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:00.626747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:00.755230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:00.755348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:00.755386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:00.755416] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:00.758770] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: UP (p=87.70%)
[2025-12-24T20:21:00.759038] [INFO ] [FORECASTER] Completed predict_future for EA
[2025-12-24T20:21:00.759158] [INFO ] [sig       ] EA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:00.900030] [INFO ] [LOCAL     ] Saved forecast: EA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EA.txt
[2025-12-24T20:21:00.900215] [INFO ] [sig       ] [1019/3551] Completed EA in 0.4s | 2.86 sym/s | Total: 5.9m | ETA: 14.8m
[2025-12-24T20:21:00.900256] [INFO ] [sig       ] [1020/3551] Forecasting EAF...
[2025-12-24T20:21:00.900287] [INFO ] [sig       ] Generating forecast for: EAF
[2025-12-24T20:21:00.900329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-12-24T20:21:00.913868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2025-12-24T20:21:00.914202] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-12-24T20:21:00.915012] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-12-24T20:21:00.915065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:00.915097] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:00.915124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:00.915179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:00.971500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:00.972313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:00.972394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:00.972427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:01.091004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:01.091109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:01.091146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:01.091174] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:01.094740] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: DOWN (p=9.93%)
[2025-12-24T20:21:01.095211] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-12-24T20:21:01.095333] [INFO ] [sig       ] EAF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:01.243001] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EAF.txt
[2025-12-24T20:21:01.243957] [INFO ] [sig       ] [1020/3551] Completed EAF in 0.3s | 2.86 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-24T20:21:01.244002] [INFO ] [sig       ] [1021/3551] Forecasting EAI...
[2025-12-24T20:21:01.244031] [INFO ] [sig       ] Generating forecast for: EAI
[2025-12-24T20:21:01.244062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-12-24T20:21:01.254345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2025-12-24T20:21:01.254655] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-12-24T20:21:01.255393] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-12-24T20:21:01.255445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:01.255476] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:01.255503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:01.255559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:01.311804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:01.312446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:01.312524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:01.312556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:01.427410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:01.427557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:01.427624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:01.427655] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:01.431439] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: UP (p=66.39%)
[2025-12-24T20:21:01.431731] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-12-24T20:21:01.431851] [INFO ] [sig       ] EAI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:01.572139] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EAI.txt
[2025-12-24T20:21:01.572267] [INFO ] [sig       ] [1021/3551] Completed EAI in 0.3s | 2.86 sym/s | Total: 5.9m | ETA: 14.7m
[2025-12-24T20:21:01.572307] [INFO ] [sig       ] [1022/3551] Forecasting EARN...
[2025-12-24T20:21:01.572336] [INFO ] [sig       ] Generating forecast for: EARN
[2025-12-24T20:21:01.572365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-12-24T20:21:01.584261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2025-12-24T20:21:01.584550] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-12-24T20:21:01.585316] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-12-24T20:21:01.585367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:01.585399] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:01.585425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:01.585481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:01.645452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:01.646154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:01.646234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:01.646266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:01.770445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:01.770617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:01.770664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:01.770699] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:01.774598] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: UP (p=66.84%)
[2025-12-24T20:21:01.774870] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-12-24T20:21:01.774987] [INFO ] [sig       ] EARN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:01.918166] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EARN.txt
[2025-12-24T20:21:01.918326] [INFO ] [sig       ] [1022/3551] Completed EARN in 0.3s | 2.86 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-24T20:21:01.918366] [INFO ] [sig       ] [1023/3551] Forecasting EB...
[2025-12-24T20:21:01.918405] [INFO ] [sig       ] Generating forecast for: EB
[2025-12-24T20:21:01.918436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-12-24T20:21:01.934256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2025-12-24T20:21:01.934560] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-12-24T20:21:01.935416] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-12-24T20:21:01.935469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:01.935526] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:01.935555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:01.935628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:01.994409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:01.995597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:01.995708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:01.995742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:02.118710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:02.118877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:02.118917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:02.118945] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:02.122471] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: UP (p=81.74%)
[2025-12-24T20:21:02.122846] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-12-24T20:21:02.122987] [INFO ] [sig       ] EB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:02.273200] [INFO ] [LOCAL     ] Saved forecast: EB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EB.txt
[2025-12-24T20:21:02.273370] [INFO ] [sig       ] [1023/3551] Completed EB in 0.4s | 2.86 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-24T20:21:02.273412] [INFO ] [sig       ] [1024/3551] Forecasting EBAY...
[2025-12-24T20:21:02.273443] [INFO ] [sig       ] Generating forecast for: EBAY
[2025-12-24T20:21:02.273474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2025-12-24T20:21:02.285168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2025-12-24T20:21:02.285589] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2025-12-24T20:21:02.286643] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2025-12-24T20:21:02.286711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:02.286746] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:02.286773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:02.286831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:02.346351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:02.347261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:02.347352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:02.347384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:02.474474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:02.474655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:02.474703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:02.474738] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:02.478392] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: DOWN (p=40.48%)
[2025-12-24T20:21:02.478686] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2025-12-24T20:21:02.479000] [INFO ] [sig       ] EBAY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:02.627737] [INFO ] [LOCAL     ] Saved forecast: EBAY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EBAY.txt
[2025-12-24T20:21:02.627892] [INFO ] [sig       ] [1024/3551] Completed EBAY in 0.4s | 2.86 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-24T20:21:02.627933] [INFO ] [sig       ] [1025/3551] Forecasting EBC...
[2025-12-24T20:21:02.627962] [INFO ] [sig       ] Generating forecast for: EBC
[2025-12-24T20:21:02.627992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2025-12-24T20:21:02.639394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2025-12-24T20:21:02.639815] [INFO ] [FORECASTER] Starting predict_future for EBC
[2025-12-24T20:21:02.641034] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2025-12-24T20:21:02.641087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:02.641120] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:02.641146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:02.641202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:02.699101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:02.699974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:02.700057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:02.700091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:02.826582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:02.826739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:02.826778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:02.826806] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:02.830126] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: DOWN (p=36.02%)
[2025-12-24T20:21:02.830410] [INFO ] [FORECASTER] Completed predict_future for EBC
[2025-12-24T20:21:02.830536] [INFO ] [sig       ] EBC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:02.976958] [INFO ] [LOCAL     ] Saved forecast: EBC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EBC.txt
[2025-12-24T20:21:02.977113] [INFO ] [sig       ] [1025/3551] Completed EBC in 0.3s | 2.86 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-24T20:21:02.977152] [INFO ] [sig       ] [1026/3551] Forecasting EBF...
[2025-12-24T20:21:02.977180] [INFO ] [sig       ] Generating forecast for: EBF
[2025-12-24T20:21:02.977211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-12-24T20:21:02.989362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2025-12-24T20:21:02.989764] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-12-24T20:21:02.990541] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-12-24T20:21:02.990621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:02.990665] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:02.990699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:02.990767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:03.049423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:03.050282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:03.050368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:03.050400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:03.174056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:03.174215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:03.174255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:03.174339] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:03.177823] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: DOWN (p=0.32%)
[2025-12-24T20:21:03.178106] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-12-24T20:21:03.178235] [INFO ] [sig       ] EBF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:03.322287] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EBF.txt
[2025-12-24T20:21:03.322418] [INFO ] [sig       ] [1026/3551] Completed EBF in 0.3s | 2.86 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-24T20:21:03.322456] [INFO ] [sig       ] [1027/3551] Forecasting EBON...
[2025-12-24T20:21:03.322486] [INFO ] [sig       ] Generating forecast for: EBON
[2025-12-24T20:21:03.322516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2025-12-24T20:21:03.332919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2025-12-24T20:21:03.333198] [INFO ] [FORECASTER] Starting predict_future for EBON
[2025-12-24T20:21:03.334049] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2025-12-24T20:21:03.334103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:03.334136] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:03.334164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:03.334221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:03.391332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:03.391974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:03.392051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:03.392083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:03.493745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:03.493896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:03.493933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:03.493961] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:03.497267] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: DOWN (p=1.93%)
[2025-12-24T20:21:03.497536] [INFO ] [FORECASTER] Completed predict_future for EBON
[2025-12-24T20:21:03.497673] [INFO ] [sig       ] EBON: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:03.647838] [INFO ] [LOCAL     ] Saved forecast: EBON	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EBON.txt
[2025-12-24T20:21:03.648006] [INFO ] [sig       ] [1027/3551] Completed EBON in 0.3s | 2.86 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-24T20:21:03.648047] [INFO ] [sig       ] [1028/3551] Forecasting EBS...
[2025-12-24T20:21:03.648077] [INFO ] [sig       ] Generating forecast for: EBS
[2025-12-24T20:21:03.648107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-12-24T20:21:03.659610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2025-12-24T20:21:03.660139] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-12-24T20:21:03.661181] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-12-24T20:21:03.661235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:03.661268] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:03.661296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:03.661353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:03.720148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:03.720920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:03.721021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:03.721073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:03.845221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:03.845368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:03.845405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:03.845434] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:03.850596] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: DOWN (p=29.55%)
[2025-12-24T20:21:03.850943] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-12-24T20:21:03.851078] [INFO ] [sig       ] EBS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:03.999786] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EBS.txt
[2025-12-24T20:21:03.999933] [INFO ] [sig       ] [1028/3551] Completed EBS in 0.4s | 2.86 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-24T20:21:03.999973] [INFO ] [sig       ] [1029/3551] Forecasting EC...
[2025-12-24T20:21:04.000002] [INFO ] [sig       ] Generating forecast for: EC
[2025-12-24T20:21:04.000039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-12-24T20:21:04.011396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2025-12-24T20:21:04.011738] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-12-24T20:21:04.012498] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-12-24T20:21:04.012551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:04.012601] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:04.012632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:04.012709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:04.070610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:04.071336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:04.071427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:04.071461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:04.192489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:04.192658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:04.192703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:04.192731] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:04.196199] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=11.74%)
[2025-12-24T20:21:04.196467] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-12-24T20:21:04.196601] [INFO ] [sig       ] EC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:04.340500] [INFO ] [LOCAL     ] Saved forecast: EC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EC.txt
[2025-12-24T20:21:04.340669] [INFO ] [sig       ] [1029/3551] Completed EC in 0.3s | 2.86 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-24T20:21:04.340712] [INFO ] [sig       ] [1030/3551] Forecasting ECC...
[2025-12-24T20:21:04.340741] [INFO ] [sig       ] Generating forecast for: ECC
[2025-12-24T20:21:04.340770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-12-24T20:21:04.351784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2025-12-24T20:21:04.352281] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-12-24T20:21:04.353234] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-12-24T20:21:04.353286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:04.353318] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:04.353344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:04.353410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:04.409518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:04.410207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:04.410291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:04.410324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:04.537226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:04.537401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:04.537447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:04.537477] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:04.541527] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: DOWN (p=18.36%)
[2025-12-24T20:21:04.541908] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-12-24T20:21:04.542068] [INFO ] [sig       ] ECC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:04.699189] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ECC.txt
[2025-12-24T20:21:04.699384] [INFO ] [sig       ] [1030/3551] Completed ECC in 0.4s | 2.86 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-24T20:21:04.699430] [INFO ] [sig       ] [1031/3551] Forecasting ECL...
[2025-12-24T20:21:04.699461] [INFO ] [sig       ] Generating forecast for: ECL
[2025-12-24T20:21:04.699492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-12-24T20:21:04.712530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2025-12-24T20:21:04.712955] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-12-24T20:21:04.713889] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-12-24T20:21:04.713945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:04.713977] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:04.714003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:04.714060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:04.777081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:04.778203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:04.778304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:04.778339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:04.911035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:04.911205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:04.911247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:04.911277] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:04.915112] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: DOWN (p=17.00%)
[2025-12-24T20:21:04.915423] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-12-24T20:21:04.915568] [INFO ] [sig       ] ECL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:05.072907] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ECL.txt
[2025-12-24T20:21:05.073068] [INFO ] [sig       ] [1031/3551] Completed ECL in 0.4s | 2.86 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-24T20:21:05.073110] [INFO ] [sig       ] [1032/3551] Forecasting ECPG...
[2025-12-24T20:21:05.073151] [INFO ] [sig       ] Generating forecast for: ECPG
[2025-12-24T20:21:05.073190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2025-12-24T20:21:05.085643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2025-12-24T20:21:05.086068] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2025-12-24T20:21:05.087068] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2025-12-24T20:21:05.087160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:05.087210] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:05.087242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:05.087301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:05.150712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:05.151596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:05.151689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:05.151723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:05.285970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:05.286141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:05.286208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:05.286251] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:05.289928] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: UP (p=90.94%)
[2025-12-24T20:21:05.290207] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2025-12-24T20:21:05.290343] [INFO ] [sig       ] ECPG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:05.436004] [INFO ] [LOCAL     ] Saved forecast: ECPG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ECPG.txt
[2025-12-24T20:21:05.436152] [INFO ] [sig       ] [1032/3551] Completed ECPG in 0.4s | 2.86 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-24T20:21:05.436196] [INFO ] [sig       ] [1033/3551] Forecasting ECX...
[2025-12-24T20:21:05.436228] [INFO ] [sig       ] Generating forecast for: ECX
[2025-12-24T20:21:05.436259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2025-12-24T20:21:05.447967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2025-12-24T20:21:05.448264] [INFO ] [FORECASTER] Starting predict_future for ECX
[2025-12-24T20:21:05.449374] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2025-12-24T20:21:05.449430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:05.449464] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:05.449492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:05.449549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:05.508072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:05.508913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:05.509047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:05.509083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:05.628051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:05.628202] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-24T20:21:05.628241] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:05.628270] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:05.631604] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: UP (p=96.45%)
[2025-12-24T20:21:05.631870] [INFO ] [FORECASTER] Completed predict_future for ECX
[2025-12-24T20:21:05.631990] [INFO ] [sig       ] ECX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:05.771667] [INFO ] [LOCAL     ] Saved forecast: ECX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ECX.txt
[2025-12-24T20:21:05.771803] [INFO ] [sig       ] [1033/3551] Completed ECX in 0.3s | 2.86 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-24T20:21:05.771843] [INFO ] [sig       ] [1034/3551] Forecasting ED...
[2025-12-24T20:21:05.771874] [INFO ] [sig       ] Generating forecast for: ED
[2025-12-24T20:21:05.771904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-12-24T20:21:05.783398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2025-12-24T20:21:05.783707] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-12-24T20:21:05.784667] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-12-24T20:21:05.784718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:05.784750] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:05.784776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:05.784833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:05.842186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:05.842852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:05.842935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:05.843157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:05.964106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:05.964258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:05.964296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:05.964325] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:05.967697] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: DOWN (p=2.93%)
[2025-12-24T20:21:05.967975] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-12-24T20:21:05.968096] [INFO ] [sig       ] ED: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:06.104531] [INFO ] [LOCAL     ] Saved forecast: ED	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ED.txt
[2025-12-24T20:21:06.104690] [INFO ] [sig       ] [1034/3551] Completed ED in 0.3s | 2.86 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-24T20:21:06.104743] [INFO ] [sig       ] [1035/3551] Forecasting EDAP...
[2025-12-24T20:21:06.104775] [INFO ] [sig       ] Generating forecast for: EDAP
[2025-12-24T20:21:06.104807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2025-12-24T20:21:06.115840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2025-12-24T20:21:06.116132] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2025-12-24T20:21:06.116905] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2025-12-24T20:21:06.116957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:06.116987] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:06.117014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:06.117070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:06.172473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:06.173162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:06.173241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:06.173274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:06.289395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:06.289589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:06.289651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:06.289695] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:06.295476] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: DOWN (p=12.09%)
[2025-12-24T20:21:06.295912] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2025-12-24T20:21:06.296096] [INFO ] [sig       ] EDAP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:06.462038] [INFO ] [LOCAL     ] Saved forecast: EDAP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EDAP.txt
[2025-12-24T20:21:06.462238] [INFO ] [sig       ] [1035/3551] Completed EDAP in 0.4s | 2.86 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-24T20:21:06.462304] [INFO ] [sig       ] [1036/3551] Forecasting EDD...
[2025-12-24T20:21:06.462345] [INFO ] [sig       ] Generating forecast for: EDD
[2025-12-24T20:21:06.462387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-12-24T20:21:06.474356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2025-12-24T20:21:06.474694] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-12-24T20:21:06.475453] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-12-24T20:21:06.475507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:06.475541] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:06.475589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:06.475651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:06.535856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:06.536675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:06.536760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:06.536796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:06.665622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:06.665792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:06.665841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:06.666058] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:06.669605] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: DOWN (p=27.58%)
[2025-12-24T20:21:06.669871] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-12-24T20:21:06.669991] [INFO ] [sig       ] EDD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:06.815049] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EDD.txt
[2025-12-24T20:21:06.815216] [INFO ] [sig       ] [1036/3551] Completed EDD in 0.4s | 2.86 sym/s | Total: 6.0m | ETA: 14.7m
[2025-12-24T20:21:06.815256] [INFO ] [sig       ] [1037/3551] Forecasting EDF...
[2025-12-24T20:21:06.815286] [INFO ] [sig       ] Generating forecast for: EDF
[2025-12-24T20:21:06.815324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-12-24T20:21:06.827056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2025-12-24T20:21:06.827334] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-12-24T20:21:06.828102] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-12-24T20:21:06.828154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:06.828186] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:06.828213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:06.828268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:06.884744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:06.885363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:06.885476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:06.885513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:07.000942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:07.001071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:07.001107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:07.001135] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:07.004544] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: DOWN (p=28.06%)
[2025-12-24T20:21:07.004843] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-12-24T20:21:07.004958] [INFO ] [sig       ] EDF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:07.144329] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EDF.txt
[2025-12-24T20:21:07.144441] [INFO ] [sig       ] [1037/3551] Completed EDF in 0.3s | 2.86 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-24T20:21:07.144479] [INFO ] [sig       ] [1038/3551] Forecasting EDN...
[2025-12-24T20:21:07.144509] [INFO ] [sig       ] Generating forecast for: EDN
[2025-12-24T20:21:07.144540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-12-24T20:21:07.156301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDN'.
[2025-12-24T20:21:07.156634] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-12-24T20:21:07.157401] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-12-24T20:21:07.157455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:07.157487] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:07.157515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:07.157589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:07.212988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:07.213608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:07.213685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:07.213718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:07.334834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:07.334998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:07.335049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:07.335089] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:07.338683] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: DOWN (p=20.66%)
[2025-12-24T20:21:07.338970] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-12-24T20:21:07.339096] [INFO ] [sig       ] EDN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:07.480539] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EDN.txt
[2025-12-24T20:21:07.480671] [INFO ] [sig       ] [1038/3551] Completed EDN in 0.3s | 2.86 sym/s | Total: 6.0m | ETA: 14.6m
[2025-12-24T20:21:07.480710] [INFO ] [sig       ] [1039/3551] Forecasting EE...
[2025-12-24T20:21:07.480739] [INFO ] [sig       ] Generating forecast for: EE
[2025-12-24T20:21:07.480768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-12-24T20:21:07.492809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2025-12-24T20:21:07.493092] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-12-24T20:21:07.493842] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-12-24T20:21:07.493894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:07.493926] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:07.493953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:07.494008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:07.551268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:07.551906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:07.552161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:07.552193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:07.673561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:07.673727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:07.673783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:07.673812] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:07.677085] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: UP (p=93.67%)
[2025-12-24T20:21:07.677348] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-12-24T20:21:07.677465] [INFO ] [sig       ] EE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:07.817946] [INFO ] [LOCAL     ] Saved forecast: EE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EE.txt
[2025-12-24T20:21:07.818067] [INFO ] [sig       ] [1039/3551] Completed EE in 0.3s | 2.86 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-24T20:21:07.818105] [INFO ] [sig       ] [1040/3551] Forecasting EEMA...
[2025-12-24T20:21:07.818135] [INFO ] [sig       ] Generating forecast for: EEMA
[2025-12-24T20:21:07.818164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2025-12-24T20:21:07.829834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2025-12-24T20:21:07.830281] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2025-12-24T20:21:07.831241] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2025-12-24T20:21:07.831294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:07.831369] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:07.831398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:07.831456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:07.889555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:07.890205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:07.890287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:07.890320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:08.012049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:08.012201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:08.012240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:08.012268] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:08.015567] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: DOWN (p=8.90%)
[2025-12-24T20:21:08.015849] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2025-12-24T20:21:08.015966] [INFO ] [sig       ] EEMA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:08.157424] [INFO ] [LOCAL     ] Saved forecast: EEMA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EEMA.txt
[2025-12-24T20:21:08.157598] [INFO ] [sig       ] [1040/3551] Completed EEMA in 0.3s | 2.86 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-24T20:21:08.157643] [INFO ] [sig       ] [1041/3551] Forecasting EEX...
[2025-12-24T20:21:08.157675] [INFO ] [sig       ] Generating forecast for: EEX
[2025-12-24T20:21:08.157706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-12-24T20:21:08.168782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2025-12-24T20:21:08.169062] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-12-24T20:21:08.169856] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-12-24T20:21:08.169907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:08.169940] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:08.169967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:08.170022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:08.225517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:08.226251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:08.226346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:08.226380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:08.349434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:08.349603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:08.349643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:08.349672] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:08.353001] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=37.81%)
[2025-12-24T20:21:08.353265] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-12-24T20:21:08.353391] [INFO ] [sig       ] EEX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:08.494383] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EEX.txt
[2025-12-24T20:21:08.494518] [INFO ] [sig       ] [1041/3551] Completed EEX in 0.3s | 2.86 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-24T20:21:08.494557] [INFO ] [sig       ] [1042/3551] Forecasting EFC...
[2025-12-24T20:21:08.494604] [INFO ] [sig       ] Generating forecast for: EFC
[2025-12-24T20:21:08.494635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-12-24T20:21:08.506443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2025-12-24T20:21:08.506764] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-12-24T20:21:08.507527] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-12-24T20:21:08.507598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:08.507633] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:08.507661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:08.507726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:08.565146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:08.565773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:08.565851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:08.565883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:08.680798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:08.680950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:08.680990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:08.681019] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:08.684413] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: DOWN (p=7.19%)
[2025-12-24T20:21:08.684698] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-12-24T20:21:08.684822] [INFO ] [sig       ] EFC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:08.825616] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EFC.txt
[2025-12-24T20:21:08.825767] [INFO ] [sig       ] [1042/3551] Completed EFC in 0.3s | 2.86 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-24T20:21:08.825809] [INFO ] [sig       ] [1043/3551] Forecasting EFSC...
[2025-12-24T20:21:08.825838] [INFO ] [sig       ] Generating forecast for: EFSC
[2025-12-24T20:21:08.825870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2025-12-24T20:21:08.839148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2025-12-24T20:21:08.839498] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2025-12-24T20:21:08.840302] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2025-12-24T20:21:08.840354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:08.840397] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:08.840427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:08.840484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:08.898643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:08.899472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:08.899559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:08.899613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:09.026626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:09.026786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:09.026829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:09.026893] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:09.030625] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: DOWN (p=12.54%)
[2025-12-24T20:21:09.030952] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2025-12-24T20:21:09.031086] [INFO ] [sig       ] EFSC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:09.176826] [INFO ] [LOCAL     ] Saved forecast: EFSC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EFSC.txt
[2025-12-24T20:21:09.176987] [INFO ] [sig       ] [1043/3551] Completed EFSC in 0.4s | 2.86 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-24T20:21:09.177030] [INFO ] [sig       ] [1044/3551] Forecasting EFX...
[2025-12-24T20:21:09.177060] [INFO ] [sig       ] Generating forecast for: EFX
[2025-12-24T20:21:09.177090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-12-24T20:21:09.189035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2025-12-24T20:21:09.189404] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-12-24T20:21:09.190218] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-12-24T20:21:09.190273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:09.190305] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:09.190333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:09.190390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:09.249414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:09.250303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:09.250393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:09.250427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:09.374728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:09.374885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:09.374926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:09.374956] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:09.378795] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: DOWN (p=18.54%)
[2025-12-24T20:21:09.379296] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-12-24T20:21:09.379472] [INFO ] [sig       ] EFX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:09.529306] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EFX.txt
[2025-12-24T20:21:09.529480] [INFO ] [sig       ] [1044/3551] Completed EFX in 0.4s | 2.86 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-24T20:21:09.529520] [INFO ] [sig       ] [1045/3551] Forecasting EG...
[2025-12-24T20:21:09.529550] [INFO ] [sig       ] Generating forecast for: EG
[2025-12-24T20:21:09.529597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-12-24T20:21:09.541146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2025-12-24T20:21:09.541513] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-12-24T20:21:09.542287] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-12-24T20:21:09.542340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:09.542371] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:09.542398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:09.542454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:09.598273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:09.599150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:09.599243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:09.599278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:09.719955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:09.720108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:09.720147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:09.720176] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:09.723484] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: UP (p=85.78%)
[2025-12-24T20:21:09.723783] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-12-24T20:21:09.723906] [INFO ] [sig       ] EG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:09.878301] [INFO ] [LOCAL     ] Saved forecast: EG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EG.txt
[2025-12-24T20:21:09.878474] [INFO ] [sig       ] [1045/3551] Completed EG in 0.3s | 2.86 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-24T20:21:09.878517] [INFO ] [sig       ] [1046/3551] Forecasting EGAN...
[2025-12-24T20:21:09.878547] [INFO ] [sig       ] Generating forecast for: EGAN
[2025-12-24T20:21:09.878602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2025-12-24T20:21:09.893902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2025-12-24T20:21:09.894283] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2025-12-24T20:21:09.895079] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2025-12-24T20:21:09.895154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:09.895186] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:09.895212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:09.895270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:09.953158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:09.953993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:09.954078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:09.954112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:10.071457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:10.071640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:10.071682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:10.071712] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:10.075166] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-12-24T20:21:10.075446] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2025-12-24T20:21:10.075592] [INFO ] [sig       ] EGAN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:10.214509] [INFO ] [LOCAL     ] Saved forecast: EGAN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EGAN.txt
[2025-12-24T20:21:10.214654] [INFO ] [sig       ] [1046/3551] Completed EGAN in 0.3s | 2.86 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-24T20:21:10.214698] [INFO ] [sig       ] [1047/3551] Forecasting EGBN...
[2025-12-24T20:21:10.214735] [INFO ] [sig       ] Generating forecast for: EGBN
[2025-12-24T20:21:10.214767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2025-12-24T20:21:10.230465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2025-12-24T20:21:10.230933] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2025-12-24T20:21:10.231728] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2025-12-24T20:21:10.231780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:10.231813] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:10.231840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:10.231896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:10.289827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:10.290722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:10.290807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:10.290838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:10.412270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:10.412424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:10.412465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:10.412494] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:10.416131] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: UP (p=87.24%)
[2025-12-24T20:21:10.416414] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2025-12-24T20:21:10.416537] [INFO ] [sig       ] EGBN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:10.618440] [INFO ] [LOCAL     ] Saved forecast: EGBN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EGBN.txt
[2025-12-24T20:21:10.618622] [INFO ] [sig       ] [1047/3551] Completed EGBN in 0.4s | 2.86 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-24T20:21:10.618666] [INFO ] [sig       ] [1048/3551] Forecasting EGP...
[2025-12-24T20:21:10.618696] [INFO ] [sig       ] Generating forecast for: EGP
[2025-12-24T20:21:10.618726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-12-24T20:21:10.631160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2025-12-24T20:21:10.631498] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-12-24T20:21:10.632304] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-12-24T20:21:10.632355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:10.632387] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:10.632413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:10.632469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:10.691123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:10.692039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:10.692128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:10.692161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:10.813835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:10.813989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:10.814030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:10.814061] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:10.817819] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=0.42%)
[2025-12-24T20:21:10.818116] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-12-24T20:21:10.818245] [INFO ] [sig       ] EGP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:10.966775] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EGP.txt
[2025-12-24T20:21:10.966940] [INFO ] [sig       ] [1048/3551] Completed EGP in 0.3s | 2.86 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-24T20:21:10.966983] [INFO ] [sig       ] [1049/3551] Forecasting EGY...
[2025-12-24T20:21:10.967012] [INFO ] [sig       ] Generating forecast for: EGY
[2025-12-24T20:21:10.967043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-12-24T20:21:10.979087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2025-12-24T20:21:10.979452] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-12-24T20:21:10.980239] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-12-24T20:21:10.980294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:10.980326] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:10.980355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:10.980412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:11.042233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:11.043105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:11.043201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:11.043446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:11.167234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:11.167384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:11.167426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:11.167456] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:11.170975] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: DOWN (p=27.91%)
[2025-12-24T20:21:11.171245] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-12-24T20:21:11.171368] [INFO ] [sig       ] EGY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:11.323422] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EGY.txt
[2025-12-24T20:21:11.323606] [INFO ] [sig       ] [1049/3551] Completed EGY in 0.4s | 2.86 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-24T20:21:11.323651] [INFO ] [sig       ] [1050/3551] Forecasting EH...
[2025-12-24T20:21:11.323682] [INFO ] [sig       ] Generating forecast for: EH
[2025-12-24T20:21:11.323714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2025-12-24T20:21:11.336554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2025-12-24T20:21:11.337010] [INFO ] [FORECASTER] Starting predict_future for EH
[2025-12-24T20:21:11.337972] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2025-12-24T20:21:11.338036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:11.338074] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:11.338107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:11.338182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:11.411383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:11.412314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:11.412432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:11.412467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:11.529176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:11.529357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:11.529400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:11.529430] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:11.532811] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: UP (p=65.30%)
[2025-12-24T20:21:11.533085] [INFO ] [FORECASTER] Completed predict_future for EH
[2025-12-24T20:21:11.533213] [INFO ] [sig       ] EH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:11.670971] [INFO ] [LOCAL     ] Saved forecast: EH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EH.txt
[2025-12-24T20:21:11.671129] [INFO ] [sig       ] [1050/3551] Completed EH in 0.3s | 2.86 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-24T20:21:11.671170] [INFO ] [sig       ] [1051/3551] Forecasting EHAB...
[2025-12-24T20:21:11.671199] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-12-24T20:21:11.671228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-12-24T20:21:11.682466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2025-12-24T20:21:11.682785] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-12-24T20:21:11.683524] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-12-24T20:21:11.683603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:11.683637] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:11.683665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:11.683721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:11.742642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:11.743366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:11.743447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:11.743480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:11.864298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:11.864446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:11.864485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:11.864515] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:11.867846] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: DOWN (p=24.25%)
[2025-12-24T20:21:11.868118] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-12-24T20:21:11.868235] [INFO ] [sig       ] EHAB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:12.008252] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EHAB.txt
[2025-12-24T20:21:12.008408] [INFO ] [sig       ] [1051/3551] Completed EHAB in 0.3s | 2.86 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-24T20:21:12.008449] [INFO ] [sig       ] [1052/3551] Forecasting EHC...
[2025-12-24T20:21:12.008480] [INFO ] [sig       ] Generating forecast for: EHC
[2025-12-24T20:21:12.008510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-12-24T20:21:12.019963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2025-12-24T20:21:12.020323] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-12-24T20:21:12.021097] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-12-24T20:21:12.021149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:12.021180] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:12.021206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:12.021262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:12.077489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:12.078350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:12.078439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:12.078471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:12.196089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:12.196245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:12.196284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:12.196313] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:12.199771] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: DOWN (p=22.95%)
[2025-12-24T20:21:12.200109] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-12-24T20:21:12.200241] [INFO ] [sig       ] EHC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:12.342717] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EHC.txt
[2025-12-24T20:21:12.342871] [INFO ] [sig       ] [1052/3551] Completed EHC in 0.3s | 2.86 sym/s | Total: 6.1m | ETA: 14.6m
[2025-12-24T20:21:12.342917] [INFO ] [sig       ] [1053/3551] Forecasting EHI...
[2025-12-24T20:21:12.342948] [INFO ] [sig       ] Generating forecast for: EHI
[2025-12-24T20:21:12.342977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-12-24T20:21:12.354195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2025-12-24T20:21:12.354641] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-12-24T20:21:12.355647] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-12-24T20:21:12.355712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:12.355751] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:12.355783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:12.355874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:12.413169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:12.414064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:12.414148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:12.414180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:12.534613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:12.534770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:12.534818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:12.534849] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:12.538261] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: DOWN (p=21.25%)
[2025-12-24T20:21:12.538534] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-12-24T20:21:12.538678] [INFO ] [sig       ] EHI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:12.683412] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EHI.txt
[2025-12-24T20:21:12.683618] [INFO ] [sig       ] [1053/3551] Completed EHI in 0.3s | 2.86 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-24T20:21:12.683663] [INFO ] [sig       ] [1054/3551] Forecasting EHTH...
[2025-12-24T20:21:12.683694] [INFO ] [sig       ] Generating forecast for: EHTH
[2025-12-24T20:21:12.683726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2025-12-24T20:21:12.695138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2025-12-24T20:21:12.695516] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2025-12-24T20:21:12.696305] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2025-12-24T20:21:12.696359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:12.696391] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:12.696419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:12.696476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:12.752756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:12.753619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:12.753700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:12.753732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:12.871362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:12.871516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:12.871554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:12.871599] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:12.874862] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: UP (p=98.39%)
[2025-12-24T20:21:12.875151] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2025-12-24T20:21:12.875270] [INFO ] [sig       ] EHTH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:13.016557] [INFO ] [LOCAL     ] Saved forecast: EHTH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EHTH.txt
[2025-12-24T20:21:13.016731] [INFO ] [sig       ] [1054/3551] Completed EHTH in 0.3s | 2.86 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-24T20:21:13.016771] [INFO ] [sig       ] [1055/3551] Forecasting EIC...
[2025-12-24T20:21:13.016800] [INFO ] [sig       ] Generating forecast for: EIC
[2025-12-24T20:21:13.016830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-12-24T20:21:13.028404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2025-12-24T20:21:13.028772] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-12-24T20:21:13.029559] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-12-24T20:21:13.029629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:13.029662] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:13.029688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:13.029744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:13.087021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:13.087872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:13.087959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:13.087993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:13.209654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:13.209810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:13.209850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:13.209881] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:13.213197] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: DOWN (p=33.67%)
[2025-12-24T20:21:13.213491] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-12-24T20:21:13.213639] [INFO ] [sig       ] EIC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:13.360434] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EIC.txt
[2025-12-24T20:21:13.360610] [INFO ] [sig       ] [1055/3551] Completed EIC in 0.3s | 2.86 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-24T20:21:13.360657] [INFO ] [sig       ] [1056/3551] Forecasting EIG...
[2025-12-24T20:21:13.360689] [INFO ] [sig       ] Generating forecast for: EIG
[2025-12-24T20:21:13.360721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-12-24T20:21:13.372517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2025-12-24T20:21:13.372933] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-12-24T20:21:13.373740] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-12-24T20:21:13.373805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:13.373861] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:13.373907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:13.373978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:13.432991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:13.433856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:13.433946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:13.433980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:13.553271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:13.553414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:13.553455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:13.553484] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:13.556975] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: DOWN (p=38.29%)
[2025-12-24T20:21:13.557255] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-12-24T20:21:13.557384] [INFO ] [sig       ] EIG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:13.705858] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EIG.txt
[2025-12-24T20:21:13.705996] [INFO ] [sig       ] [1056/3551] Completed EIG in 0.3s | 2.86 sym/s | Total: 6.1m | ETA: 14.5m
[2025-12-24T20:21:13.706037] [INFO ] [sig       ] [1057/3551] Forecasting EIX...
[2025-12-24T20:21:13.706066] [INFO ] [sig       ] Generating forecast for: EIX
[2025-12-24T20:21:13.706094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-12-24T20:21:13.717602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2025-12-24T20:21:13.717941] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-12-24T20:21:13.718749] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-12-24T20:21:13.718803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:13.718877] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:13.718912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:13.718981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:13.776042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:13.776918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:13.777006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:13.777041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:13.900001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:13.900173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:13.900229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:13.900262] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:13.903983] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: DOWN (p=9.82%)
[2025-12-24T20:21:13.904261] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-12-24T20:21:13.904389] [INFO ] [sig       ] EIX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:14.046090] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EIX.txt
[2025-12-24T20:21:14.046222] [INFO ] [sig       ] [1057/3551] Completed EIX in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-24T20:21:14.046455] [INFO ] [sig       ] [1058/3551] Forecasting EL...
[2025-12-24T20:21:14.046485] [INFO ] [sig       ] Generating forecast for: EL
[2025-12-24T20:21:14.046515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-12-24T20:21:14.058721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EL'.
[2025-12-24T20:21:14.059021] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-12-24T20:21:14.059832] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-12-24T20:21:14.059895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:14.059934] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:14.059969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:14.060039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:14.118692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:14.119411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:14.119495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:14.119529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:14.247888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:14.248048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:14.248090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:14.248120] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:14.251630] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: UP (p=93.93%)
[2025-12-24T20:21:14.251913] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-12-24T20:21:14.252102] [INFO ] [sig       ] EL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:14.400195] [INFO ] [LOCAL     ] Saved forecast: EL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EL.txt
[2025-12-24T20:21:14.400350] [INFO ] [sig       ] [1058/3551] Completed EL in 0.4s | 2.86 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-24T20:21:14.400390] [INFO ] [sig       ] [1059/3551] Forecasting ELAB...
[2025-12-24T20:21:14.400420] [INFO ] [sig       ] Generating forecast for: ELAB
[2025-12-24T20:21:14.400449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2025-12-24T20:21:14.412215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2025-12-24T20:21:14.412614] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2025-12-24T20:21:14.413374] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2025-12-24T20:21:14.413426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:14.413458] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:14.413484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:14.413541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:14.472843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:14.473670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:14.473754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:14.473790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:14.593819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:14.593973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:14.594015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:14.594045] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:14.597450] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-12-24T20:21:14.597743] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2025-12-24T20:21:14.597866] [INFO ] [sig       ] ELAB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:14.743412] [INFO ] [LOCAL     ] Saved forecast: ELAB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ELAB.txt
[2025-12-24T20:21:14.743644] [INFO ] [sig       ] [1059/3551] Completed ELAB in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-24T20:21:14.743715] [INFO ] [sig       ] [1060/3551] Forecasting ELAN...
[2025-12-24T20:21:14.743747] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-12-24T20:21:14.743778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-12-24T20:21:14.757273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2025-12-24T20:21:14.757630] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-12-24T20:21:14.758539] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-12-24T20:21:14.758619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:14.758654] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:14.758683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:14.758742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:14.815782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:14.816548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:14.816674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:14.816719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:14.938947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:14.939117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:14.939164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:14.939247] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:14.942734] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: DOWN (p=15.87%)
[2025-12-24T20:21:14.943009] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-12-24T20:21:14.943133] [INFO ] [sig       ] ELAN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:15.083162] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ELAN.txt
[2025-12-24T20:21:15.083304] [INFO ] [sig       ] [1060/3551] Completed ELAN in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-24T20:21:15.083346] [INFO ] [sig       ] [1061/3551] Forecasting ELC...
[2025-12-24T20:21:15.083379] [INFO ] [sig       ] Generating forecast for: ELC
[2025-12-24T20:21:15.083411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-12-24T20:21:15.095323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2025-12-24T20:21:15.095637] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-12-24T20:21:15.096401] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-12-24T20:21:15.096454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:15.096487] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:15.096515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:15.096603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:15.156452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:15.157148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:15.157231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:15.157266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:15.271432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:15.271608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:15.271652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:15.271683] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:15.275092] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: DOWN (p=49.20%)
[2025-12-24T20:21:15.275363] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-12-24T20:21:15.275503] [INFO ] [sig       ] ELC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:15.418453] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ELC.txt
[2025-12-24T20:21:15.418646] [INFO ] [sig       ] [1061/3551] Completed ELC in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-24T20:21:15.418690] [INFO ] [sig       ] [1062/3551] Forecasting ELDN...
[2025-12-24T20:21:15.418720] [INFO ] [sig       ] Generating forecast for: ELDN
[2025-12-24T20:21:15.418750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2025-12-24T20:21:15.430896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2025-12-24T20:21:15.431301] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2025-12-24T20:21:15.432100] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2025-12-24T20:21:15.432155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:15.432188] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:15.432215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:15.432274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:15.488906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:15.489802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:15.489916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:15.489952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:15.605706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:15.605869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:15.605911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:15.605945] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:15.609456] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: UP (p=78.57%)
[2025-12-24T20:21:15.609758] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2025-12-24T20:21:15.609886] [INFO ] [sig       ] ELDN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:15.749983] [INFO ] [LOCAL     ] Saved forecast: ELDN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ELDN.txt
[2025-12-24T20:21:15.750122] [INFO ] [sig       ] [1062/3551] Completed ELDN in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-24T20:21:15.750164] [INFO ] [sig       ] [1063/3551] Forecasting ELF...
[2025-12-24T20:21:15.750196] [INFO ] [sig       ] Generating forecast for: ELF
[2025-12-24T20:21:15.750230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-12-24T20:21:15.762090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2025-12-24T20:21:15.762432] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-12-24T20:21:15.763195] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-12-24T20:21:15.763247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:15.763278] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:15.763305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:15.763360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:15.819612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:15.820435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:15.820522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:15.820555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:15.938584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:15.938737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:15.938795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:15.938824] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:15.942323] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: DOWN (p=9.90%)
[2025-12-24T20:21:15.942617] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-12-24T20:21:15.942744] [INFO ] [sig       ] ELF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:16.085162] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ELF.txt
[2025-12-24T20:21:16.085301] [INFO ] [sig       ] [1063/3551] Completed ELF in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-24T20:21:16.085344] [INFO ] [sig       ] [1064/3551] Forecasting ELME...
[2025-12-24T20:21:16.085374] [INFO ] [sig       ] Generating forecast for: ELME
[2025-12-24T20:21:16.085405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-12-24T20:21:16.097065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2025-12-24T20:21:16.097381] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-12-24T20:21:16.098151] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-12-24T20:21:16.098212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:16.098266] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:16.098304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:16.098377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:16.156500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:16.157193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:16.157276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:16.157310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:16.277316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:16.277466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:16.277506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:16.277535] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:16.280840] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: DOWN (p=14.26%)
[2025-12-24T20:21:16.281109] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-12-24T20:21:16.281232] [INFO ] [sig       ] ELME: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:16.421934] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ELME.txt
[2025-12-24T20:21:16.422084] [INFO ] [sig       ] [1064/3551] Completed ELME in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-24T20:21:16.422125] [INFO ] [sig       ] [1065/3551] Forecasting ELP...
[2025-12-24T20:21:16.422154] [INFO ] [sig       ] Generating forecast for: ELP
[2025-12-24T20:21:16.422185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'.
[2025-12-24T20:21:16.433095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELP'.
[2025-12-24T20:21:16.433371] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-12-24T20:21:16.434152] [DEBUG] [LOCAL     ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt
[2025-12-24T20:21:16.434204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:16.434236] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:16.434263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:16.434320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:16.493741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:16.494632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:16.494719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:16.494754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:16.613089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:16.613247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:16.613287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:16.613316] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:16.616684] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-12-24T20:21:16.616968] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-12-24T20:21:16.617093] [INFO ] [sig       ] ELP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:16.762034] [INFO ] [LOCAL     ] Saved forecast: ELP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ELP.txt
[2025-12-24T20:21:16.762181] [INFO ] [sig       ] [1065/3551] Completed ELP in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-24T20:21:16.762223] [INFO ] [sig       ] [1066/3551] Forecasting ELS...
[2025-12-24T20:21:16.762449] [INFO ] [sig       ] Generating forecast for: ELS
[2025-12-24T20:21:16.762479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-12-24T20:21:16.774049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2025-12-24T20:21:16.774350] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-12-24T20:21:16.775111] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-12-24T20:21:16.775162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:16.775194] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:16.775401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:16.775457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:16.834893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:16.835615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:16.835706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:16.835741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:16.954953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:16.955118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:16.955165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:16.955194] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:16.958600] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: UP (p=87.60%)
[2025-12-24T20:21:16.958957] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-12-24T20:21:16.959127] [INFO ] [sig       ] ELS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:17.105504] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ELS.txt
[2025-12-24T20:21:17.105674] [INFO ] [sig       ] [1066/3551] Completed ELS in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-24T20:21:17.105715] [INFO ] [sig       ] [1067/3551] Forecasting ELTX...
[2025-12-24T20:21:17.105746] [INFO ] [sig       ] Generating forecast for: ELTX
[2025-12-24T20:21:17.105776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2025-12-24T20:21:17.116941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2025-12-24T20:21:17.117295] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2025-12-24T20:21:17.118072] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2025-12-24T20:21:17.118124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:17.118167] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:17.118197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:17.118253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:17.175779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:17.176853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:17.176971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:17.177011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:17.306662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:17.306830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:17.306878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:17.306912] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:17.310723] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: DOWN (p=44.56%)
[2025-12-24T20:21:17.311027] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2025-12-24T20:21:17.311174] [INFO ] [sig       ] ELTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:17.455281] [INFO ] [LOCAL     ] Saved forecast: ELTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ELTX.txt
[2025-12-24T20:21:17.455407] [INFO ] [sig       ] [1067/3551] Completed ELTX in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-24T20:21:17.455445] [INFO ] [sig       ] [1068/3551] Forecasting ELVA...
[2025-12-24T20:21:17.455476] [INFO ] [sig       ] Generating forecast for: ELVA
[2025-12-24T20:21:17.455506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2025-12-24T20:21:17.468362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2025-12-24T20:21:17.468772] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2025-12-24T20:21:17.469900] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2025-12-24T20:21:17.469952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:17.469983] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:17.470009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:17.470065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:17.529714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:17.530684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:17.530775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:17.530814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:17.649036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:17.649414] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-24T20:21:17.649456] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:17.649485] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:17.653414] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: DOWN (p=24.25%)
[2025-12-24T20:21:17.653710] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2025-12-24T20:21:17.653834] [INFO ] [sig       ] ELVA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:17.798826] [INFO ] [LOCAL     ] Saved forecast: ELVA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ELVA.txt
[2025-12-24T20:21:17.798983] [INFO ] [sig       ] [1068/3551] Completed ELVA in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-24T20:21:17.799025] [INFO ] [sig       ] [1069/3551] Forecasting ELVN...
[2025-12-24T20:21:17.799056] [INFO ] [sig       ] Generating forecast for: ELVN
[2025-12-24T20:21:17.799089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2025-12-24T20:21:17.811373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2025-12-24T20:21:17.811702] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2025-12-24T20:21:17.812481] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2025-12-24T20:21:17.812536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:17.812593] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:17.812626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:17.812685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:17.875605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:17.876762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:17.876872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:17.876930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:17.998663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:17.998812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:17.998851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:17.998880] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:18.002286] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: UP (p=98.64%)
[2025-12-24T20:21:18.002550] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2025-12-24T20:21:18.002688] [INFO ] [sig       ] ELVN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:18.147694] [INFO ] [LOCAL     ] Saved forecast: ELVN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ELVN.txt
[2025-12-24T20:21:18.147852] [INFO ] [sig       ] [1069/3551] Completed ELVN in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.5m
[2025-12-24T20:21:18.147891] [INFO ] [sig       ] [1070/3551] Forecasting ELWS...
[2025-12-24T20:21:18.147920] [INFO ] [sig       ] Generating forecast for: ELWS
[2025-12-24T20:21:18.147950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'.
[2025-12-24T20:21:18.159238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELWS'.
[2025-12-24T20:21:18.159657] [INFO ] [FORECASTER] Starting predict_future for ELWS
[2025-12-24T20:21:18.160428] [DEBUG] [LOCAL     ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt
[2025-12-24T20:21:18.160480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:18.160512] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:18.160539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:18.160614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:18.218881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:18.219967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:18.220059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:18.220094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:18.331150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:18.331309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:18.331349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:18.331380] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:18.334796] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-12-24T20:21:18.335097] [INFO ] [FORECASTER] Completed predict_future for ELWS
[2025-12-24T20:21:18.335227] [INFO ] [sig       ] ELWS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:18.477801] [INFO ] [LOCAL     ] Saved forecast: ELWS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ELWS.txt
[2025-12-24T20:21:18.477983] [INFO ] [sig       ] [1070/3551] Completed ELWS in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-24T20:21:18.478023] [INFO ] [sig       ] [1071/3551] Forecasting EM...
[2025-12-24T20:21:18.478060] [INFO ] [sig       ] Generating forecast for: EM
[2025-12-24T20:21:18.478091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2025-12-24T20:21:18.489122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2025-12-24T20:21:18.489516] [INFO ] [FORECASTER] Starting predict_future for EM
[2025-12-24T20:21:18.490286] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2025-12-24T20:21:18.490338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:18.490370] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:18.490397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:18.490452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:18.547884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:18.548847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:18.548947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:18.548981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:18.661791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:18.661943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:18.661987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:18.662022] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:18.665339] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: UP (p=84.21%)
[2025-12-24T20:21:18.665622] [INFO ] [FORECASTER] Completed predict_future for EM
[2025-12-24T20:21:18.665742] [INFO ] [sig       ] EM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:18.818301] [INFO ] [LOCAL     ] Saved forecast: EM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EM.txt
[2025-12-24T20:21:18.818467] [INFO ] [sig       ] [1071/3551] Completed EM in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-24T20:21:18.818508] [INFO ] [sig       ] [1072/3551] Forecasting EMB...
[2025-12-24T20:21:18.818539] [INFO ] [sig       ] Generating forecast for: EMB
[2025-12-24T20:21:18.818592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2025-12-24T20:21:18.829649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2025-12-24T20:21:18.829962] [INFO ] [FORECASTER] Starting predict_future for EMB
[2025-12-24T20:21:18.830769] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2025-12-24T20:21:18.830822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:18.830859] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:18.830887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:18.830952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:18.886414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:18.887072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:18.887159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:18.887193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:19.005496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:19.005669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:19.005710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:19.005739] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:19.009031] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: DOWN (p=32.77%)
[2025-12-24T20:21:19.009311] [INFO ] [FORECASTER] Completed predict_future for EMB
[2025-12-24T20:21:19.009481] [INFO ] [sig       ] EMB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:19.154600] [INFO ] [LOCAL     ] Saved forecast: EMB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EMB.txt
[2025-12-24T20:21:19.154728] [INFO ] [sig       ] [1072/3551] Completed EMB in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-24T20:21:19.154768] [INFO ] [sig       ] [1073/3551] Forecasting EMBC...
[2025-12-24T20:21:19.154798] [INFO ] [sig       ] Generating forecast for: EMBC
[2025-12-24T20:21:19.154828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2025-12-24T20:21:19.171525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2025-12-24T20:21:19.171925] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2025-12-24T20:21:19.172699] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2025-12-24T20:21:19.172751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:19.172783] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:19.172810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:19.172866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:19.232659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:19.233524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:19.233634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:19.233668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:19.354948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:19.355102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:19.355142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:19.355172] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:19.358698] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: UP (p=81.21%)
[2025-12-24T20:21:19.358998] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2025-12-24T20:21:19.359126] [INFO ] [sig       ] EMBC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:19.502846] [INFO ] [LOCAL     ] Saved forecast: EMBC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EMBC.txt
[2025-12-24T20:21:19.503002] [INFO ] [sig       ] [1073/3551] Completed EMBC in 0.3s | 2.86 sym/s | Total: 6.2m | ETA: 14.4m
[2025-12-24T20:21:19.503044] [INFO ] [sig       ] [1074/3551] Forecasting EMD...
[2025-12-24T20:21:19.503076] [INFO ] [sig       ] Generating forecast for: EMD
[2025-12-24T20:21:19.503107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-12-24T20:21:19.514670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2025-12-24T20:21:19.515061] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-12-24T20:21:19.515865] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-12-24T20:21:19.515917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:19.515975] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:19.516002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:19.516065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:19.573437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:19.574291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:19.574374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:19.574406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:19.694483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:19.694656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:19.694699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:19.694743] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:19.698135] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: DOWN (p=3.47%)
[2025-12-24T20:21:19.698406] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-12-24T20:21:19.698525] [INFO ] [sig       ] EMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:19.841918] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EMD.txt
[2025-12-24T20:21:19.842055] [INFO ] [sig       ] [1074/3551] Completed EMD in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-24T20:21:19.842092] [INFO ] [sig       ] [1075/3551] Forecasting EMF...
[2025-12-24T20:21:19.842121] [INFO ] [sig       ] Generating forecast for: EMF
[2025-12-24T20:21:19.842150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-12-24T20:21:19.853529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2025-12-24T20:21:19.853837] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-12-24T20:21:19.854591] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-12-24T20:21:19.854643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:19.854674] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:19.854700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:19.854756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:19.913100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:19.913996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:19.914087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:19.914119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:20.029420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:20.029603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:20.029644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:20.029673] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:20.033210] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: DOWN (p=17.54%)
[2025-12-24T20:21:20.033490] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-12-24T20:21:20.033643] [INFO ] [sig       ] EMF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:20.179536] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EMF.txt
[2025-12-24T20:21:20.179711] [INFO ] [sig       ] [1075/3551] Completed EMF in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-24T20:21:20.179753] [INFO ] [sig       ] [1076/3551] Forecasting EMN...
[2025-12-24T20:21:20.179786] [INFO ] [sig       ] Generating forecast for: EMN
[2025-12-24T20:21:20.179816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-12-24T20:21:20.191394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2025-12-24T20:21:20.191785] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-12-24T20:21:20.192552] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-12-24T20:21:20.192624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:20.192658] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:20.192685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:20.192741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:20.250388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:20.251304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:20.251395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:20.251429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:20.373538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:20.373718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:20.373759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:20.373789] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:20.377137] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: DOWN (p=40.87%)
[2025-12-24T20:21:20.377416] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-12-24T20:21:20.377540] [INFO ] [sig       ] EMN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:20.531832] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EMN.txt
[2025-12-24T20:21:20.531987] [INFO ] [sig       ] [1076/3551] Completed EMN in 0.4s | 2.86 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-24T20:21:20.532028] [INFO ] [sig       ] [1077/3551] Forecasting EMO...
[2025-12-24T20:21:20.532057] [INFO ] [sig       ] Generating forecast for: EMO
[2025-12-24T20:21:20.532091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-12-24T20:21:20.544889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2025-12-24T20:21:20.545259] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-12-24T20:21:20.546084] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-12-24T20:21:20.546137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:20.546169] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:20.546195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:20.546251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:20.617886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:20.619007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:20.619148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:20.619189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:20.732540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:20.732713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:20.732754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:20.732816] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:20.736195] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: DOWN (p=0.26%)
[2025-12-24T20:21:20.736474] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-12-24T20:21:20.736617] [INFO ] [sig       ] EMO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:20.878270] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EMO.txt
[2025-12-24T20:21:20.878426] [INFO ] [sig       ] [1077/3551] Completed EMO in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-24T20:21:20.878466] [INFO ] [sig       ] [1078/3551] Forecasting EMXC...
[2025-12-24T20:21:20.878497] [INFO ] [sig       ] Generating forecast for: EMXC
[2025-12-24T20:21:20.878527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2025-12-24T20:21:20.891745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2025-12-24T20:21:20.892154] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2025-12-24T20:21:20.892981] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2025-12-24T20:21:20.893037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:20.893069] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:20.893098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:20.893172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:20.954111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:20.954977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:20.955061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:20.955096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:21.080487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:21.080634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:21.080673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:21.080700] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:21.084601] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: UP (p=57.40%)
[2025-12-24T20:21:21.084935] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2025-12-24T20:21:21.085089] [INFO ] [sig       ] EMXC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:21.227332] [INFO ] [LOCAL     ] Saved forecast: EMXC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EMXC.txt
[2025-12-24T20:21:21.227464] [INFO ] [sig       ] [1078/3551] Completed EMXC in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-24T20:21:21.227504] [INFO ] [sig       ] [1079/3551] Forecasting ENB...
[2025-12-24T20:21:21.227538] [INFO ] [sig       ] Generating forecast for: ENB
[2025-12-24T20:21:21.227568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-12-24T20:21:21.238667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2025-12-24T20:21:21.238981] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-12-24T20:21:21.239822] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-12-24T20:21:21.239878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:21.239911] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:21.239938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:21.239996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:21.298199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:21.298979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:21.299067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:21.299104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:21.425202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:21.425356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:21.425397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:21.425428] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:21.428820] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: DOWN (p=1.30%)
[2025-12-24T20:21:21.429103] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-12-24T20:21:21.429228] [INFO ] [sig       ] ENB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:21.574000] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ENB.txt
[2025-12-24T20:21:21.574133] [INFO ] [sig       ] [1079/3551] Completed ENB in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-24T20:21:21.574174] [INFO ] [sig       ] [1080/3551] Forecasting ENGN...
[2025-12-24T20:21:21.574205] [INFO ] [sig       ] Generating forecast for: ENGN
[2025-12-24T20:21:21.574234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2025-12-24T20:21:21.585193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2025-12-24T20:21:21.585494] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2025-12-24T20:21:21.586253] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2025-12-24T20:21:21.586316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:21.586348] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:21.586375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:21.586431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:21.644970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:21.645691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:21.645777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:21.645811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:21.772113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:21.772271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:21.772312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:21.772342] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:21.775781] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: DOWN (p=24.51%)
[2025-12-24T20:21:21.776061] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2025-12-24T20:21:21.776184] [INFO ] [sig       ] ENGN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:21.916718] [INFO ] [LOCAL     ] Saved forecast: ENGN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ENGN.txt
[2025-12-24T20:21:21.916875] [INFO ] [sig       ] [1080/3551] Completed ENGN in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-24T20:21:21.916915] [INFO ] [sig       ] [1081/3551] Forecasting ENIC...
[2025-12-24T20:21:21.916943] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-12-24T20:21:21.916973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-12-24T20:21:21.929644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENIC'.
[2025-12-24T20:21:21.930054] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-12-24T20:21:21.930907] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-12-24T20:21:21.930962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:21.930996] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:21.931024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:21.931082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:21.990898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:21.991804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:21.991891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:21.991926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:22.117687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:22.117848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:22.117890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:22.117921] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:22.122021] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: UP (p=92.23%)
[2025-12-24T20:21:22.122359] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-12-24T20:21:22.122495] [INFO ] [sig       ] ENIC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:22.266165] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ENIC.txt
[2025-12-24T20:21:22.266318] [INFO ] [sig       ] [1081/3551] Completed ENIC in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-24T20:21:22.266362] [INFO ] [sig       ] [1082/3551] Forecasting ENPH...
[2025-12-24T20:21:22.266393] [INFO ] [sig       ] Generating forecast for: ENPH
[2025-12-24T20:21:22.266648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2025-12-24T20:21:22.278308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2025-12-24T20:21:22.278651] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2025-12-24T20:21:22.279419] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2025-12-24T20:21:22.279475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:22.279506] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:22.279531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:22.279614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:22.339939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:22.340837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:22.340925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:22.340959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:22.460619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:22.460778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:22.460819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:22.460851] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:22.464255] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: UP (p=96.79%)
[2025-12-24T20:21:22.464531] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2025-12-24T20:21:22.464674] [INFO ] [sig       ] ENPH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:22.612412] [INFO ] [LOCAL     ] Saved forecast: ENPH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ENPH.txt
[2025-12-24T20:21:22.612624] [INFO ] [sig       ] [1082/3551] Completed ENPH in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-24T20:21:22.612670] [INFO ] [sig       ] [1083/3551] Forecasting ENS...
[2025-12-24T20:21:22.612706] [INFO ] [sig       ] Generating forecast for: ENS
[2025-12-24T20:21:22.612743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-12-24T20:21:22.624712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2025-12-24T20:21:22.625084] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-12-24T20:21:22.626070] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-12-24T20:21:22.626123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:22.626154] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:22.626180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:22.626236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:22.687702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:22.688624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:22.688727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:22.688761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:22.809863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:22.810019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:22.810062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:22.810093] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:22.814125] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: DOWN (p=11.27%)
[2025-12-24T20:21:22.814635] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-12-24T20:21:22.814766] [INFO ] [sig       ] ENS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:22.959265] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ENS.txt
[2025-12-24T20:21:22.959642] [INFO ] [sig       ] [1083/3551] Completed ENS in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-24T20:21:22.959685] [INFO ] [sig       ] [1084/3551] Forecasting ENSC...
[2025-12-24T20:21:22.959714] [INFO ] [sig       ] Generating forecast for: ENSC
[2025-12-24T20:21:22.959745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'.
[2025-12-24T20:21:22.971143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSC'.
[2025-12-24T20:21:22.971477] [INFO ] [FORECASTER] Starting predict_future for ENSC
[2025-12-24T20:21:22.972253] [DEBUG] [LOCAL     ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt
[2025-12-24T20:21:22.972304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:22.972335] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:22.972363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:22.972418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:23.028918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:23.029884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:23.030027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:23.030061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:23.150002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:23.150158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:23.150199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:23.150228] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:23.153721] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: DOWN (p=28.14%)
[2025-12-24T20:21:23.153988] [INFO ] [FORECASTER] Completed predict_future for ENSC
[2025-12-24T20:21:23.154107] [INFO ] [sig       ] ENSC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:23.294567] [INFO ] [LOCAL     ] Saved forecast: ENSC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ENSC.txt
[2025-12-24T20:21:23.294716] [INFO ] [sig       ] [1084/3551] Completed ENSC in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-24T20:21:23.294754] [INFO ] [sig       ] [1085/3551] Forecasting ENSG...
[2025-12-24T20:21:23.294792] [INFO ] [sig       ] Generating forecast for: ENSG
[2025-12-24T20:21:23.294823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2025-12-24T20:21:23.306613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2025-12-24T20:21:23.306954] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2025-12-24T20:21:23.307722] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2025-12-24T20:21:23.307773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:23.307805] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:23.307831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:23.307891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:23.363530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:23.364507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:23.364606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:23.364641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:23.490286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:23.490457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:23.490498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:23.490526] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:23.494043] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-24T20:21:23.494346] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2025-12-24T20:21:23.494475] [INFO ] [sig       ] ENSG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:23.637752] [INFO ] [LOCAL     ] Saved forecast: ENSG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ENSG.txt
[2025-12-24T20:21:23.637889] [INFO ] [sig       ] [1085/3551] Completed ENSG in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.4m
[2025-12-24T20:21:23.637927] [INFO ] [sig       ] [1086/3551] Forecasting ENTA...
[2025-12-24T20:21:23.637956] [INFO ] [sig       ] Generating forecast for: ENTA
[2025-12-24T20:21:23.637987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2025-12-24T20:21:23.650644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2025-12-24T20:21:23.650970] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2025-12-24T20:21:23.651748] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2025-12-24T20:21:23.651800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:23.651832] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:23.651859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:23.651915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:23.708085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:23.708749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:23.708843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:23.708877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:23.831890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:23.832047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:23.832087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:23.832116] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:23.835420] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: DOWN (p=37.43%)
[2025-12-24T20:21:23.835713] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2025-12-24T20:21:23.835836] [INFO ] [sig       ] ENTA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:23.975686] [INFO ] [LOCAL     ] Saved forecast: ENTA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ENTA.txt
[2025-12-24T20:21:23.975825] [INFO ] [sig       ] [1086/3551] Completed ENTA in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-24T20:21:23.975864] [INFO ] [sig       ] [1087/3551] Forecasting ENTG...
[2025-12-24T20:21:23.975894] [INFO ] [sig       ] Generating forecast for: ENTG
[2025-12-24T20:21:23.975924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2025-12-24T20:21:23.987536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2025-12-24T20:21:23.987879] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2025-12-24T20:21:23.988641] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2025-12-24T20:21:23.988692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:23.988723] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:23.988751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:23.988807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:24.046764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:24.047869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:24.047984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:24.048017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:24.170663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:24.170855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:24.170896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:24.170926] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:24.174329] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: DOWN (p=34.69%)
[2025-12-24T20:21:24.174630] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2025-12-24T20:21:24.174758] [INFO ] [sig       ] ENTG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:24.316874] [INFO ] [LOCAL     ] Saved forecast: ENTG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ENTG.txt
[2025-12-24T20:21:24.317041] [INFO ] [sig       ] [1087/3551] Completed ENTG in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-24T20:21:24.317088] [INFO ] [sig       ] [1088/3551] Forecasting ENTX...
[2025-12-24T20:21:24.317119] [INFO ] [sig       ] Generating forecast for: ENTX
[2025-12-24T20:21:24.317158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2025-12-24T20:21:24.329786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2025-12-24T20:21:24.330104] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2025-12-24T20:21:24.330875] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2025-12-24T20:21:24.330926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:24.330958] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:24.330985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:24.331042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:24.389091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:24.390037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:24.390150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:24.390184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:24.502255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:24.502405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:24.502445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:24.502475] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:24.505831] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: UP (p=97.30%)
[2025-12-24T20:21:24.506097] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2025-12-24T20:21:24.506217] [INFO ] [sig       ] ENTX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:24.644786] [INFO ] [LOCAL     ] Saved forecast: ENTX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ENTX.txt
[2025-12-24T20:21:24.644913] [INFO ] [sig       ] [1088/3551] Completed ENTX in 0.3s | 2.86 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-24T20:21:24.644953] [INFO ] [sig       ] [1089/3551] Forecasting ENVA...
[2025-12-24T20:21:24.644982] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-12-24T20:21:24.645012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-12-24T20:21:24.656658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2025-12-24T20:21:24.656971] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-12-24T20:21:24.657726] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-12-24T20:21:24.657778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:24.657810] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:24.657837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:24.657893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:24.713173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:24.714060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:24.714144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:24.714177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:24.834178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:24.834341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:24.834381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:24.834408] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:24.837857] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: DOWN (p=11.53%)
[2025-12-24T20:21:24.838154] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-12-24T20:21:24.838284] [INFO ] [sig       ] ENVA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:24.995230] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ENVA.txt
[2025-12-24T20:21:24.995395] [INFO ] [sig       ] [1089/3551] Completed ENVA in 0.4s | 2.86 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-24T20:21:24.995435] [INFO ] [sig       ] [1090/3551] Forecasting ENVB...
[2025-12-24T20:21:24.995464] [INFO ] [sig       ] Generating forecast for: ENVB
[2025-12-24T20:21:24.995493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2025-12-24T20:21:25.009623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2025-12-24T20:21:25.010080] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2025-12-24T20:21:25.011016] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2025-12-24T20:21:25.011086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:25.011131] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:25.011165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:25.011222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:25.072852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:25.073783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:25.073874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:25.073909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:25.234079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:25.234288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:25.234342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:25.234383] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:25.240166] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: DOWN (p=48.82%)
[2025-12-24T20:21:25.240755] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2025-12-24T20:21:25.240976] [INFO ] [sig       ] ENVB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:25.477562] [INFO ] [LOCAL     ] Saved forecast: ENVB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ENVB.txt
[2025-12-24T20:21:25.477812] [INFO ] [sig       ] [1090/3551] Completed ENVB in 0.5s | 2.86 sym/s | Total: 6.3m | ETA: 14.3m
[2025-12-24T20:21:25.477860] [INFO ] [sig       ] [1091/3551] Forecasting ENVX...
[2025-12-24T20:21:25.477894] [INFO ] [sig       ] Generating forecast for: ENVX
[2025-12-24T20:21:25.477929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2025-12-24T20:21:25.492955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2025-12-24T20:21:25.493569] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2025-12-24T20:21:25.494608] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2025-12-24T20:21:25.494722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:25.494761] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:25.494793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:25.494867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:25.563789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:25.564872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:25.564984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:25.565022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:25.722176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:25.722378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:25.722445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:25.722496] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:25.728090] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: UP (p=69.21%)
[2025-12-24T20:21:25.728647] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2025-12-24T20:21:25.728856] [INFO ] [sig       ] ENVX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:25.925028] [INFO ] [LOCAL     ] Saved forecast: ENVX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ENVX.txt
[2025-12-24T20:21:25.925200] [INFO ] [sig       ] [1091/3551] Completed ENVX in 0.4s | 2.86 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-24T20:21:25.925244] [INFO ] [sig       ] [1092/3551] Forecasting EOD...
[2025-12-24T20:21:25.925273] [INFO ] [sig       ] Generating forecast for: EOD
[2025-12-24T20:21:25.925304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-12-24T20:21:25.938378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2025-12-24T20:21:25.938833] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-12-24T20:21:25.939763] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-12-24T20:21:25.939820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:25.939852] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:25.939879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:25.939936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:26.003114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:26.004009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:26.004097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:26.004131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:26.135559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:26.135753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:26.135796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:26.135826] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:26.139601] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=36.83%)
[2025-12-24T20:21:26.139962] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-12-24T20:21:26.140110] [INFO ] [sig       ] EOD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:26.294917] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EOD.txt
[2025-12-24T20:21:26.295101] [INFO ] [sig       ] [1092/3551] Completed EOD in 0.4s | 2.86 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-24T20:21:26.295158] [INFO ] [sig       ] [1093/3551] Forecasting EOG...
[2025-12-24T20:21:26.295191] [INFO ] [sig       ] Generating forecast for: EOG
[2025-12-24T20:21:26.295221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-12-24T20:21:26.308285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2025-12-24T20:21:26.308713] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-12-24T20:21:26.309603] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-12-24T20:21:26.309658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:26.309691] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:26.309718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:26.309773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:26.371789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:26.372776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:26.372869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:26.372914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:26.500686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:26.500854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:26.500896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:26.500924] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:26.504480] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-12-24T20:21:26.504801] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-12-24T20:21:26.504935] [INFO ] [sig       ] EOG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:26.657044] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EOG.txt
[2025-12-24T20:21:26.657199] [INFO ] [sig       ] [1093/3551] Completed EOG in 0.4s | 2.86 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-24T20:21:26.657239] [INFO ] [sig       ] [1094/3551] Forecasting EOI...
[2025-12-24T20:21:26.657269] [INFO ] [sig       ] Generating forecast for: EOI
[2025-12-24T20:21:26.657298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-12-24T20:21:26.670563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2025-12-24T20:21:26.671027] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-12-24T20:21:26.671977] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-12-24T20:21:26.672038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:26.672070] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:26.672097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:26.672153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:26.732330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:26.733222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:26.733307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:26.733341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:26.855332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:26.855491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:26.855601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:26.855635] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:26.858990] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: UP (p=52.97%)
[2025-12-24T20:21:26.859291] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-12-24T20:21:26.859447] [INFO ] [sig       ] EOI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:27.011984] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EOI.txt
[2025-12-24T20:21:27.012124] [INFO ] [sig       ] [1094/3551] Completed EOI in 0.4s | 2.86 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-24T20:21:27.012170] [INFO ] [sig       ] [1095/3551] Forecasting EOLS...
[2025-12-24T20:21:27.012202] [INFO ] [sig       ] Generating forecast for: EOLS
[2025-12-24T20:21:27.012232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2025-12-24T20:21:27.023866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2025-12-24T20:21:27.024142] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2025-12-24T20:21:27.025116] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2025-12-24T20:21:27.025168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:27.025200] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:27.025226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:27.025281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:27.082879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:27.083480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:27.083558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:27.083607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:27.203449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:27.203612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:27.203652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:27.203681] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:27.207337] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: UP (p=87.12%)
[2025-12-24T20:21:27.207626] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2025-12-24T20:21:27.207749] [INFO ] [sig       ] EOLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:27.348992] [INFO ] [LOCAL     ] Saved forecast: EOLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EOLS.txt
[2025-12-24T20:21:27.349121] [INFO ] [sig       ] [1095/3551] Completed EOLS in 0.3s | 2.86 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-24T20:21:27.349160] [INFO ] [sig       ] [1096/3551] Forecasting EOS...
[2025-12-24T20:21:27.349188] [INFO ] [sig       ] Generating forecast for: EOS
[2025-12-24T20:21:27.349218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-12-24T20:21:27.360553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2025-12-24T20:21:27.360875] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-12-24T20:21:27.361636] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-12-24T20:21:27.361687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:27.361718] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:27.361746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:27.361802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:27.419033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:27.419742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:27.419821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:27.419853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:27.540276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:27.540433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:27.540473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:27.540501] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:27.543827] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: DOWN (p=43.97%)
[2025-12-24T20:21:27.544092] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-12-24T20:21:27.544229] [INFO ] [sig       ] EOS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:27.683548] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EOS.txt
[2025-12-24T20:21:27.683726] [INFO ] [sig       ] [1096/3551] Completed EOS in 0.3s | 2.86 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-24T20:21:27.683768] [INFO ] [sig       ] [1097/3551] Forecasting EOSE...
[2025-12-24T20:21:27.683799] [INFO ] [sig       ] Generating forecast for: EOSE
[2025-12-24T20:21:27.683829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2025-12-24T20:21:27.695628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2025-12-24T20:21:27.696014] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2025-12-24T20:21:27.696816] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2025-12-24T20:21:27.696869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:27.696902] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:27.696929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:27.696986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:27.754057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:27.754948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:27.755034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:27.755068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:27.872271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:27.872420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:27.872460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:27.872488] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:27.875800] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: DOWN (p=28.04%)
[2025-12-24T20:21:27.876061] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2025-12-24T20:21:27.876178] [INFO ] [sig       ] EOSE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:28.022186] [INFO ] [LOCAL     ] Saved forecast: EOSE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EOSE.txt
[2025-12-24T20:21:28.022344] [INFO ] [sig       ] [1097/3551] Completed EOSE in 0.3s | 2.86 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-24T20:21:28.022388] [INFO ] [sig       ] [1098/3551] Forecasting EPAC...
[2025-12-24T20:21:28.022419] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-12-24T20:21:28.022485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-12-24T20:21:28.034759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2025-12-24T20:21:28.035130] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-12-24T20:21:28.035921] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-12-24T20:21:28.035973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:28.036006] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:28.036034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:28.036091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:28.095144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:28.096001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:28.096085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:28.096120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:28.218491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:28.218681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:28.218743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:28.218775] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:28.222355] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: DOWN (p=5.22%)
[2025-12-24T20:21:28.222665] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-12-24T20:21:28.222805] [INFO ] [sig       ] EPAC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:28.366387] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EPAC.txt
[2025-12-24T20:21:28.366539] [INFO ] [sig       ] [1098/3551] Completed EPAC in 0.3s | 2.86 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-24T20:21:28.366606] [INFO ] [sig       ] [1099/3551] Forecasting EPAM...
[2025-12-24T20:21:28.366637] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-12-24T20:21:28.366668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-12-24T20:21:28.378388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2025-12-24T20:21:28.378783] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-12-24T20:21:28.379608] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-12-24T20:21:28.379667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:28.379701] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:28.379728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:28.379787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:28.438994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:28.439933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:28.440015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:28.440048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:28.567373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:28.567536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:28.567597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:28.567632] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:28.571536] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: DOWN (p=9.58%)
[2025-12-24T20:21:28.571835] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-12-24T20:21:28.571965] [INFO ] [sig       ] EPAM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:28.724264] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EPAM.txt
[2025-12-24T20:21:28.724421] [INFO ] [sig       ] [1099/3551] Completed EPAM in 0.4s | 2.86 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-24T20:21:28.724461] [INFO ] [sig       ] [1100/3551] Forecasting EPC...
[2025-12-24T20:21:28.724493] [INFO ] [sig       ] Generating forecast for: EPC
[2025-12-24T20:21:28.724526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-12-24T20:21:28.736201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2025-12-24T20:21:28.736539] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-12-24T20:21:28.737353] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-12-24T20:21:28.737407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:28.737440] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:28.737468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:28.737537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:28.794632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:28.795596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:28.795713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:28.795765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:28.923211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:28.923370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:28.923413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:28.923442] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:28.926938] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: UP (p=74.15%)
[2025-12-24T20:21:28.927239] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-12-24T20:21:28.927379] [INFO ] [sig       ] EPC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:29.077238] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EPC.txt
[2025-12-24T20:21:29.077392] [INFO ] [sig       ] [1100/3551] Completed EPC in 0.4s | 2.86 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-24T20:21:29.077433] [INFO ] [sig       ] [1101/3551] Forecasting EPD...
[2025-12-24T20:21:29.077463] [INFO ] [sig       ] Generating forecast for: EPD
[2025-12-24T20:21:29.077494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-12-24T20:21:29.090733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2025-12-24T20:21:29.091064] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-12-24T20:21:29.091866] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-12-24T20:21:29.091920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:29.091953] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:29.091981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:29.092037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:29.149286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:29.150043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:29.150128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:29.150161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:29.272313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:29.272471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:29.272513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:29.272543] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:29.276033] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: DOWN (p=35.31%)
[2025-12-24T20:21:29.276322] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-12-24T20:21:29.276453] [INFO ] [sig       ] EPD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:29.420878] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EPD.txt
[2025-12-24T20:21:29.421043] [INFO ] [sig       ] [1101/3551] Completed EPD in 0.3s | 2.86 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-24T20:21:29.421085] [INFO ] [sig       ] [1102/3551] Forecasting EPSN...
[2025-12-24T20:21:29.421125] [INFO ] [sig       ] Generating forecast for: EPSN
[2025-12-24T20:21:29.421171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2025-12-24T20:21:29.433435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2025-12-24T20:21:29.433907] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2025-12-24T20:21:29.434790] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2025-12-24T20:21:29.434848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:29.434897] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:29.434926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:29.434983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:29.492707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:29.493628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:29.493730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:29.493768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:29.615064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:29.615216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:29.615256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:29.615285] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:29.618602] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: DOWN (p=12.06%)
[2025-12-24T20:21:29.618875] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2025-12-24T20:21:29.618994] [INFO ] [sig       ] EPSN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:29.776010] [INFO ] [LOCAL     ] Saved forecast: EPSN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EPSN.txt
[2025-12-24T20:21:29.776165] [INFO ] [sig       ] [1102/3551] Completed EPSN in 0.4s | 2.86 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-24T20:21:29.776207] [INFO ] [sig       ] [1103/3551] Forecasting EQBK...
[2025-12-24T20:21:29.776237] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-12-24T20:21:29.776268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-12-24T20:21:29.787240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2025-12-24T20:21:29.787612] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-12-24T20:21:29.788384] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-12-24T20:21:29.788453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:29.788486] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:29.788513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:29.788585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:29.845709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:29.846538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:29.846646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:29.846681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:29.968624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:29.968796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:29.968837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:29.968866] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:29.972501] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: UP (p=93.22%)
[2025-12-24T20:21:29.972805] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-12-24T20:21:29.972935] [INFO ] [sig       ] EQBK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:30.112750] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EQBK.txt
[2025-12-24T20:21:30.112904] [INFO ] [sig       ] [1103/3551] Completed EQBK in 0.3s | 2.86 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-24T20:21:30.112945] [INFO ] [sig       ] [1104/3551] Forecasting EQH...
[2025-12-24T20:21:30.112975] [INFO ] [sig       ] Generating forecast for: EQH
[2025-12-24T20:21:30.113006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-12-24T20:21:30.125401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2025-12-24T20:21:30.125824] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-12-24T20:21:30.126666] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-12-24T20:21:30.126721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:30.126754] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:30.126782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:30.126840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:30.186001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:30.186944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:30.187032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:30.187065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:30.314727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:30.314878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:30.314919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:30.314948] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:30.318743] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: DOWN (p=41.31%)
[2025-12-24T20:21:30.319017] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-12-24T20:21:30.319174] [INFO ] [sig       ] EQH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:30.461107] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EQH.txt
[2025-12-24T20:21:30.461247] [INFO ] [sig       ] [1104/3551] Completed EQH in 0.3s | 2.86 sym/s | Total: 6.4m | ETA: 14.3m
[2025-12-24T20:21:30.461294] [INFO ] [sig       ] [1105/3551] Forecasting EQIX...
[2025-12-24T20:21:30.461333] [INFO ] [sig       ] Generating forecast for: EQIX
[2025-12-24T20:21:30.461369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2025-12-24T20:21:30.472446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2025-12-24T20:21:30.472778] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2025-12-24T20:21:30.473533] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2025-12-24T20:21:30.473602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:30.473635] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:30.473663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:30.473719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:30.534219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:30.535082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:30.535167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:30.535200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:30.689107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:30.689266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:30.689309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:30.689386] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:30.693215] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: UP (p=91.49%)
[2025-12-24T20:21:30.693600] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2025-12-24T20:21:30.693748] [INFO ] [sig       ] EQIX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:30.837899] [INFO ] [LOCAL     ] Saved forecast: EQIX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EQIX.txt
[2025-12-24T20:21:30.838036] [INFO ] [sig       ] [1105/3551] Completed EQIX in 0.4s | 2.86 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-24T20:21:30.838076] [INFO ] [sig       ] [1106/3551] Forecasting ERAS...
[2025-12-24T20:21:30.838111] [INFO ] [sig       ] Generating forecast for: ERAS
[2025-12-24T20:21:30.838143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2025-12-24T20:21:30.850833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2025-12-24T20:21:30.851127] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2025-12-24T20:21:30.852124] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2025-12-24T20:21:30.852176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:30.852207] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:30.852233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:30.852288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:30.910985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:30.911691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:30.911790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:30.911823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:31.046300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:31.046526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:31.046600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:31.046642] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:31.052057] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: DOWN (p=25.76%)
[2025-12-24T20:21:31.052537] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2025-12-24T20:21:31.052742] [INFO ] [sig       ] ERAS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:31.199505] [INFO ] [LOCAL     ] Saved forecast: ERAS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ERAS.txt
[2025-12-24T20:21:31.199664] [INFO ] [sig       ] [1106/3551] Completed ERAS in 0.4s | 2.86 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-24T20:21:31.199707] [INFO ] [sig       ] [1107/3551] Forecasting ERIC...
[2025-12-24T20:21:31.199737] [INFO ] [sig       ] Generating forecast for: ERIC
[2025-12-24T20:21:31.199767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2025-12-24T20:21:31.211771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2025-12-24T20:21:31.212107] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2025-12-24T20:21:31.212990] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2025-12-24T20:21:31.213047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:31.213079] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:31.213105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:31.213161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:31.271075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:31.271997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:31.272083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:31.272117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:31.396106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:31.396263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:31.396303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:31.396330] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:31.399715] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: UP (p=55.48%)
[2025-12-24T20:21:31.399999] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2025-12-24T20:21:31.400129] [INFO ] [sig       ] ERIC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:31.539209] [INFO ] [LOCAL     ] Saved forecast: ERIC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ERIC.txt
[2025-12-24T20:21:31.539383] [INFO ] [sig       ] [1107/3551] Completed ERIC in 0.3s | 2.86 sym/s | Total: 6.4m | ETA: 14.2m
[2025-12-24T20:21:31.539425] [INFO ] [sig       ] [1108/3551] Forecasting ERIE...
[2025-12-24T20:21:31.539454] [INFO ] [sig       ] Generating forecast for: ERIE
[2025-12-24T20:21:31.539486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2025-12-24T20:21:31.550951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2025-12-24T20:21:31.551344] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2025-12-24T20:21:31.552382] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2025-12-24T20:21:31.552444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:31.552484] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:31.552517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:31.552608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:31.623810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:31.624722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:31.624809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:31.624842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:31.742223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:31.742411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:31.742452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:31.742481] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:31.745991] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: DOWN (p=6.67%)
[2025-12-24T20:21:31.746271] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2025-12-24T20:21:31.746398] [INFO ] [sig       ] ERIE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:31.885864] [INFO ] [LOCAL     ] Saved forecast: ERIE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ERIE.txt
[2025-12-24T20:21:31.886024] [INFO ] [sig       ] [1108/3551] Completed ERIE in 0.3s | 2.86 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-24T20:21:31.886065] [INFO ] [sig       ] [1109/3551] Forecasting ERII...
[2025-12-24T20:21:31.886095] [INFO ] [sig       ] Generating forecast for: ERII
[2025-12-24T20:21:31.886126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2025-12-24T20:21:31.897672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2025-12-24T20:21:31.898063] [INFO ] [FORECASTER] Starting predict_future for ERII
[2025-12-24T20:21:31.898863] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2025-12-24T20:21:31.898927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:31.898965] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:31.898999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:31.899067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:31.954822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:31.955663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:31.955746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:31.955780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:32.075261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:32.075439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:32.075485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:32.075538] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:32.079482] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: UP (p=78.91%)
[2025-12-24T20:21:32.079898] [INFO ] [FORECASTER] Completed predict_future for ERII
[2025-12-24T20:21:32.080051] [INFO ] [sig       ] ERII: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:32.222740] [INFO ] [LOCAL     ] Saved forecast: ERII	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ERII.txt
[2025-12-24T20:21:32.222907] [INFO ] [sig       ] [1109/3551] Completed ERII in 0.3s | 2.86 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-24T20:21:32.222947] [INFO ] [sig       ] [1110/3551] Forecasting ERNA...
[2025-12-24T20:21:32.222978] [INFO ] [sig       ] Generating forecast for: ERNA
[2025-12-24T20:21:32.223008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'.
[2025-12-24T20:21:32.235529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERNA'.
[2025-12-24T20:21:32.235976] [INFO ] [FORECASTER] Starting predict_future for ERNA
[2025-12-24T20:21:32.236786] [DEBUG] [LOCAL     ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt
[2025-12-24T20:21:32.236842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:32.236874] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:32.236901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:32.236956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:32.293459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:32.294332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:32.294420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:32.294455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:32.414414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:32.414717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:32.414760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:32.414788] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:32.418168] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: UP (p=83.99%)
[2025-12-24T20:21:32.418440] [INFO ] [FORECASTER] Completed predict_future for ERNA
[2025-12-24T20:21:32.418558] [INFO ] [sig       ] ERNA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:32.561738] [INFO ] [LOCAL     ] Saved forecast: ERNA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ERNA.txt
[2025-12-24T20:21:32.561958] [INFO ] [sig       ] [1110/3551] Completed ERNA in 0.3s | 2.86 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-24T20:21:32.562027] [INFO ] [sig       ] [1111/3551] Forecasting ERO...
[2025-12-24T20:21:32.562068] [INFO ] [sig       ] Generating forecast for: ERO
[2025-12-24T20:21:32.562101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-12-24T20:21:32.576302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2025-12-24T20:21:32.576805] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-12-24T20:21:32.577757] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-12-24T20:21:32.577828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:32.577877] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:32.577908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:32.577976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:32.644649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:32.645664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:32.645768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:32.645846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:32.773995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:32.774197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:32.774238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:32.774267] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:32.777724] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=83.33%)
[2025-12-24T20:21:32.777996] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-12-24T20:21:32.778121] [INFO ] [sig       ] ERO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:32.916664] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ERO.txt
[2025-12-24T20:21:32.916787] [INFO ] [sig       ] [1111/3551] Completed ERO in 0.4s | 2.86 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-24T20:21:32.916826] [INFO ] [sig       ] [1112/3551] Forecasting ES...
[2025-12-24T20:21:32.916855] [INFO ] [sig       ] Generating forecast for: ES
[2025-12-24T20:21:32.916885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-12-24T20:21:32.928841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2025-12-24T20:21:32.929207] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-12-24T20:21:32.930047] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-12-24T20:21:32.930101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:32.930132] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:32.930158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:32.930215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:32.988042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:32.988936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:32.989023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:32.989063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:33.106814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:33.106991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:33.107029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:33.107058] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:33.110379] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-12-24T20:21:33.110668] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-12-24T20:21:33.110787] [INFO ] [sig       ] ES: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:33.249008] [INFO ] [LOCAL     ] Saved forecast: ES	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ES.txt
[2025-12-24T20:21:33.249168] [INFO ] [sig       ] [1112/3551] Completed ES in 0.3s | 2.86 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-24T20:21:33.249209] [INFO ] [sig       ] [1113/3551] Forecasting ESAB...
[2025-12-24T20:21:33.249239] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-12-24T20:21:33.249268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-12-24T20:21:33.261853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2025-12-24T20:21:33.262253] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-12-24T20:21:33.263030] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-12-24T20:21:33.263083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:33.263114] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:33.263141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:33.263209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:33.319117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:33.320061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:33.320152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:33.320185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:33.440524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:33.440702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:33.440742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:33.440771] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:33.444068] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=8.16%)
[2025-12-24T20:21:33.444331] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-12-24T20:21:33.444449] [INFO ] [sig       ] ESAB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:33.583850] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ESAB.txt
[2025-12-24T20:21:33.584013] [INFO ] [sig       ] [1113/3551] Completed ESAB in 0.3s | 2.86 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-24T20:21:33.584055] [INFO ] [sig       ] [1114/3551] Forecasting ESCA...
[2025-12-24T20:21:33.584085] [INFO ] [sig       ] Generating forecast for: ESCA
[2025-12-24T20:21:33.584114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2025-12-24T20:21:33.595972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2025-12-24T20:21:33.596240] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2025-12-24T20:21:33.596999] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2025-12-24T20:21:33.597052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:33.597084] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:33.597111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:33.597167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:33.652282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:33.652992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:33.653075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:33.653107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:33.765068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:33.765227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:33.765267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:33.765295] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:33.768621] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: UP (p=83.72%)
[2025-12-24T20:21:33.768888] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2025-12-24T20:21:33.769010] [INFO ] [sig       ] ESCA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:33.913403] [INFO ] [LOCAL     ] Saved forecast: ESCA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ESCA.txt
[2025-12-24T20:21:33.913588] [INFO ] [sig       ] [1114/3551] Completed ESCA in 0.3s | 2.86 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-24T20:21:33.913646] [INFO ] [sig       ] [1115/3551] Forecasting ESE...
[2025-12-24T20:21:33.913731] [INFO ] [sig       ] Generating forecast for: ESE
[2025-12-24T20:21:33.913780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-12-24T20:21:33.927224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2025-12-24T20:21:33.927628] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-12-24T20:21:33.928520] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-12-24T20:21:33.928612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:33.928669] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:33.928696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:33.928772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:33.990960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:33.991893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:33.991986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:33.992019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:34.117398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:34.117560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:34.117621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:34.117651] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:34.121162] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-12-24T20:21:34.121508] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-12-24T20:21:34.121678] [INFO ] [sig       ] ESE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:34.265852] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ESE.txt
[2025-12-24T20:21:34.266008] [INFO ] [sig       ] [1115/3551] Completed ESE in 0.4s | 2.86 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-24T20:21:34.266049] [INFO ] [sig       ] [1116/3551] Forecasting ESEA...
[2025-12-24T20:21:34.266080] [INFO ] [sig       ] Generating forecast for: ESEA
[2025-12-24T20:21:34.266110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2025-12-24T20:21:34.279299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2025-12-24T20:21:34.279776] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2025-12-24T20:21:34.280654] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2025-12-24T20:21:34.280710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:34.280744] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:34.280771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:34.280826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:34.341347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:34.342265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:34.342362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:34.342395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:34.472219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:34.472376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:34.472418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:34.472447] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:34.475885] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: UP (p=74.66%)
[2025-12-24T20:21:34.476164] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2025-12-24T20:21:34.476290] [INFO ] [sig       ] ESEA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:34.617216] [INFO ] [LOCAL     ] Saved forecast: ESEA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ESEA.txt
[2025-12-24T20:21:34.617374] [INFO ] [sig       ] [1116/3551] Completed ESEA in 0.4s | 2.86 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-24T20:21:34.617414] [INFO ] [sig       ] [1117/3551] Forecasting ESGD...
[2025-12-24T20:21:34.617445] [INFO ] [sig       ] Generating forecast for: ESGD
[2025-12-24T20:21:34.617475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2025-12-24T20:21:34.630465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2025-12-24T20:21:34.630879] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2025-12-24T20:21:34.631781] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2025-12-24T20:21:34.631846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:34.631896] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:34.631937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:34.632018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:34.694146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:34.695076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:34.695175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:34.695223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:34.822361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:34.822525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:34.822566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:34.822615] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:34.826214] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: DOWN (p=49.02%)
[2025-12-24T20:21:34.826510] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2025-12-24T20:21:34.826691] [INFO ] [sig       ] ESGD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:34.979368] [INFO ] [LOCAL     ] Saved forecast: ESGD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ESGD.txt
[2025-12-24T20:21:34.979535] [INFO ] [sig       ] [1117/3551] Completed ESGD in 0.4s | 2.86 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-24T20:21:34.979599] [INFO ] [sig       ] [1118/3551] Forecasting ESGE...
[2025-12-24T20:21:34.979633] [INFO ] [sig       ] Generating forecast for: ESGE
[2025-12-24T20:21:34.979662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2025-12-24T20:21:34.992749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2025-12-24T20:21:34.993120] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2025-12-24T20:21:34.993956] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2025-12-24T20:21:34.994012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:34.994053] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:34.994094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:34.994204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:35.055261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:35.056190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:35.056281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:35.056316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:35.187942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:35.188119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:35.188174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:35.188208] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:35.195358] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: UP (p=91.94%)
[2025-12-24T20:21:35.195744] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2025-12-24T20:21:35.195896] [INFO ] [sig       ] ESGE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:35.349914] [INFO ] [LOCAL     ] Saved forecast: ESGE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ESGE.txt
[2025-12-24T20:21:35.350093] [INFO ] [sig       ] [1118/3551] Completed ESGE in 0.4s | 2.86 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-24T20:21:35.350140] [INFO ] [sig       ] [1119/3551] Forecasting ESI...
[2025-12-24T20:21:35.350172] [INFO ] [sig       ] Generating forecast for: ESI
[2025-12-24T20:21:35.350204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-12-24T20:21:35.365234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2025-12-24T20:21:35.365871] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-12-24T20:21:35.366911] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-12-24T20:21:35.366969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:35.367004] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:35.367032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:35.367093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:35.447346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:35.448802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:35.448926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:35.448969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:35.573960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:35.574198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:35.574245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:35.574274] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:35.578536] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=12.82%)
[2025-12-24T20:21:35.578998] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-12-24T20:21:35.579162] [INFO ] [sig       ] ESI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:35.747999] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ESI.txt
[2025-12-24T20:21:35.748243] [INFO ] [sig       ] [1119/3551] Completed ESI in 0.4s | 2.86 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-24T20:21:35.748292] [INFO ] [sig       ] [1120/3551] Forecasting ESOA...
[2025-12-24T20:21:35.748325] [INFO ] [sig       ] Generating forecast for: ESOA
[2025-12-24T20:21:35.748360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'.
[2025-12-24T20:21:35.763017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESOA'.
[2025-12-24T20:21:35.763728] [INFO ] [FORECASTER] Starting predict_future for ESOA
[2025-12-24T20:21:35.764780] [DEBUG] [LOCAL     ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt
[2025-12-24T20:21:35.764839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:35.764873] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:35.764901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:35.764970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:35.826747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:35.828059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:35.828211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:35.828250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:35.957147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:35.957379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:35.957425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:35.957458] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:35.961748] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: UP (p=81.13%)
[2025-12-24T20:21:35.962089] [INFO ] [FORECASTER] Completed predict_future for ESOA
[2025-12-24T20:21:35.962241] [INFO ] [sig       ] ESOA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:36.119463] [INFO ] [LOCAL     ] Saved forecast: ESOA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ESOA.txt
[2025-12-24T20:21:36.119742] [INFO ] [sig       ] [1120/3551] Completed ESOA in 0.4s | 2.86 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-24T20:21:36.119804] [INFO ] [sig       ] [1121/3551] Forecasting ESPO...
[2025-12-24T20:21:36.119838] [INFO ] [sig       ] Generating forecast for: ESPO
[2025-12-24T20:21:36.119872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2025-12-24T20:21:36.134119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2025-12-24T20:21:36.134716] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2025-12-24T20:21:36.135610] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2025-12-24T20:21:36.135670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:36.135715] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:36.135747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:36.135815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:36.196819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:36.198066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:36.198202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:36.198237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:36.331183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:36.331424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:36.331473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:36.331503] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:36.335764] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: UP (p=95.76%)
[2025-12-24T20:21:36.336257] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2025-12-24T20:21:36.336441] [INFO ] [sig       ] ESPO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:36.493884] [INFO ] [LOCAL     ] Saved forecast: ESPO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ESPO.txt
[2025-12-24T20:21:36.494155] [INFO ] [sig       ] [1121/3551] Completed ESPO in 0.4s | 2.86 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-24T20:21:36.494213] [INFO ] [sig       ] [1122/3551] Forecasting ESQ...
[2025-12-24T20:21:36.494255] [INFO ] [sig       ] Generating forecast for: ESQ
[2025-12-24T20:21:36.494302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2025-12-24T20:21:36.511199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2025-12-24T20:21:36.511865] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2025-12-24T20:21:36.512912] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2025-12-24T20:21:36.512974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:36.513007] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:36.513038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:36.513101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:36.578551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:36.580076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:36.580183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:36.580218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:36.726658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:36.726988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:36.727050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:36.727088] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:36.733144] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: UP (p=72.77%)
[2025-12-24T20:21:36.733795] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2025-12-24T20:21:36.734013] [INFO ] [sig       ] ESQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:36.909544] [INFO ] [LOCAL     ] Saved forecast: ESQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ESQ.txt
[2025-12-24T20:21:36.909805] [INFO ] [sig       ] [1122/3551] Completed ESQ in 0.4s | 2.86 sym/s | Total: 6.5m | ETA: 14.2m
[2025-12-24T20:21:36.909861] [INFO ] [sig       ] [1123/3551] Forecasting ESTA...
[2025-12-24T20:21:36.909898] [INFO ] [sig       ] Generating forecast for: ESTA
[2025-12-24T20:21:36.909931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2025-12-24T20:21:36.924527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2025-12-24T20:21:36.925227] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2025-12-24T20:21:36.926306] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2025-12-24T20:21:36.926367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:36.926401] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:36.926429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:36.926490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:36.986504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:36.987751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:36.987863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:36.987899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:37.118148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:37.118394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:37.118443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:37.118474] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:37.122539] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: DOWN (p=3.94%)
[2025-12-24T20:21:37.122987] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2025-12-24T20:21:37.123159] [INFO ] [sig       ] ESTA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:37.291896] [INFO ] [LOCAL     ] Saved forecast: ESTA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ESTA.txt
[2025-12-24T20:21:37.292116] [INFO ] [sig       ] [1123/3551] Completed ESTA in 0.4s | 2.86 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-24T20:21:37.292160] [INFO ] [sig       ] [1124/3551] Forecasting ESTC...
[2025-12-24T20:21:37.292192] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-12-24T20:21:37.292254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-12-24T20:21:37.307936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2025-12-24T20:21:37.308623] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-12-24T20:21:37.310725] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-12-24T20:21:37.310927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:37.310966] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:37.310994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:37.311066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:37.369196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:37.370432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:37.370543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:37.370597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:37.497165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:37.497398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:37.497441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:37.497470] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:37.501320] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: DOWN (p=44.55%)
[2025-12-24T20:21:37.501648] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-12-24T20:21:37.501787] [INFO ] [sig       ] ESTC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:37.659420] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ESTC.txt
[2025-12-24T20:21:37.659652] [INFO ] [sig       ] [1124/3551] Completed ESTC in 0.4s | 2.86 sym/s | Total: 6.5m | ETA: 14.1m
[2025-12-24T20:21:37.659702] [INFO ] [sig       ] [1125/3551] Forecasting ETB...
[2025-12-24T20:21:37.659735] [INFO ] [sig       ] Generating forecast for: ETB
[2025-12-24T20:21:37.659779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-12-24T20:21:37.674227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2025-12-24T20:21:37.674839] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-12-24T20:21:37.675814] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-12-24T20:21:37.675872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:37.675907] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:37.675936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:37.675996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:37.735971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:37.737324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:37.737449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:37.737485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:37.863602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:37.863841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:37.863887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:37.863915] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:37.868310] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=15.73%)
[2025-12-24T20:21:37.868717] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-12-24T20:21:37.868873] [INFO ] [sig       ] ETB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:38.026406] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ETB.txt
[2025-12-24T20:21:38.026657] [INFO ] [sig       ] [1125/3551] Completed ETB in 0.4s | 2.86 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-24T20:21:38.026708] [INFO ] [sig       ] [1126/3551] Forecasting ETD...
[2025-12-24T20:21:38.026741] [INFO ] [sig       ] Generating forecast for: ETD
[2025-12-24T20:21:38.026774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-12-24T20:21:38.040602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2025-12-24T20:21:38.041180] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-12-24T20:21:38.042149] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-12-24T20:21:38.042224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:38.042258] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:38.042292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:38.042360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:38.100559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:38.101740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:38.101851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:38.101886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:38.224797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:38.224952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:38.224992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:38.225020] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:38.228490] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=6.36%)
[2025-12-24T20:21:38.228982] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-12-24T20:21:38.229106] [INFO ] [sig       ] ETD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:38.368468] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ETD.txt
[2025-12-24T20:21:38.368592] [INFO ] [sig       ] [1126/3551] Completed ETD in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-24T20:21:38.368633] [INFO ] [sig       ] [1127/3551] Forecasting ETG...
[2025-12-24T20:21:38.368662] [INFO ] [sig       ] Generating forecast for: ETG
[2025-12-24T20:21:38.368691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-12-24T20:21:38.380381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2025-12-24T20:21:38.380652] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-12-24T20:21:38.381388] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-12-24T20:21:38.381439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:38.381470] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:38.381496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:38.381560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:38.437645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:38.438212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:38.438289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:38.438320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:38.558297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:38.558389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:38.558424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:38.558451] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:38.561885] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: UP (p=95.48%)
[2025-12-24T20:21:38.562145] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-12-24T20:21:38.562267] [INFO ] [sig       ] ETG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:38.705938] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ETG.txt
[2025-12-24T20:21:38.706055] [INFO ] [sig       ] [1127/3551] Completed ETG in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-24T20:21:38.706094] [INFO ] [sig       ] [1128/3551] Forecasting ETHA...
[2025-12-24T20:21:38.706124] [INFO ] [sig       ] Generating forecast for: ETHA
[2025-12-24T20:21:38.706153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2025-12-24T20:21:38.717707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2025-12-24T20:21:38.717961] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2025-12-24T20:21:38.718718] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2025-12-24T20:21:38.718769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:38.718801] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:38.718827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:38.718884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:38.773689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:38.774263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:38.774340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:38.774372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:38.891414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:38.891504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:38.891539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:38.891583] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:38.894974] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: UP (p=79.46%)
[2025-12-24T20:21:38.895225] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2025-12-24T20:21:38.895342] [INFO ] [sig       ] ETHA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:39.034642] [INFO ] [LOCAL     ] Saved forecast: ETHA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ETHA.txt
[2025-12-24T20:21:39.034752] [INFO ] [sig       ] [1128/3551] Completed ETHA in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-24T20:21:39.034790] [INFO ] [sig       ] [1129/3551] Forecasting ETJ...
[2025-12-24T20:21:39.034819] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-12-24T20:21:39.034849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-12-24T20:21:39.045779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2025-12-24T20:21:39.046039] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-12-24T20:21:39.046796] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-12-24T20:21:39.046847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:39.046879] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:39.046906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:39.046962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:39.103440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:39.104031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:39.104108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:39.104139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:39.222180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:39.222298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:39.222335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:39.222364] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:39.225902] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: DOWN (p=31.59%)
[2025-12-24T20:21:39.226169] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-12-24T20:21:39.226286] [INFO ] [sig       ] ETJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:39.367042] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ETJ.txt
[2025-12-24T20:21:39.367164] [INFO ] [sig       ] [1129/3551] Completed ETJ in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-24T20:21:39.367209] [INFO ] [sig       ] [1130/3551] Forecasting ETN...
[2025-12-24T20:21:39.367239] [INFO ] [sig       ] Generating forecast for: ETN
[2025-12-24T20:21:39.367269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-12-24T20:21:39.378607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2025-12-24T20:21:39.378862] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-12-24T20:21:39.379637] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-12-24T20:21:39.379688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:39.379719] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:39.379746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:39.379800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:39.436609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:39.437201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:39.437278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:39.437309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:39.556095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:39.556196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:39.556230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:39.556257] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:39.559347] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-12-24T20:21:39.559637] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-12-24T20:21:39.559755] [INFO ] [sig       ] ETN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:39.697213] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ETN.txt
[2025-12-24T20:21:39.697320] [INFO ] [sig       ] [1130/3551] Completed ETN in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-24T20:21:39.697358] [INFO ] [sig       ] [1131/3551] Forecasting ETO...
[2025-12-24T20:21:39.697386] [INFO ] [sig       ] Generating forecast for: ETO
[2025-12-24T20:21:39.697416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-12-24T20:21:39.708119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2025-12-24T20:21:39.708376] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-12-24T20:21:39.709125] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-12-24T20:21:39.709176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:39.709207] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:39.709234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:39.709290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:39.765220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:39.765804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:39.765881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:39.765911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:39.884559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:39.884701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:39.884738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:39.884765] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:39.888323] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: UP (p=89.55%)
[2025-12-24T20:21:39.888607] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-12-24T20:21:39.888746] [INFO ] [sig       ] ETO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:40.028413] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ETO.txt
[2025-12-24T20:21:40.028520] [INFO ] [sig       ] [1131/3551] Completed ETO in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-24T20:21:40.028598] [INFO ] [sig       ] [1132/3551] Forecasting ETON...
[2025-12-24T20:21:40.028630] [INFO ] [sig       ] Generating forecast for: ETON
[2025-12-24T20:21:40.028661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2025-12-24T20:21:40.039679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2025-12-24T20:21:40.039953] [INFO ] [FORECASTER] Starting predict_future for ETON
[2025-12-24T20:21:40.040703] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2025-12-24T20:21:40.040755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:40.040787] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:40.040814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:40.040871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:40.096429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:40.097059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:40.097138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:40.097170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:40.216270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:40.216409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:40.216448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:40.216477] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:40.220374] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: DOWN (p=31.11%)
[2025-12-24T20:21:40.220691] [INFO ] [FORECASTER] Completed predict_future for ETON
[2025-12-24T20:21:40.221013] [INFO ] [sig       ] ETON: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:40.359871] [INFO ] [LOCAL     ] Saved forecast: ETON	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ETON.txt
[2025-12-24T20:21:40.359975] [INFO ] [sig       ] [1132/3551] Completed ETON in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-24T20:21:40.360013] [INFO ] [sig       ] [1133/3551] Forecasting ETSY...
[2025-12-24T20:21:40.360042] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-12-24T20:21:40.360071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-12-24T20:21:40.372676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2025-12-24T20:21:40.372936] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-12-24T20:21:40.373691] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-12-24T20:21:40.373741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:40.373773] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:40.373800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:40.373857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:40.430950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:40.431547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:40.431645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:40.431677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:40.551169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:40.551264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:40.551317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:40.551346] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:40.554802] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: UP (p=89.86%)
[2025-12-24T20:21:40.555058] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-12-24T20:21:40.555176] [INFO ] [sig       ] ETSY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:40.692800] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ETSY.txt
[2025-12-24T20:21:40.692910] [INFO ] [sig       ] [1133/3551] Completed ETSY in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-24T20:21:40.692949] [INFO ] [sig       ] [1134/3551] Forecasting ETY...
[2025-12-24T20:21:40.692979] [INFO ] [sig       ] Generating forecast for: ETY
[2025-12-24T20:21:40.693008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-12-24T20:21:40.705041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2025-12-24T20:21:40.705297] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-12-24T20:21:40.706041] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-12-24T20:21:40.706093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:40.706124] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:40.706152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:40.706208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:40.762743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:40.763313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:40.763389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:40.763420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:40.879059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:40.879189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:40.879227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:40.879255] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:40.882505] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=74.66%)
[2025-12-24T20:21:40.882787] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-12-24T20:21:40.882911] [INFO ] [sig       ] ETY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:41.021268] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ETY.txt
[2025-12-24T20:21:41.021374] [INFO ] [sig       ] [1134/3551] Completed ETY in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-24T20:21:41.021412] [INFO ] [sig       ] [1135/3551] Forecasting EUFN...
[2025-12-24T20:21:41.021441] [INFO ] [sig       ] Generating forecast for: EUFN
[2025-12-24T20:21:41.021470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2025-12-24T20:21:41.033148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2025-12-24T20:21:41.033411] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2025-12-24T20:21:41.034160] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2025-12-24T20:21:41.034211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:41.034242] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:41.034316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:41.034375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:41.091404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:41.092262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:41.092358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:41.092391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:41.209883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:41.210041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:41.210081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:41.210109] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:41.214158] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: UP (p=95.16%)
[2025-12-24T20:21:41.214474] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2025-12-24T20:21:41.214625] [INFO ] [sig       ] EUFN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:41.352130] [INFO ] [LOCAL     ] Saved forecast: EUFN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EUFN.txt
[2025-12-24T20:21:41.352253] [INFO ] [sig       ] [1135/3551] Completed EUFN in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-24T20:21:41.352293] [INFO ] [sig       ] [1136/3551] Forecasting EVAX...
[2025-12-24T20:21:41.352323] [INFO ] [sig       ] Generating forecast for: EVAX
[2025-12-24T20:21:41.352352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2025-12-24T20:21:41.366419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2025-12-24T20:21:41.366864] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2025-12-24T20:21:41.367707] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2025-12-24T20:21:41.367762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:41.367797] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:41.367827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:41.367884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:41.425056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:41.425944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:41.426032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:41.426067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:41.556375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:41.556543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:41.556602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:41.556633] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:41.560239] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=34.18%)
[2025-12-24T20:21:41.560525] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2025-12-24T20:21:41.560684] [INFO ] [sig       ] EVAX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:41.706808] [INFO ] [LOCAL     ] Saved forecast: EVAX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EVAX.txt
[2025-12-24T20:21:41.706971] [INFO ] [sig       ] [1136/3551] Completed EVAX in 0.4s | 2.86 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-24T20:21:41.707013] [INFO ] [sig       ] [1137/3551] Forecasting EVC...
[2025-12-24T20:21:41.707043] [INFO ] [sig       ] Generating forecast for: EVC
[2025-12-24T20:21:41.707073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-12-24T20:21:41.718234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2025-12-24T20:21:41.718597] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-12-24T20:21:41.719421] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-12-24T20:21:41.719476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:41.719523] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:41.719555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:41.719632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:41.779256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:41.780171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:41.780256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:41.780290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:41.902213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:41.902371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:41.902411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:41.902440] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:41.905783] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: DOWN (p=11.73%)
[2025-12-24T20:21:41.906054] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-12-24T20:21:41.906172] [INFO ] [sig       ] EVC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:42.053139] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EVC.txt
[2025-12-24T20:21:42.053280] [INFO ] [sig       ] [1137/3551] Completed EVC in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-24T20:21:42.053320] [INFO ] [sig       ] [1138/3551] Forecasting EVCM...
[2025-12-24T20:21:42.053349] [INFO ] [sig       ] Generating forecast for: EVCM
[2025-12-24T20:21:42.053379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2025-12-24T20:21:42.064894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2025-12-24T20:21:42.065211] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2025-12-24T20:21:42.065987] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2025-12-24T20:21:42.066038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:42.066070] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:42.066096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:42.066152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:42.123936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:42.124705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:42.124789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:42.124822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:42.247921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:42.248148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:42.248202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:42.248242] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:42.252155] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: UP (p=60.06%)
[2025-12-24T20:21:42.252431] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2025-12-24T20:21:42.252561] [INFO ] [sig       ] EVCM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:42.394159] [INFO ] [LOCAL     ] Saved forecast: EVCM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EVCM.txt
[2025-12-24T20:21:42.394318] [INFO ] [sig       ] [1138/3551] Completed EVCM in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.1m
[2025-12-24T20:21:42.394362] [INFO ] [sig       ] [1139/3551] Forecasting EVEX...
[2025-12-24T20:21:42.394393] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-12-24T20:21:42.394435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-12-24T20:21:42.406271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2025-12-24T20:21:42.406620] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-12-24T20:21:42.407361] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-12-24T20:21:42.407414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:42.407445] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:42.407472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:42.407528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:42.463844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:42.464682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:42.464765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:42.464800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:42.585406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:42.585559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:42.585615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:42.585644] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:42.588937] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: UP (p=85.65%)
[2025-12-24T20:21:42.589203] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-12-24T20:21:42.589344] [INFO ] [sig       ] EVEX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:42.731522] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EVEX.txt
[2025-12-24T20:21:42.731682] [INFO ] [sig       ] [1139/3551] Completed EVEX in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-24T20:21:42.731723] [INFO ] [sig       ] [1140/3551] Forecasting EVF...
[2025-12-24T20:21:42.731753] [INFO ] [sig       ] Generating forecast for: EVF
[2025-12-24T20:21:42.731783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-12-24T20:21:42.743156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2025-12-24T20:21:42.743476] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-12-24T20:21:42.744248] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-12-24T20:21:42.744301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:42.744332] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:42.744358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:42.744414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:42.801497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:42.802534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:42.802645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:42.802681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:42.918651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:42.918807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:42.918849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:42.918879] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:42.922280] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2025-12-24T20:21:42.922554] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-12-24T20:21:42.922709] [INFO ] [sig       ] EVF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:43.069602] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EVF.txt
[2025-12-24T20:21:43.069749] [INFO ] [sig       ] [1140/3551] Completed EVF in 0.3s | 2.86 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-24T20:21:43.069790] [INFO ] [sig       ] [1141/3551] Forecasting EVG...
[2025-12-24T20:21:43.069818] [INFO ] [sig       ] Generating forecast for: EVG
[2025-12-24T20:21:43.069854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-12-24T20:21:43.081503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2025-12-24T20:21:43.081838] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-12-24T20:21:43.082679] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-12-24T20:21:43.082732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:43.082765] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:43.082793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:43.082849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:43.153910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:43.154839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:43.154924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:43.154959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:43.273480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:43.273672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:43.273717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:43.273759] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:43.277174] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=94.14%)
[2025-12-24T20:21:43.277451] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-12-24T20:21:43.277597] [INFO ] [sig       ] EVG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:43.420416] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EVG.txt
[2025-12-24T20:21:43.420564] [INFO ] [sig       ] [1141/3551] Completed EVG in 0.4s | 2.86 sym/s | Total: 6.6m | ETA: 14.0m
[2025-12-24T20:21:43.420636] [INFO ] [sig       ] [1142/3551] Forecasting EVGO...
[2025-12-24T20:21:43.420674] [INFO ] [sig       ] Generating forecast for: EVGO
[2025-12-24T20:21:43.420711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2025-12-24T20:21:43.432248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2025-12-24T20:21:43.432554] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2025-12-24T20:21:43.433300] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2025-12-24T20:21:43.433352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:43.433385] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:43.433414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:43.433470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:43.493570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:43.494401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:43.494487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:43.494521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:43.622056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:43.622213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:43.622257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:43.622289] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:43.625678] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2025-12-24T20:21:43.625970] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2025-12-24T20:21:43.626100] [INFO ] [sig       ] EVGO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:43.773168] [INFO ] [LOCAL     ] Saved forecast: EVGO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EVGO.txt
[2025-12-24T20:21:43.773329] [INFO ] [sig       ] [1142/3551] Completed EVGO in 0.4s | 2.86 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-24T20:21:43.773371] [INFO ] [sig       ] [1143/3551] Forecasting EVH...
[2025-12-24T20:21:43.773424] [INFO ] [sig       ] Generating forecast for: EVH
[2025-12-24T20:21:43.773478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-12-24T20:21:43.788361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2025-12-24T20:21:43.788750] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-12-24T20:21:43.789682] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-12-24T20:21:43.789737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:43.789769] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:43.789797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:43.789853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:43.845007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:43.845824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:43.845920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:43.845953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:43.959447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:43.959615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:43.959657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:43.959687] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:43.963385] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: DOWN (p=19.23%)
[2025-12-24T20:21:43.963672] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-12-24T20:21:43.963792] [INFO ] [sig       ] EVH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:44.105113] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EVH.txt
[2025-12-24T20:21:44.105294] [INFO ] [sig       ] [1143/3551] Completed EVH in 0.3s | 2.86 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-24T20:21:44.105355] [INFO ] [sig       ] [1144/3551] Forecasting EVN...
[2025-12-24T20:21:44.105389] [INFO ] [sig       ] Generating forecast for: EVN
[2025-12-24T20:21:44.105421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-12-24T20:21:44.116823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2025-12-24T20:21:44.117163] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-12-24T20:21:44.117955] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-12-24T20:21:44.118009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:44.118041] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:44.118070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:44.118128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:44.177701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:44.178548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:44.178653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:44.178688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:44.298918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:44.299075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:44.299117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:44.299147] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:44.302676] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: UP (p=90.60%)
[2025-12-24T20:21:44.302958] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-12-24T20:21:44.303086] [INFO ] [sig       ] EVN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:44.467657] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EVN.txt
[2025-12-24T20:21:44.467843] [INFO ] [sig       ] [1144/3551] Completed EVN in 0.4s | 2.86 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-24T20:21:44.467899] [INFO ] [sig       ] [1145/3551] Forecasting EVO...
[2025-12-24T20:21:44.467938] [INFO ] [sig       ] Generating forecast for: EVO
[2025-12-24T20:21:44.467973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2025-12-24T20:21:44.480285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2025-12-24T20:21:44.480642] [INFO ] [FORECASTER] Starting predict_future for EVO
[2025-12-24T20:21:44.481601] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2025-12-24T20:21:44.481654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:44.481686] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:44.481713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:44.481769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:44.540212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:44.541067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:44.541185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:44.541218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:44.664432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:44.664606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:44.664653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:44.664686] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:44.668212] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: DOWN (p=6.70%)
[2025-12-24T20:21:44.668508] [INFO ] [FORECASTER] Completed predict_future for EVO
[2025-12-24T20:21:44.668658] [INFO ] [sig       ] EVO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:44.810834] [INFO ] [LOCAL     ] Saved forecast: EVO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EVO.txt
[2025-12-24T20:21:44.810974] [INFO ] [sig       ] [1145/3551] Completed EVO in 0.3s | 2.86 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-24T20:21:44.811015] [INFO ] [sig       ] [1146/3551] Forecasting EVRG...
[2025-12-24T20:21:44.811044] [INFO ] [sig       ] Generating forecast for: EVRG
[2025-12-24T20:21:44.811074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2025-12-24T20:21:44.822292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2025-12-24T20:21:44.822618] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2025-12-24T20:21:44.823357] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2025-12-24T20:21:44.823409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:44.823440] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:44.823467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:44.823523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:44.880172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:44.880837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:44.880916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:44.880947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:45.000126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:45.000278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:45.000317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:45.000346] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:45.003679] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: DOWN (p=6.81%)
[2025-12-24T20:21:45.003943] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2025-12-24T20:21:45.004065] [INFO ] [sig       ] EVRG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:45.146229] [INFO ] [LOCAL     ] Saved forecast: EVRG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EVRG.txt
[2025-12-24T20:21:45.146377] [INFO ] [sig       ] [1146/3551] Completed EVRG in 0.3s | 2.86 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-24T20:21:45.146417] [INFO ] [sig       ] [1147/3551] Forecasting EVSD...
[2025-12-24T20:21:45.146447] [INFO ] [sig       ] Generating forecast for: EVSD
[2025-12-24T20:21:45.146477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2025-12-24T20:21:45.158685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2025-12-24T20:21:45.158956] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2025-12-24T20:21:45.159753] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2025-12-24T20:21:45.159806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:45.159837] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:45.159863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:45.159918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:45.217238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:45.217993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:45.218094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:45.218129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:45.337003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:45.337160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:45.337199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:45.337228] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:45.340534] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: UP (p=89.58%)
[2025-12-24T20:21:45.340817] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2025-12-24T20:21:45.340937] [INFO ] [sig       ] EVSD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:45.480549] [INFO ] [LOCAL     ] Saved forecast: EVSD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EVSD.txt
[2025-12-24T20:21:45.480697] [INFO ] [sig       ] [1147/3551] Completed EVSD in 0.3s | 2.86 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-24T20:21:45.480737] [INFO ] [sig       ] [1148/3551] Forecasting EVTC...
[2025-12-24T20:21:45.480766] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-12-24T20:21:45.480796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-12-24T20:21:45.493180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2025-12-24T20:21:45.493558] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-12-24T20:21:45.494363] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-12-24T20:21:45.494420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:45.494452] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:45.494479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:45.494555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:45.551516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:45.552608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:45.552693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:45.552725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:45.681296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:45.681462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:45.681507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:45.681538] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:45.684973] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: DOWN (p=23.82%)
[2025-12-24T20:21:45.685263] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-12-24T20:21:45.685397] [INFO ] [sig       ] EVTC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:45.832463] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EVTC.txt
[2025-12-24T20:21:45.832708] [INFO ] [sig       ] [1148/3551] Completed EVTC in 0.4s | 2.86 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-24T20:21:45.832761] [INFO ] [sig       ] [1149/3551] Forecasting EVTL...
[2025-12-24T20:21:45.832794] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-12-24T20:21:45.832826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-12-24T20:21:45.845016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2025-12-24T20:21:45.845365] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-12-24T20:21:45.846167] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-12-24T20:21:45.846222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:45.846255] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:45.846300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:45.846360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:45.905368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:45.906384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:45.906503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:45.906540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:46.029584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:46.029752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:46.029792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:46.029823] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:46.033548] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: UP (p=71.44%)
[2025-12-24T20:21:46.033991] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-12-24T20:21:46.034142] [INFO ] [sig       ] EVTL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:46.182941] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EVTL.txt
[2025-12-24T20:21:46.183095] [INFO ] [sig       ] [1149/3551] Completed EVTL in 0.4s | 2.86 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-24T20:21:46.183136] [INFO ] [sig       ] [1150/3551] Forecasting EWBC...
[2025-12-24T20:21:46.183165] [INFO ] [sig       ] Generating forecast for: EWBC
[2025-12-24T20:21:46.183196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2025-12-24T20:21:46.195385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2025-12-24T20:21:46.195795] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2025-12-24T20:21:46.196615] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2025-12-24T20:21:46.196693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:46.196730] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:46.196759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:46.196815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:46.258259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:46.259174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:46.259262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:46.259295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:46.387926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:46.388084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:46.388126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:46.388157] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:46.392191] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: UP (p=76.36%)
[2025-12-24T20:21:46.392490] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2025-12-24T20:21:46.392637] [INFO ] [sig       ] EWBC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:46.537969] [INFO ] [LOCAL     ] Saved forecast: EWBC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EWBC.txt
[2025-12-24T20:21:46.538149] [INFO ] [sig       ] [1150/3551] Completed EWBC in 0.4s | 2.86 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-24T20:21:46.538193] [INFO ] [sig       ] [1151/3551] Forecasting EWCZ...
[2025-12-24T20:21:46.538223] [INFO ] [sig       ] Generating forecast for: EWCZ
[2025-12-24T20:21:46.538254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2025-12-24T20:21:46.550413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2025-12-24T20:21:46.550755] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2025-12-24T20:21:46.551498] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2025-12-24T20:21:46.551550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:46.551600] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:46.551628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:46.551687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:46.608203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:46.608832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:46.608940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:46.608975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:46.730016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:46.730168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:46.730206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:46.730235] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:46.733504] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: DOWN (p=33.85%)
[2025-12-24T20:21:46.733782] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2025-12-24T20:21:46.733904] [INFO ] [sig       ] EWCZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:46.874041] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EWCZ.txt
[2025-12-24T20:21:46.874193] [INFO ] [sig       ] [1151/3551] Completed EWCZ in 0.3s | 2.86 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-24T20:21:46.874233] [INFO ] [sig       ] [1152/3551] Forecasting EWTX...
[2025-12-24T20:21:46.874262] [INFO ] [sig       ] Generating forecast for: EWTX
[2025-12-24T20:21:46.874292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2025-12-24T20:21:46.886623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2025-12-24T20:21:46.886977] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2025-12-24T20:21:46.887754] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2025-12-24T20:21:46.887807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:46.887865] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:46.887895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:46.887952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:46.944253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:46.945175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:46.945257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:46.945288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:47.064821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:47.064972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:47.065010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:47.065039] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:47.068343] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: DOWN (p=5.46%)
[2025-12-24T20:21:47.068629] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2025-12-24T20:21:47.068750] [INFO ] [sig       ] EWTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:47.208083] [INFO ] [LOCAL     ] Saved forecast: EWTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EWTX.txt
[2025-12-24T20:21:47.208209] [INFO ] [sig       ] [1152/3551] Completed EWTX in 0.3s | 2.86 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-24T20:21:47.208249] [INFO ] [sig       ] [1153/3551] Forecasting EWZS...
[2025-12-24T20:21:47.208279] [INFO ] [sig       ] Generating forecast for: EWZS
[2025-12-24T20:21:47.208308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2025-12-24T20:21:47.219724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2025-12-24T20:21:47.220024] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2025-12-24T20:21:47.220790] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2025-12-24T20:21:47.220841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:47.220873] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:47.220899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:47.220955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:47.278100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:47.278736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:47.278815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:47.278849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:47.403449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:47.403612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:47.403652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:47.403680] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:47.407085] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: DOWN (p=13.64%)
[2025-12-24T20:21:47.407350] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2025-12-24T20:21:47.407467] [INFO ] [sig       ] EWZS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:47.550841] [INFO ] [LOCAL     ] Saved forecast: EWZS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EWZS.txt
[2025-12-24T20:21:47.551185] [INFO ] [sig       ] [1153/3551] Completed EWZS in 0.3s | 2.86 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-24T20:21:47.551226] [INFO ] [sig       ] [1154/3551] Forecasting EXAS...
[2025-12-24T20:21:47.551255] [INFO ] [sig       ] Generating forecast for: EXAS
[2025-12-24T20:21:47.551285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2025-12-24T20:21:47.563172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2025-12-24T20:21:47.563469] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2025-12-24T20:21:47.564252] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2025-12-24T20:21:47.564305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:47.564339] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:47.564367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:47.564424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:47.624779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:47.625389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:47.625474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:47.625508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:47.750111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:47.750266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:47.750304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:47.750332] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:47.753655] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: DOWN (p=46.04%)
[2025-12-24T20:21:47.753939] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2025-12-24T20:21:47.754060] [INFO ] [sig       ] EXAS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:47.895649] [INFO ] [LOCAL     ] Saved forecast: EXAS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EXAS.txt
[2025-12-24T20:21:47.895792] [INFO ] [sig       ] [1154/3551] Completed EXAS in 0.3s | 2.86 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-24T20:21:47.895832] [INFO ] [sig       ] [1155/3551] Forecasting EXC...
[2025-12-24T20:21:47.895862] [INFO ] [sig       ] Generating forecast for: EXC
[2025-12-24T20:21:47.895892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2025-12-24T20:21:47.907266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2025-12-24T20:21:47.907600] [INFO ] [FORECASTER] Starting predict_future for EXC
[2025-12-24T20:21:47.908369] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2025-12-24T20:21:47.908422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:47.908455] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:47.908484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:47.908542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:47.965686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:47.966318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:47.966399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:47.966440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:48.089606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:48.089753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:48.089793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:48.089857] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:48.094461] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: DOWN (p=1.23%)
[2025-12-24T20:21:48.094795] [INFO ] [FORECASTER] Completed predict_future for EXC
[2025-12-24T20:21:48.094925] [INFO ] [sig       ] EXC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:48.238321] [INFO ] [LOCAL     ] Saved forecast: EXC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EXC.txt
[2025-12-24T20:21:48.238458] [INFO ] [sig       ] [1155/3551] Completed EXC in 0.3s | 2.86 sym/s | Total: 6.7m | ETA: 14.0m
[2025-12-24T20:21:48.238497] [INFO ] [sig       ] [1156/3551] Forecasting EXEL...
[2025-12-24T20:21:48.238526] [INFO ] [sig       ] Generating forecast for: EXEL
[2025-12-24T20:21:48.238555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2025-12-24T20:21:48.249832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2025-12-24T20:21:48.250154] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2025-12-24T20:21:48.250945] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2025-12-24T20:21:48.250998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:48.251031] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:48.251058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:48.251116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:48.306426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:48.307109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:48.307190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:48.307221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:48.430396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:48.430542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:48.430611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:48.430652] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:48.434020] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: DOWN (p=3.69%)
[2025-12-24T20:21:48.434284] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2025-12-24T20:21:48.434411] [INFO ] [sig       ] EXEL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:48.572976] [INFO ] [LOCAL     ] Saved forecast: EXEL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EXEL.txt
[2025-12-24T20:21:48.573104] [INFO ] [sig       ] [1156/3551] Completed EXEL in 0.3s | 2.86 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-24T20:21:48.573153] [INFO ] [sig       ] [1157/3551] Forecasting EXFY...
[2025-12-24T20:21:48.573183] [INFO ] [sig       ] Generating forecast for: EXFY
[2025-12-24T20:21:48.573212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2025-12-24T20:21:48.585020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2025-12-24T20:21:48.585424] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2025-12-24T20:21:48.586264] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2025-12-24T20:21:48.586318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:48.586350] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:48.586376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:48.586434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:48.642265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:48.642984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:48.643063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:48.643095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:48.760973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:48.761141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:48.761182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:48.761211] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:48.764478] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: UP (p=87.98%)
[2025-12-24T20:21:48.764765] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2025-12-24T20:21:48.764884] [INFO ] [sig       ] EXFY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:48.903314] [INFO ] [LOCAL     ] Saved forecast: EXFY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EXFY.txt
[2025-12-24T20:21:48.903437] [INFO ] [sig       ] [1157/3551] Completed EXFY in 0.3s | 2.86 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-24T20:21:48.903475] [INFO ] [sig       ] [1158/3551] Forecasting EXG...
[2025-12-24T20:21:48.903506] [INFO ] [sig       ] Generating forecast for: EXG
[2025-12-24T20:21:48.903536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-12-24T20:21:48.914287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2025-12-24T20:21:48.914605] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-12-24T20:21:48.915398] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-12-24T20:21:48.915452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:48.915484] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:48.915511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:48.915596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:48.972503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:48.973187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:48.973267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:48.973299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:49.094812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:49.094961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:49.094999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:49.095028] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:49.098360] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: DOWN (p=17.37%)
[2025-12-24T20:21:49.098647] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-12-24T20:21:49.098774] [INFO ] [sig       ] EXG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:49.235877] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EXG.txt
[2025-12-24T20:21:49.235990] [INFO ] [sig       ] [1158/3551] Completed EXG in 0.3s | 2.86 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-24T20:21:49.236028] [INFO ] [sig       ] [1159/3551] Forecasting EXK...
[2025-12-24T20:21:49.236057] [INFO ] [sig       ] Generating forecast for: EXK
[2025-12-24T20:21:49.236086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-12-24T20:21:49.247197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2025-12-24T20:21:49.247482] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-12-24T20:21:49.248265] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-12-24T20:21:49.248318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:49.248349] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:49.248375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:49.248431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:49.303838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:49.304671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:49.304758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:49.304789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:49.426828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:49.426968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:49.427007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:49.427036] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:49.430336] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: DOWN (p=0.34%)
[2025-12-24T20:21:49.430621] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-12-24T20:21:49.430742] [INFO ] [sig       ] EXK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:49.569062] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EXK.txt
[2025-12-24T20:21:49.569195] [INFO ] [sig       ] [1159/3551] Completed EXK in 0.3s | 2.86 sym/s | Total: 6.7m | ETA: 13.9m
[2025-12-24T20:21:49.569235] [INFO ] [sig       ] [1160/3551] Forecasting EXLS...
[2025-12-24T20:21:49.569264] [INFO ] [sig       ] Generating forecast for: EXLS
[2025-12-24T20:21:49.569293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2025-12-24T20:21:49.580034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2025-12-24T20:21:49.580318] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2025-12-24T20:21:49.581072] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2025-12-24T20:21:49.581124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:49.581155] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:49.581182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:49.581238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:49.636753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:49.637363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:49.637439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:49.637471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:49.758134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:49.758284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:49.758323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:49.758352] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:49.762257] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: DOWN (p=46.09%)
[2025-12-24T20:21:49.762518] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2025-12-24T20:21:49.762653] [INFO ] [sig       ] EXLS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:49.906087] [INFO ] [LOCAL     ] Saved forecast: EXLS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EXLS.txt
[2025-12-24T20:21:49.906248] [INFO ] [sig       ] [1160/3551] Completed EXLS in 0.3s | 2.86 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-24T20:21:49.906290] [INFO ] [sig       ] [1161/3551] Forecasting EXP...
[2025-12-24T20:21:49.906319] [INFO ] [sig       ] Generating forecast for: EXP
[2025-12-24T20:21:49.906349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-12-24T20:21:49.917377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2025-12-24T20:21:49.917673] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-12-24T20:21:49.918413] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-12-24T20:21:49.918464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:49.918506] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:49.918534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:49.918613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:49.974202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:49.974851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:49.974929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:49.974960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:50.091626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:50.091773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:50.091812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:50.091840] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:50.095127] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: UP (p=79.24%)
[2025-12-24T20:21:50.095390] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-12-24T20:21:50.095507] [INFO ] [sig       ] EXP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:50.236812] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EXP.txt
[2025-12-24T20:21:50.237133] [INFO ] [sig       ] [1161/3551] Completed EXP in 0.3s | 2.86 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-24T20:21:50.237171] [INFO ] [sig       ] [1162/3551] Forecasting EXPD...
[2025-12-24T20:21:50.237200] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-12-24T20:21:50.237229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-12-24T20:21:50.248527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2025-12-24T20:21:50.248820] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-12-24T20:21:50.249611] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-12-24T20:21:50.249663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:50.249693] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:50.249719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:50.249775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:50.306826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:50.307436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:50.307539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:50.307588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:50.422424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:50.422586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:50.422627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:50.422657] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:50.425953] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: DOWN (p=7.16%)
[2025-12-24T20:21:50.426216] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-12-24T20:21:50.426332] [INFO ] [sig       ] EXPD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:50.568296] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EXPD.txt
[2025-12-24T20:21:50.568464] [INFO ] [sig       ] [1162/3551] Completed EXPD in 0.3s | 2.86 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-24T20:21:50.568506] [INFO ] [sig       ] [1163/3551] Forecasting EXPE...
[2025-12-24T20:21:50.568536] [INFO ] [sig       ] Generating forecast for: EXPE
[2025-12-24T20:21:50.568567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2025-12-24T20:21:50.580454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2025-12-24T20:21:50.580767] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2025-12-24T20:21:50.581504] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2025-12-24T20:21:50.581555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:50.581606] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:50.581635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:50.581691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:50.636384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:50.637055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:50.637133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:50.637165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:50.759460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:50.759635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:50.759676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:50.759704] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:50.763064] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: DOWN (p=16.46%)
[2025-12-24T20:21:50.763352] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2025-12-24T20:21:50.763479] [INFO ] [sig       ] EXPE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:50.902346] [INFO ] [LOCAL     ] Saved forecast: EXPE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EXPE.txt
[2025-12-24T20:21:50.902482] [INFO ] [sig       ] [1163/3551] Completed EXPE in 0.3s | 2.86 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-24T20:21:50.902522] [INFO ] [sig       ] [1164/3551] Forecasting EXPI...
[2025-12-24T20:21:50.902551] [INFO ] [sig       ] Generating forecast for: EXPI
[2025-12-24T20:21:50.902597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2025-12-24T20:21:50.913850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2025-12-24T20:21:50.914161] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2025-12-24T20:21:50.914914] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2025-12-24T20:21:50.914966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:50.914998] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:50.915024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:50.915080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:50.971316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:50.972148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:50.972230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:50.972261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:51.095878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:51.096233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:51.096278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:51.096315] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:51.101173] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2025-12-24T20:21:51.101591] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2025-12-24T20:21:51.101761] [INFO ] [sig       ] EXPI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:51.285089] [INFO ] [LOCAL     ] Saved forecast: EXPI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/EXPI.txt
[2025-12-24T20:21:51.285294] [INFO ] [sig       ] [1164/3551] Completed EXPI in 0.4s | 2.86 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-24T20:21:51.285362] [INFO ] [sig       ] [1165/3551] Forecasting EXPO...
[2025-12-24T20:21:51.285401] [INFO ] [sig       ] Generating forecast for: EXPO
[2025-12-24T20:21:51.285438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2025-12-24T20:21:51.300642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2025-12-24T20:21:51.301125] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2025-12-24T20:21:51.302130] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2025-12-24T20:21:51.302193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:51.302232] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:51.302268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:51.302347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:51.372540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:51.373427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:51.373541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:51.373592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:51.489121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:51.489276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:51.489335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:51.489373] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:51.492717] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: DOWN (p=10.28%)
[2025-12-24T20:21:51.492987] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2025-12-24T20:21:51.493107] [INFO ] [sig       ] EXPO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:51.630310] [INFO ] [LOCAL     ] Saved forecast: EXPO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EXPO.txt
[2025-12-24T20:21:51.630461] [INFO ] [sig       ] [1165/3551] Completed EXPO in 0.3s | 2.86 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-24T20:21:51.630501] [INFO ] [sig       ] [1166/3551] Forecasting EYE...
[2025-12-24T20:21:51.630530] [INFO ] [sig       ] Generating forecast for: EYE
[2025-12-24T20:21:51.630559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2025-12-24T20:21:51.641834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2025-12-24T20:21:51.642108] [INFO ] [FORECASTER] Starting predict_future for EYE
[2025-12-24T20:21:51.642891] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2025-12-24T20:21:51.642944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:51.642977] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:51.643004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:51.643061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:51.699229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:51.700059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:51.700140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:51.700172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:51.815377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:51.815539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:51.815612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:51.815644] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:51.819023] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: DOWN (p=3.63%)
[2025-12-24T20:21:51.819365] [INFO ] [FORECASTER] Completed predict_future for EYE
[2025-12-24T20:21:51.819527] [INFO ] [sig       ] EYE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:51.958485] [INFO ] [LOCAL     ] Saved forecast: EYE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EYE.txt
[2025-12-24T20:21:51.958662] [INFO ] [sig       ] [1166/3551] Completed EYE in 0.3s | 2.86 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-24T20:21:51.958705] [INFO ] [sig       ] [1167/3551] Forecasting EZGO...
[2025-12-24T20:21:51.958734] [INFO ] [sig       ] Generating forecast for: EZGO
[2025-12-24T20:21:51.958764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2025-12-24T20:21:51.973962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2025-12-24T20:21:51.974329] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2025-12-24T20:21:51.975119] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2025-12-24T20:21:51.975172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:51.975203] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:51.975230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:51.975287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:52.030467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:52.031342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:52.031426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:52.031459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:52.139673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:52.139785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:52.139821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:52.139849] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:52.143158] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: DOWN (p=36.70%)
[2025-12-24T20:21:52.143425] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2025-12-24T20:21:52.143543] [INFO ] [sig       ] EZGO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:52.281262] [INFO ] [LOCAL     ] Saved forecast: EZGO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/EZGO.txt
[2025-12-24T20:21:52.281390] [INFO ] [sig       ] [1167/3551] Completed EZGO in 0.3s | 2.86 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-24T20:21:52.281428] [INFO ] [sig       ] [1168/3551] Forecasting F...
[2025-12-24T20:21:52.281458] [INFO ] [sig       ] Generating forecast for: F
[2025-12-24T20:21:52.281487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-12-24T20:21:52.293412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2025-12-24T20:21:52.293708] [INFO ] [FORECASTER] Starting predict_future for F
[2025-12-24T20:21:52.294448] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-12-24T20:21:52.294499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:52.294531] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:52.294558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:52.294638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:52.350562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:52.351174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:52.351251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:52.351283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:52.473777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:52.473964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:52.474047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:52.474105] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:52.478813] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: DOWN (p=44.56%)
[2025-12-24T20:21:52.479233] [INFO ] [FORECASTER] Completed predict_future for F
[2025-12-24T20:21:52.479447] [INFO ] [sig       ] F: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:52.630040] [INFO ] [LOCAL     ] Saved forecast: F	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/F.txt
[2025-12-24T20:21:52.630175] [INFO ] [sig       ] [1168/3551] Completed F in 0.3s | 2.86 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-24T20:21:52.630214] [INFO ] [sig       ] [1169/3551] Forecasting FA...
[2025-12-24T20:21:52.630244] [INFO ] [sig       ] Generating forecast for: FA
[2025-12-24T20:21:52.630273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2025-12-24T20:21:52.643712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2025-12-24T20:21:52.643994] [INFO ] [FORECASTER] Starting predict_future for FA
[2025-12-24T20:21:52.644750] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2025-12-24T20:21:52.644804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:52.644861] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:52.644890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:52.644946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:52.704836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:52.705624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:52.705720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:52.705754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:52.823294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:52.823443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:52.823489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:52.823518] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:52.827184] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: DOWN (p=15.76%)
[2025-12-24T20:21:52.827452] [INFO ] [FORECASTER] Completed predict_future for FA
[2025-12-24T20:21:52.827590] [INFO ] [sig       ] FA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:52.967172] [INFO ] [LOCAL     ] Saved forecast: FA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FA.txt
[2025-12-24T20:21:52.967306] [INFO ] [sig       ] [1169/3551] Completed FA in 0.3s | 2.86 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-24T20:21:52.967347] [INFO ] [sig       ] [1170/3551] Forecasting FAF...
[2025-12-24T20:21:52.967377] [INFO ] [sig       ] Generating forecast for: FAF
[2025-12-24T20:21:52.967416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-12-24T20:21:52.983245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2025-12-24T20:21:52.983548] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-12-24T20:21:52.984325] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-12-24T20:21:52.984377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:52.984409] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:52.984435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:52.984500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:53.043241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:53.044013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:53.044112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:53.044145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:53.157840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:53.157975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:53.158014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:53.158042] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:53.161393] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: DOWN (p=12.23%)
[2025-12-24T20:21:53.161693] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-12-24T20:21:53.161813] [INFO ] [sig       ] FAF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:53.301181] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FAF.txt
[2025-12-24T20:21:53.301303] [INFO ] [sig       ] [1170/3551] Completed FAF in 0.3s | 2.86 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-24T20:21:53.301342] [INFO ] [sig       ] [1171/3551] Forecasting FALN...
[2025-12-24T20:21:53.301371] [INFO ] [sig       ] Generating forecast for: FALN
[2025-12-24T20:21:53.301401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2025-12-24T20:21:53.316562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2025-12-24T20:21:53.316877] [INFO ] [FORECASTER] Starting predict_future for FALN
[2025-12-24T20:21:53.317622] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2025-12-24T20:21:53.317673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:53.317705] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:53.317731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:53.317787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:53.374401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:53.375025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:53.375103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:53.375135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:53.503029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:53.503178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:53.503222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:53.503252] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:53.506672] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: DOWN (p=13.49%)
[2025-12-24T20:21:53.506948] [INFO ] [FORECASTER] Completed predict_future for FALN
[2025-12-24T20:21:53.507070] [INFO ] [sig       ] FALN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:53.650074] [INFO ] [LOCAL     ] Saved forecast: FALN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FALN.txt
[2025-12-24T20:21:53.650206] [INFO ] [sig       ] [1171/3551] Completed FALN in 0.3s | 2.86 sym/s | Total: 6.8m | ETA: 13.9m
[2025-12-24T20:21:53.650245] [INFO ] [sig       ] [1172/3551] Forecasting FANG...
[2025-12-24T20:21:53.650273] [INFO ] [sig       ] Generating forecast for: FANG
[2025-12-24T20:21:53.650303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2025-12-24T20:21:53.661455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2025-12-24T20:21:53.661753] [INFO ] [FORECASTER] Starting predict_future for FANG
[2025-12-24T20:21:53.662487] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2025-12-24T20:21:53.662539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:53.662587] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:53.662625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:53.662684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:53.720770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:53.721612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:53.721697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:53.721731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:53.846103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:53.846256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:53.846303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:53.846376] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:53.849820] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: UP (p=68.79%)
[2025-12-24T20:21:53.850099] [INFO ] [FORECASTER] Completed predict_future for FANG
[2025-12-24T20:21:53.850224] [INFO ] [sig       ] FANG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:53.991172] [INFO ] [LOCAL     ] Saved forecast: FANG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FANG.txt
[2025-12-24T20:21:53.991325] [INFO ] [sig       ] [1172/3551] Completed FANG in 0.3s | 2.86 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-24T20:21:53.991366] [INFO ] [sig       ] [1173/3551] Forecasting FARM...
[2025-12-24T20:21:53.991397] [INFO ] [sig       ] Generating forecast for: FARM
[2025-12-24T20:21:53.991427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2025-12-24T20:21:54.002865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2025-12-24T20:21:54.003220] [INFO ] [FORECASTER] Starting predict_future for FARM
[2025-12-24T20:21:54.004000] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2025-12-24T20:21:54.004054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:54.004087] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:54.004115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:54.004177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:54.062489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:54.063362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:54.063446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:54.063481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:54.190759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:54.190942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:54.190984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:54.191015] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:54.194598] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: UP (p=88.03%)
[2025-12-24T20:21:54.194879] [INFO ] [FORECASTER] Completed predict_future for FARM
[2025-12-24T20:21:54.195008] [INFO ] [sig       ] FARM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:54.338055] [INFO ] [LOCAL     ] Saved forecast: FARM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FARM.txt
[2025-12-24T20:21:54.338209] [INFO ] [sig       ] [1173/3551] Completed FARM in 0.3s | 2.86 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-24T20:21:54.338250] [INFO ] [sig       ] [1174/3551] Forecasting FBIN...
[2025-12-24T20:21:54.338279] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-12-24T20:21:54.338307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-12-24T20:21:54.350503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2025-12-24T20:21:54.350931] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-12-24T20:21:54.351776] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-12-24T20:21:54.351838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:54.351875] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:54.351911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:54.351985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:54.409839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:54.410730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:54.410815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:54.410849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:54.545446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:54.545617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:54.545660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:54.545690] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:54.549089] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: UP (p=55.68%)
[2025-12-24T20:21:54.549419] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-12-24T20:21:54.549553] [INFO ] [sig       ] FBIN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:54.704431] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FBIN.txt
[2025-12-24T20:21:54.704614] [INFO ] [sig       ] [1174/3551] Completed FBIN in 0.4s | 2.86 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-24T20:21:54.704658] [INFO ] [sig       ] [1175/3551] Forecasting FBIO...
[2025-12-24T20:21:54.704687] [INFO ] [sig       ] Generating forecast for: FBIO
[2025-12-24T20:21:54.704717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2025-12-24T20:21:54.716213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2025-12-24T20:21:54.716621] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2025-12-24T20:21:54.717447] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2025-12-24T20:21:54.717502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:54.717536] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:54.717566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:54.717659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:54.774053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:54.774944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:54.775033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:54.775067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:54.899539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:54.899728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:54.899773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:54.899804] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:54.903340] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: UP (p=89.77%)
[2025-12-24T20:21:54.903653] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2025-12-24T20:21:54.903783] [INFO ] [sig       ] FBIO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:55.060745] [INFO ] [LOCAL     ] Saved forecast: FBIO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FBIO.txt
[2025-12-24T20:21:55.060906] [INFO ] [sig       ] [1175/3551] Completed FBIO in 0.4s | 2.86 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-24T20:21:55.060948] [INFO ] [sig       ] [1176/3551] Forecasting FBIZ...
[2025-12-24T20:21:55.060978] [INFO ] [sig       ] Generating forecast for: FBIZ
[2025-12-24T20:21:55.061027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2025-12-24T20:21:55.072705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2025-12-24T20:21:55.073116] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2025-12-24T20:21:55.073947] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2025-12-24T20:21:55.074001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:55.074035] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:55.074063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:55.074133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:55.133247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:55.134132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:55.134239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:55.134276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:55.253497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:55.253663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:55.253705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:55.253735] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:55.257065] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: UP (p=75.57%)
[2025-12-24T20:21:55.257339] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2025-12-24T20:21:55.257462] [INFO ] [sig       ] FBIZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:55.409126] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FBIZ.txt
[2025-12-24T20:21:55.409288] [INFO ] [sig       ] [1176/3551] Completed FBIZ in 0.3s | 2.86 sym/s | Total: 6.8m | ETA: 13.8m
[2025-12-24T20:21:55.409353] [INFO ] [sig       ] [1177/3551] Forecasting FBK...
[2025-12-24T20:21:55.409387] [INFO ] [sig       ] Generating forecast for: FBK
[2025-12-24T20:21:55.409418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-12-24T20:21:55.421989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2025-12-24T20:21:55.422423] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-12-24T20:21:55.423303] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-12-24T20:21:55.423371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:55.423420] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:55.423452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:55.423511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:55.485072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:55.486015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:55.486111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:55.486148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:55.615524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:55.615704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:55.615747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:55.615777] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:55.622665] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: DOWN (p=8.07%)
[2025-12-24T20:21:55.623050] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-12-24T20:21:55.623213] [INFO ] [sig       ] FBK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:55.775474] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FBK.txt
[2025-12-24T20:21:55.775693] [INFO ] [sig       ] [1177/3551] Completed FBK in 0.4s | 2.86 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-24T20:21:55.775766] [INFO ] [sig       ] [1178/3551] Forecasting FBL...
[2025-12-24T20:21:55.775810] [INFO ] [sig       ] Generating forecast for: FBL
[2025-12-24T20:21:55.775843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2025-12-24T20:21:55.788141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2025-12-24T20:21:55.788488] [INFO ] [FORECASTER] Starting predict_future for FBL
[2025-12-24T20:21:55.789337] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2025-12-24T20:21:55.789391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:55.789423] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:55.789450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:55.789507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:55.851962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:55.852811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:55.852899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:55.852934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:55.986244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:55.986404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:55.986444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:55.986474] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:55.990093] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: DOWN (p=3.17%)
[2025-12-24T20:21:55.990383] [INFO ] [FORECASTER] Completed predict_future for FBL
[2025-12-24T20:21:55.990513] [INFO ] [sig       ] FBL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:56.204112] [INFO ] [LOCAL     ] Saved forecast: FBL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FBL.txt
[2025-12-24T20:21:56.204268] [INFO ] [sig       ] [1178/3551] Completed FBL in 0.4s | 2.86 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-24T20:21:56.204309] [INFO ] [sig       ] [1179/3551] Forecasting FBNC...
[2025-12-24T20:21:56.204340] [INFO ] [sig       ] Generating forecast for: FBNC
[2025-12-24T20:21:56.204370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2025-12-24T20:21:56.218129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2025-12-24T20:21:56.218633] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2025-12-24T20:21:56.219514] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2025-12-24T20:21:56.219584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:56.219620] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:56.219648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:56.219704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:56.284073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:56.285012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:56.285139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:56.285173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:56.403553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:56.403726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:56.403767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:56.403796] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:56.407428] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2025-12-24T20:21:56.407765] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2025-12-24T20:21:56.407903] [INFO ] [sig       ] FBNC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:56.550830] [INFO ] [LOCAL     ] Saved forecast: FBNC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FBNC.txt
[2025-12-24T20:21:56.550988] [INFO ] [sig       ] [1179/3551] Completed FBNC in 0.3s | 2.86 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-24T20:21:56.551029] [INFO ] [sig       ] [1180/3551] Forecasting FBP...
[2025-12-24T20:21:56.551058] [INFO ] [sig       ] Generating forecast for: FBP
[2025-12-24T20:21:56.551089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-12-24T20:21:56.562408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2025-12-24T20:21:56.562749] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-12-24T20:21:56.563532] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-12-24T20:21:56.563603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:56.563637] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:56.563664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:56.563721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:56.621313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:56.621993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:56.622076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:56.622109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:56.746848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:56.747013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:56.747053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:56.747081] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:56.750508] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=16.21%)
[2025-12-24T20:21:56.750819] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-12-24T20:21:56.750952] [INFO ] [sig       ] FBP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:56.892735] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FBP.txt
[2025-12-24T20:21:56.892904] [INFO ] [sig       ] [1180/3551] Completed FBP in 0.3s | 2.86 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-24T20:21:56.892948] [INFO ] [sig       ] [1181/3551] Forecasting FC...
[2025-12-24T20:21:56.892979] [INFO ] [sig       ] Generating forecast for: FC
[2025-12-24T20:21:56.893012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-12-24T20:21:56.904672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2025-12-24T20:21:56.905112] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-12-24T20:21:56.905956] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-12-24T20:21:56.906010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:56.906043] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:56.906069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:56.906127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:56.975186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:56.976297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:56.976407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:56.976450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:57.120625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:57.120792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:57.120834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:57.120864] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:57.124507] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: DOWN (p=5.89%)
[2025-12-24T20:21:57.124898] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-12-24T20:21:57.125046] [INFO ] [sig       ] FC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:57.272800] [INFO ] [LOCAL     ] Saved forecast: FC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FC.txt
[2025-12-24T20:21:57.272956] [INFO ] [sig       ] [1181/3551] Completed FC in 0.4s | 2.86 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-24T20:21:57.272999] [INFO ] [sig       ] [1182/3551] Forecasting FCAL...
[2025-12-24T20:21:57.273029] [INFO ] [sig       ] Generating forecast for: FCAL
[2025-12-24T20:21:57.273059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2025-12-24T20:21:57.284484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2025-12-24T20:21:57.284857] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2025-12-24T20:21:57.285620] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2025-12-24T20:21:57.285672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:57.285703] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:57.285730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:57.285786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:57.341965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:57.342868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:57.342955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:57.342990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:57.454106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:57.454273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:57.454325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:57.454366] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:57.458111] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: UP (p=90.99%)
[2025-12-24T20:21:57.458408] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2025-12-24T20:21:57.458539] [INFO ] [sig       ] FCAL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:57.600847] [INFO ] [LOCAL     ] Saved forecast: FCAL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FCAL.txt
[2025-12-24T20:21:57.601042] [INFO ] [sig       ] [1182/3551] Completed FCAL in 0.3s | 2.86 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-24T20:21:57.601085] [INFO ] [sig       ] [1183/3551] Forecasting FCBC...
[2025-12-24T20:21:57.601116] [INFO ] [sig       ] Generating forecast for: FCBC
[2025-12-24T20:21:57.601146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2025-12-24T20:21:57.613048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2025-12-24T20:21:57.613630] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2025-12-24T20:21:57.614652] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2025-12-24T20:21:57.614708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:57.614740] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:57.614767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:57.614824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:57.672163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:57.673063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:57.673152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:57.673186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:57.795553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:57.795741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:57.795783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:57.795811] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:57.799454] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: DOWN (p=17.14%)
[2025-12-24T20:21:57.799831] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2025-12-24T20:21:57.799975] [INFO ] [sig       ] FCBC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:57.942691] [INFO ] [LOCAL     ] Saved forecast: FCBC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FCBC.txt
[2025-12-24T20:21:57.942849] [INFO ] [sig       ] [1183/3551] Completed FCBC in 0.3s | 2.86 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-24T20:21:57.942889] [INFO ] [sig       ] [1184/3551] Forecasting FCCO...
[2025-12-24T20:21:57.942919] [INFO ] [sig       ] Generating forecast for: FCCO
[2025-12-24T20:21:57.942951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2025-12-24T20:21:57.954429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2025-12-24T20:21:57.954848] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2025-12-24T20:21:57.955653] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2025-12-24T20:21:57.955707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:57.955739] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:57.955766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:57.955823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:58.014306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:58.015158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:58.015241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:58.015274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:58.143338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:58.143506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:58.143547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:58.143595] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:58.147112] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: UP (p=62.01%)
[2025-12-24T20:21:58.147384] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2025-12-24T20:21:58.147507] [INFO ] [sig       ] FCCO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:58.291687] [INFO ] [LOCAL     ] Saved forecast: FCCO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FCCO.txt
[2025-12-24T20:21:58.291826] [INFO ] [sig       ] [1184/3551] Completed FCCO in 0.3s | 2.86 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-24T20:21:58.291865] [INFO ] [sig       ] [1185/3551] Forecasting FCEL...
[2025-12-24T20:21:58.291896] [INFO ] [sig       ] Generating forecast for: FCEL
[2025-12-24T20:21:58.291925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2025-12-24T20:21:58.303647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2025-12-24T20:21:58.303957] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2025-12-24T20:21:58.304720] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2025-12-24T20:21:58.304783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:58.304816] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:58.304843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:58.304899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:58.362697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:58.363520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:58.363617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:58.363652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:58.482407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:58.482560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:58.482621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:58.482651] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:58.486163] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: UP (p=66.30%)
[2025-12-24T20:21:58.486441] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2025-12-24T20:21:58.486558] [INFO ] [sig       ] FCEL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:58.629482] [INFO ] [LOCAL     ] Saved forecast: FCEL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FCEL.txt
[2025-12-24T20:21:58.629625] [INFO ] [sig       ] [1185/3551] Completed FCEL in 0.3s | 2.86 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-24T20:21:58.629666] [INFO ] [sig       ] [1186/3551] Forecasting FCF...
[2025-12-24T20:21:58.629695] [INFO ] [sig       ] Generating forecast for: FCF
[2025-12-24T20:21:58.629724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-12-24T20:21:58.641372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2025-12-24T20:21:58.641735] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-12-24T20:21:58.642681] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-12-24T20:21:58.642748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:58.642818] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:58.642848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:58.642906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:58.702299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:58.703109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:58.703194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:58.703228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:58.829715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:58.829872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:58.829913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:58.829942] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:58.833645] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: UP (p=88.83%)
[2025-12-24T20:21:58.833914] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-12-24T20:21:58.834035] [INFO ] [sig       ] FCF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:21:58.981066] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FCF.txt
[2025-12-24T20:21:58.981210] [INFO ] [sig       ] [1186/3551] Completed FCF in 0.4s | 2.86 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-24T20:21:58.981251] [INFO ] [sig       ] [1187/3551] Forecasting FCFS...
[2025-12-24T20:21:58.981280] [INFO ] [sig       ] Generating forecast for: FCFS
[2025-12-24T20:21:58.981309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2025-12-24T20:21:58.993112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2025-12-24T20:21:58.993408] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2025-12-24T20:21:58.994168] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2025-12-24T20:21:58.994219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:58.994250] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:58.994276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:58.994335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:59.052990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:59.053635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:59.053715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:59.053754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:59.172046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:59.172182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:59.172221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:59.172250] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:59.175496] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: DOWN (p=1.65%)
[2025-12-24T20:21:59.175775] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2025-12-24T20:21:59.175896] [INFO ] [sig       ] FCFS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:59.317859] [INFO ] [LOCAL     ] Saved forecast: FCFS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FCFS.txt
[2025-12-24T20:21:59.317985] [INFO ] [sig       ] [1187/3551] Completed FCFS in 0.3s | 2.86 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-24T20:21:59.318024] [INFO ] [sig       ] [1188/3551] Forecasting FCN...
[2025-12-24T20:21:59.318054] [INFO ] [sig       ] Generating forecast for: FCN
[2025-12-24T20:21:59.318083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-12-24T20:21:59.330068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2025-12-24T20:21:59.330349] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-12-24T20:21:59.331135] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-12-24T20:21:59.331185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:59.331404] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:59.331430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:59.331486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:59.389984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:59.390866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:59.390955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:59.390995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:59.509456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:59.509620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:59.509662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:59.509690] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:59.513027] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: DOWN (p=0.63%)
[2025-12-24T20:21:59.513287] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-12-24T20:21:59.513407] [INFO ] [sig       ] FCN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:59.655591] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FCN.txt
[2025-12-24T20:21:59.655717] [INFO ] [sig       ] [1188/3551] Completed FCN in 0.3s | 2.86 sym/s | Total: 6.9m | ETA: 13.8m
[2025-12-24T20:21:59.655764] [INFO ] [sig       ] [1189/3551] Forecasting FCNCA...
[2025-12-24T20:21:59.655794] [INFO ] [sig       ] Generating forecast for: FCNCA
[2025-12-24T20:21:59.655825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2025-12-24T20:21:59.667938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2025-12-24T20:21:59.668231] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2025-12-24T20:21:59.669005] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2025-12-24T20:21:59.669056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:59.669087] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:59.669113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:59.669169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:21:59.724769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:21:59.725390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:21:59.725468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:21:59.725500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:21:59.838523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:21:59.838683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:21:59.838722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:21:59.838779] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:21:59.842103] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: DOWN (p=6.41%)
[2025-12-24T20:21:59.842366] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2025-12-24T20:21:59.842483] [INFO ] [sig       ] FCNCA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:21:59.981912] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FCNCA.txt
[2025-12-24T20:21:59.982044] [INFO ] [sig       ] [1189/3551] Completed FCNCA in 0.3s | 2.86 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-24T20:21:59.982083] [INFO ] [sig       ] [1190/3551] Forecasting FCNCO...
[2025-12-24T20:21:59.982112] [INFO ] [sig       ] Generating forecast for: FCNCO
[2025-12-24T20:21:59.982141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2025-12-24T20:21:59.992673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2025-12-24T20:21:59.992944] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2025-12-24T20:21:59.993703] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2025-12-24T20:21:59.993754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:21:59.993786] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:21:59.993811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:21:59.993867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:00.049150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:00.049795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:00.049874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:00.049905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:00.151091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:00.151241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:00.151282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:00.151310] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:00.154682] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: UP (p=88.21%)
[2025-12-24T20:22:00.154971] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2025-12-24T20:22:00.155095] [INFO ] [sig       ] FCNCO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:00.295059] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FCNCO.txt
[2025-12-24T20:22:00.295212] [INFO ] [sig       ] [1190/3551] Completed FCNCO in 0.3s | 2.86 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-24T20:22:00.295251] [INFO ] [sig       ] [1191/3551] Forecasting FCNCP...
[2025-12-24T20:22:00.295282] [INFO ] [sig       ] Generating forecast for: FCNCP
[2025-12-24T20:22:00.295312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2025-12-24T20:22:00.306226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2025-12-24T20:22:00.306602] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2025-12-24T20:22:00.307348] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2025-12-24T20:22:00.307399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:00.307438] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:00.307463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:00.307520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:00.368262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:00.369150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:00.369232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:00.369266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:00.483415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:00.483566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:00.483625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:00.483654] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:00.487049] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: UP (p=87.87%)
[2025-12-24T20:22:00.487333] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2025-12-24T20:22:00.487467] [INFO ] [sig       ] FCNCP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:00.631359] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FCNCP.txt
[2025-12-24T20:22:00.631519] [INFO ] [sig       ] [1191/3551] Completed FCNCP in 0.3s | 2.86 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-24T20:22:00.631559] [INFO ] [sig       ] [1192/3551] Forecasting FCTE...
[2025-12-24T20:22:00.631613] [INFO ] [sig       ] Generating forecast for: FCTE
[2025-12-24T20:22:00.631646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2025-12-24T20:22:00.643725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2025-12-24T20:22:00.644106] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2025-12-24T20:22:00.644932] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2025-12-24T20:22:00.644987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:00.645021] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:00.645049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:00.645108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:00.702963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:00.703834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:00.703922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:00.703956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:00.824023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:00.824203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:00.824245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:00.824276] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:00.827844] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: DOWN (p=24.78%)
[2025-12-24T20:22:00.828158] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2025-12-24T20:22:00.828294] [INFO ] [sig       ] FCTE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:00.987078] [INFO ] [LOCAL     ] Saved forecast: FCTE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FCTE.txt
[2025-12-24T20:22:00.987233] [INFO ] [sig       ] [1192/3551] Completed FCTE in 0.4s | 2.86 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-24T20:22:00.987273] [INFO ] [sig       ] [1193/3551] Forecasting FCX...
[2025-12-24T20:22:00.987305] [INFO ] [sig       ] Generating forecast for: FCX
[2025-12-24T20:22:00.987336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-12-24T20:22:00.999274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCX'.
[2025-12-24T20:22:00.999699] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-12-24T20:22:01.000509] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-12-24T20:22:01.000564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:01.000619] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:01.000647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:01.000705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:01.057324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:01.058178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:01.058266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:01.058299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:01.190008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:01.190172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:01.190211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:01.190239] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:01.193731] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=50.19%)
[2025-12-24T20:22:01.194034] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-12-24T20:22:01.194165] [INFO ] [sig       ] FCX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:01.337137] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FCX.txt
[2025-12-24T20:22:01.338020] [INFO ] [sig       ] [1193/3551] Completed FCX in 0.4s | 2.86 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-24T20:22:01.338068] [INFO ] [sig       ] [1194/3551] Forecasting FDBC...
[2025-12-24T20:22:01.338099] [INFO ] [sig       ] Generating forecast for: FDBC
[2025-12-24T20:22:01.338129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2025-12-24T20:22:01.348203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDBC'.
[2025-12-24T20:22:01.348548] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2025-12-24T20:22:01.349367] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2025-12-24T20:22:01.349420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:01.349451] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:01.349477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:01.349532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:01.407405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:01.408292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:01.408380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:01.408415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:01.506416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:01.506589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:01.506632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:01.506662] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:01.510118] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2025-12-24T20:22:01.510412] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2025-12-24T20:22:01.510538] [INFO ] [sig       ] FDBC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:01.659355] [INFO ] [LOCAL     ] Saved forecast: FDBC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FDBC.txt
[2025-12-24T20:22:01.659518] [INFO ] [sig       ] [1194/3551] Completed FDBC in 0.3s | 2.86 sym/s | Total: 6.9m | ETA: 13.7m
[2025-12-24T20:22:01.659559] [INFO ] [sig       ] [1195/3551] Forecasting FDIF...
[2025-12-24T20:22:01.659608] [INFO ] [sig       ] Generating forecast for: FDIF
[2025-12-24T20:22:01.659638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2025-12-24T20:22:01.670503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2025-12-24T20:22:01.670916] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2025-12-24T20:22:01.671712] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2025-12-24T20:22:01.671764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:01.671796] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:01.671822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:01.671883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:01.727825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:01.728684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:01.728769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:01.728801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:01.834803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:01.835097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:01.835146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:01.835177] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:01.838609] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2025-12-24T20:22:01.838883] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2025-12-24T20:22:01.839006] [INFO ] [sig       ] FDIF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:01.981250] [INFO ] [LOCAL     ] Saved forecast: FDIF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FDIF.txt
[2025-12-24T20:22:01.981403] [INFO ] [sig       ] [1195/3551] Completed FDIF in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-24T20:22:01.981445] [INFO ] [sig       ] [1196/3551] Forecasting FDIG...
[2025-12-24T20:22:01.981473] [INFO ] [sig       ] Generating forecast for: FDIG
[2025-12-24T20:22:01.981503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'.
[2025-12-24T20:22:01.993813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIG'.
[2025-12-24T20:22:01.994217] [INFO ] [FORECASTER] Starting predict_future for FDIG
[2025-12-24T20:22:01.995097] [DEBUG] [LOCAL     ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt
[2025-12-24T20:22:01.995164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:01.995198] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:01.995229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:01.995291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:02.054761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:02.055600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:02.055714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:02.055750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:02.175947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:02.176090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:02.176131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:02.176160] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:02.179465] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: UP (p=51.92%)
[2025-12-24T20:22:02.179759] [INFO ] [FORECASTER] Completed predict_future for FDIG
[2025-12-24T20:22:02.179885] [INFO ] [sig       ] FDIG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:02.323010] [INFO ] [LOCAL     ] Saved forecast: FDIG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FDIG.txt
[2025-12-24T20:22:02.323162] [INFO ] [sig       ] [1196/3551] Completed FDIG in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-24T20:22:02.323201] [INFO ] [sig       ] [1197/3551] Forecasting FDP...
[2025-12-24T20:22:02.323232] [INFO ] [sig       ] Generating forecast for: FDP
[2025-12-24T20:22:02.323262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-12-24T20:22:02.334792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2025-12-24T20:22:02.335196] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-12-24T20:22:02.336020] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-12-24T20:22:02.336080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:02.336124] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:02.336180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:02.336243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:02.394150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:02.394997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:02.395083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:02.395118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:02.517440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:02.517617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:02.517660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:02.517691] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:02.524325] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: DOWN (p=31.82%)
[2025-12-24T20:22:02.524650] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-12-24T20:22:02.524779] [INFO ] [sig       ] FDP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:02.672714] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FDP.txt
[2025-12-24T20:22:02.672845] [INFO ] [sig       ] [1197/3551] Completed FDP in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-24T20:22:02.672885] [INFO ] [sig       ] [1198/3551] Forecasting FDS...
[2025-12-24T20:22:02.672915] [INFO ] [sig       ] Generating forecast for: FDS
[2025-12-24T20:22:02.672946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-12-24T20:22:02.684483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2025-12-24T20:22:02.684871] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-12-24T20:22:02.685745] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-12-24T20:22:02.685799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:02.685833] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:02.685862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:02.685919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:02.745137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:02.746008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:02.746100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:02.746143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:02.870674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:02.870824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:02.870862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:02.870890] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:02.874753] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-12-24T20:22:02.875036] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-12-24T20:22:02.875167] [INFO ] [sig       ] FDS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:03.081273] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FDS.txt
[2025-12-24T20:22:03.081430] [INFO ] [sig       ] [1198/3551] Completed FDS in 0.4s | 2.86 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-24T20:22:03.081472] [INFO ] [sig       ] [1199/3551] Forecasting FDTX...
[2025-12-24T20:22:03.081504] [INFO ] [sig       ] Generating forecast for: FDTX
[2025-12-24T20:22:03.081534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2025-12-24T20:22:03.093660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2025-12-24T20:22:03.093992] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2025-12-24T20:22:03.094762] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2025-12-24T20:22:03.094814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:03.094846] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:03.094873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:03.094929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:03.150283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:03.151153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:03.151237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:03.151270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:03.272385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:03.272561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:03.272617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:03.272648] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:03.276589] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: UP (p=94.50%)
[2025-12-24T20:22:03.276891] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2025-12-24T20:22:03.277017] [INFO ] [sig       ] FDTX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:03.419250] [INFO ] [LOCAL     ] Saved forecast: FDTX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FDTX.txt
[2025-12-24T20:22:03.419417] [INFO ] [sig       ] [1199/3551] Completed FDTX in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-24T20:22:03.419464] [INFO ] [sig       ] [1200/3551] Forecasting FDUS...
[2025-12-24T20:22:03.419495] [INFO ] [sig       ] Generating forecast for: FDUS
[2025-12-24T20:22:03.419525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2025-12-24T20:22:03.431448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2025-12-24T20:22:03.431729] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2025-12-24T20:22:03.432459] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2025-12-24T20:22:03.432510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:03.432541] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:03.432585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:03.432645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:03.489720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:03.490311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:03.490603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:03.490637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:03.609598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:03.609743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:03.609781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:03.609811] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:03.613099] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-12-24T20:22:03.613375] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2025-12-24T20:22:03.613494] [INFO ] [sig       ] FDUS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:03.751468] [INFO ] [LOCAL     ] Saved forecast: FDUS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FDUS.txt
[2025-12-24T20:22:03.751610] [INFO ] [sig       ] [1200/3551] Completed FDUS in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-24T20:22:03.751651] [INFO ] [sig       ] [1201/3551] Forecasting FDX...
[2025-12-24T20:22:03.751680] [INFO ] [sig       ] Generating forecast for: FDX
[2025-12-24T20:22:03.751709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-12-24T20:22:03.762993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2025-12-24T20:22:03.763307] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-12-24T20:22:03.764076] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-12-24T20:22:03.764127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:03.764158] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:03.764185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:03.764240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:03.819112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:03.819744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:03.819823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:03.819855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:03.944860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:03.945010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:03.945048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:03.945077] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:03.948345] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=14.46%)
[2025-12-24T20:22:03.948624] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-12-24T20:22:03.948757] [INFO ] [sig       ] FDX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:04.087085] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FDX.txt
[2025-12-24T20:22:04.087246] [INFO ] [sig       ] [1201/3551] Completed FDX in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-24T20:22:04.087287] [INFO ] [sig       ] [1202/3551] Forecasting FE...
[2025-12-24T20:22:04.087316] [INFO ] [sig       ] Generating forecast for: FE
[2025-12-24T20:22:04.087346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-12-24T20:22:04.098949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2025-12-24T20:22:04.099355] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-12-24T20:22:04.100157] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-12-24T20:22:04.100209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:04.100241] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:04.100267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:04.100323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:04.155586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:04.156424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:04.156509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:04.156541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:04.272515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:04.272715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:04.272754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:04.272784] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:04.276111] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: DOWN (p=0.88%)
[2025-12-24T20:22:04.276384] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-12-24T20:22:04.276506] [INFO ] [sig       ] FE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:04.417516] [INFO ] [LOCAL     ] Saved forecast: FE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FE.txt
[2025-12-24T20:22:04.417682] [INFO ] [sig       ] [1202/3551] Completed FE in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-24T20:22:04.417723] [INFO ] [sig       ] [1203/3551] Forecasting FEIM...
[2025-12-24T20:22:04.417753] [INFO ] [sig       ] Generating forecast for: FEIM
[2025-12-24T20:22:04.417782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2025-12-24T20:22:04.429456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2025-12-24T20:22:04.429816] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2025-12-24T20:22:04.430552] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2025-12-24T20:22:04.430624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:04.430687] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:04.430715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:04.430772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:04.485850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:04.486634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:04.486720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:04.486751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:04.605127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:04.605284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:04.605323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:04.605368] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:04.608774] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: UP (p=60.87%)
[2025-12-24T20:22:04.609046] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2025-12-24T20:22:04.609171] [INFO ] [sig       ] FEIM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:04.748302] [INFO ] [LOCAL     ] Saved forecast: FEIM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FEIM.txt
[2025-12-24T20:22:04.748657] [INFO ] [sig       ] [1203/3551] Completed FEIM in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-24T20:22:04.748698] [INFO ] [sig       ] [1204/3551] Forecasting FELE...
[2025-12-24T20:22:04.748729] [INFO ] [sig       ] Generating forecast for: FELE
[2025-12-24T20:22:04.748758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2025-12-24T20:22:04.760457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2025-12-24T20:22:04.760813] [INFO ] [FORECASTER] Starting predict_future for FELE
[2025-12-24T20:22:04.761559] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2025-12-24T20:22:04.761632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:04.761664] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:04.761691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:04.761747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:04.817538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:04.818232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:04.818311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:04.818342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:04.936502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:04.936668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:04.936709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:04.936738] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:04.940023] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: DOWN (p=45.17%)
[2025-12-24T20:22:04.940297] [INFO ] [FORECASTER] Completed predict_future for FELE
[2025-12-24T20:22:04.940415] [INFO ] [sig       ] FELE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:05.077304] [INFO ] [LOCAL     ] Saved forecast: FELE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FELE.txt
[2025-12-24T20:22:05.077434] [INFO ] [sig       ] [1204/3551] Completed FELE in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-24T20:22:05.077473] [INFO ] [sig       ] [1205/3551] Forecasting FEM...
[2025-12-24T20:22:05.077502] [INFO ] [sig       ] Generating forecast for: FEM
[2025-12-24T20:22:05.077532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2025-12-24T20:22:05.089624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2025-12-24T20:22:05.090046] [INFO ] [FORECASTER] Starting predict_future for FEM
[2025-12-24T20:22:05.090933] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2025-12-24T20:22:05.090991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:05.091025] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:05.091054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:05.091111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:05.169417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:05.170568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:05.170780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:05.170832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:05.307053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:05.307204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:05.307244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:05.307273] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:05.310653] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: DOWN (p=34.96%)
[2025-12-24T20:22:05.310933] [INFO ] [FORECASTER] Completed predict_future for FEM
[2025-12-24T20:22:05.311054] [INFO ] [sig       ] FEM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:05.452794] [INFO ] [LOCAL     ] Saved forecast: FEM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FEM.txt
[2025-12-24T20:22:05.452929] [INFO ] [sig       ] [1205/3551] Completed FEM in 0.4s | 2.86 sym/s | Total: 7.0m | ETA: 13.7m
[2025-12-24T20:22:05.452968] [INFO ] [sig       ] [1206/3551] Forecasting FEMB...
[2025-12-24T20:22:05.452997] [INFO ] [sig       ] Generating forecast for: FEMB
[2025-12-24T20:22:05.453028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2025-12-24T20:22:05.463716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2025-12-24T20:22:05.464026] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2025-12-24T20:22:05.464783] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2025-12-24T20:22:05.464835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:05.464865] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:05.464892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:05.464948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:05.519881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:05.520530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:05.520628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:05.520662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:05.643535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:05.643708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:05.643748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:05.643811] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:05.647089] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: DOWN (p=36.79%)
[2025-12-24T20:22:05.647356] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2025-12-24T20:22:05.647476] [INFO ] [sig       ] FEMB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:05.785821] [INFO ] [LOCAL     ] Saved forecast: FEMB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FEMB.txt
[2025-12-24T20:22:05.785949] [INFO ] [sig       ] [1206/3551] Completed FEMB in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-24T20:22:05.785988] [INFO ] [sig       ] [1207/3551] Forecasting FEMS...
[2025-12-24T20:22:05.786019] [INFO ] [sig       ] Generating forecast for: FEMS
[2025-12-24T20:22:05.786049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2025-12-24T20:22:05.796944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2025-12-24T20:22:05.797239] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2025-12-24T20:22:05.797999] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2025-12-24T20:22:05.798050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:05.798091] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:05.798119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:05.798179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:05.854550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:05.855249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:05.855329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:05.855361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:05.973029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:05.973178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:05.973217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:05.973245] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:05.976857] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: DOWN (p=10.36%)
[2025-12-24T20:22:05.977120] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2025-12-24T20:22:05.977240] [INFO ] [sig       ] FEMS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:06.123656] [INFO ] [LOCAL     ] Saved forecast: FEMS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FEMS.txt
[2025-12-24T20:22:06.123807] [INFO ] [sig       ] [1207/3551] Completed FEMS in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-24T20:22:06.123847] [INFO ] [sig       ] [1208/3551] Forecasting FEP...
[2025-12-24T20:22:06.123877] [INFO ] [sig       ] Generating forecast for: FEP
[2025-12-24T20:22:06.123907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2025-12-24T20:22:06.134969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2025-12-24T20:22:06.135254] [INFO ] [FORECASTER] Starting predict_future for FEP
[2025-12-24T20:22:06.136010] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2025-12-24T20:22:06.136062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:06.136093] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:06.136119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:06.136176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:06.193484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:06.194351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:06.194438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:06.194473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:06.317173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:06.317346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:06.317395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:06.317432] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:06.321966] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: UP (p=85.37%)
[2025-12-24T20:22:06.322352] [INFO ] [FORECASTER] Completed predict_future for FEP
[2025-12-24T20:22:06.322505] [INFO ] [sig       ] FEP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:06.466232] [INFO ] [LOCAL     ] Saved forecast: FEP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FEP.txt
[2025-12-24T20:22:06.466369] [INFO ] [sig       ] [1208/3551] Completed FEP in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-24T20:22:06.466408] [INFO ] [sig       ] [1209/3551] Forecasting FEPI...
[2025-12-24T20:22:06.466437] [INFO ] [sig       ] Generating forecast for: FEPI
[2025-12-24T20:22:06.466467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2025-12-24T20:22:06.478281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2025-12-24T20:22:06.478643] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2025-12-24T20:22:06.479419] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2025-12-24T20:22:06.479471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:06.479502] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:06.479528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:06.479616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:06.535257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:06.535957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:06.536037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:06.536070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:06.652477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:06.652643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:06.652684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:06.652712] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:06.655979] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: DOWN (p=3.63%)
[2025-12-24T20:22:06.656248] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2025-12-24T20:22:06.656368] [INFO ] [sig       ] FEPI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:06.793916] [INFO ] [LOCAL     ] Saved forecast: FEPI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FEPI.txt
[2025-12-24T20:22:06.794049] [INFO ] [sig       ] [1209/3551] Completed FEPI in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-24T20:22:06.794088] [INFO ] [sig       ] [1210/3551] Forecasting FERG...
[2025-12-24T20:22:06.794117] [INFO ] [sig       ] Generating forecast for: FERG
[2025-12-24T20:22:06.794146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-12-24T20:22:06.805067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2025-12-24T20:22:06.805377] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-12-24T20:22:06.806136] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-12-24T20:22:06.806188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:06.806219] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:06.806245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:06.806300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:06.861786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:06.862456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:06.862534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:06.862566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:06.983008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:06.983158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:06.983197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:06.983225] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:06.986608] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=61.07%)
[2025-12-24T20:22:06.986874] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-12-24T20:22:06.986997] [INFO ] [sig       ] FERG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:07.132597] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FERG.txt
[2025-12-24T20:22:07.132759] [INFO ] [sig       ] [1210/3551] Completed FERG in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-24T20:22:07.132802] [INFO ] [sig       ] [1211/3551] Forecasting FEX...
[2025-12-24T20:22:07.132839] [INFO ] [sig       ] Generating forecast for: FEX
[2025-12-24T20:22:07.132869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2025-12-24T20:22:07.145336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2025-12-24T20:22:07.145657] [INFO ] [FORECASTER] Starting predict_future for FEX
[2025-12-24T20:22:07.146391] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2025-12-24T20:22:07.146443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:07.146474] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:07.146501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:07.146557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:07.202267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:07.202901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:07.202980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:07.203013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:07.314465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:07.314630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:07.314671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:07.314700] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:07.317987] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: UP (p=50.43%)
[2025-12-24T20:22:07.318252] [INFO ] [FORECASTER] Completed predict_future for FEX
[2025-12-24T20:22:07.318371] [INFO ] [sig       ] FEX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:07.457953] [INFO ] [LOCAL     ] Saved forecast: FEX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FEX.txt
[2025-12-24T20:22:07.458131] [INFO ] [sig       ] [1211/3551] Completed FEX in 0.3s | 2.86 sym/s | Total: 7.0m | ETA: 13.6m
[2025-12-24T20:22:07.458176] [INFO ] [sig       ] [1212/3551] Forecasting FF...
[2025-12-24T20:22:07.458207] [INFO ] [sig       ] Generating forecast for: FF
[2025-12-24T20:22:07.458237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-12-24T20:22:07.470046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2025-12-24T20:22:07.470437] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-12-24T20:22:07.471259] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-12-24T20:22:07.471313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:07.471345] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:07.471373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:07.471431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:07.529267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:07.530227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:07.530313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:07.530347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:07.652880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:07.653036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:07.653077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:07.653105] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:07.656754] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: UP (p=90.61%)
[2025-12-24T20:22:07.657051] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-12-24T20:22:07.657183] [INFO ] [sig       ] FF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:07.803336] [INFO ] [LOCAL     ] Saved forecast: FF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FF.txt
[2025-12-24T20:22:07.803520] [INFO ] [sig       ] [1212/3551] Completed FF in 0.3s | 2.86 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-24T20:22:07.803563] [INFO ] [sig       ] [1213/3551] Forecasting FFA...
[2025-12-24T20:22:07.803611] [INFO ] [sig       ] Generating forecast for: FFA
[2025-12-24T20:22:07.803642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-12-24T20:22:07.815920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2025-12-24T20:22:07.816244] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-12-24T20:22:07.817009] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-12-24T20:22:07.817061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:07.817104] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:07.817160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:07.817230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:07.873236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:07.874107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:07.874193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:07.874263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:07.993450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:07.993622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:07.993666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:07.993695] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:07.997213] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: DOWN (p=47.54%)
[2025-12-24T20:22:07.997484] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-12-24T20:22:07.997623] [INFO ] [sig       ] FFA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:08.139988] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FFA.txt
[2025-12-24T20:22:08.140122] [INFO ] [sig       ] [1213/3551] Completed FFA in 0.3s | 2.86 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-24T20:22:08.140163] [INFO ] [sig       ] [1214/3551] Forecasting FFBC...
[2025-12-24T20:22:08.140192] [INFO ] [sig       ] Generating forecast for: FFBC
[2025-12-24T20:22:08.140222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2025-12-24T20:22:08.151900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2025-12-24T20:22:08.152189] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2025-12-24T20:22:08.152957] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2025-12-24T20:22:08.153009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:08.153041] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:08.153068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:08.153124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:08.208829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:08.209529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:08.209624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:08.209658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:08.326648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:08.326799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:08.326838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:08.326867] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:08.330169] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: UP (p=97.66%)
[2025-12-24T20:22:08.330436] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2025-12-24T20:22:08.330552] [INFO ] [sig       ] FFBC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:08.471756] [INFO ] [LOCAL     ] Saved forecast: FFBC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FFBC.txt
[2025-12-24T20:22:08.471932] [INFO ] [sig       ] [1214/3551] Completed FFBC in 0.3s | 2.86 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-24T20:22:08.471987] [INFO ] [sig       ] [1215/3551] Forecasting FFC...
[2025-12-24T20:22:08.472022] [INFO ] [sig       ] Generating forecast for: FFC
[2025-12-24T20:22:08.472053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-12-24T20:22:08.484203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2025-12-24T20:22:08.484568] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-12-24T20:22:08.485373] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-12-24T20:22:08.485427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:08.485459] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:08.485487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:08.485544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:08.546501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:08.547431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:08.547522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:08.547558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:08.671350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:08.671505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:08.671544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:08.671592] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:08.675025] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: DOWN (p=20.47%)
[2025-12-24T20:22:08.675298] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-12-24T20:22:08.675429] [INFO ] [sig       ] FFC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:08.819539] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FFC.txt
[2025-12-24T20:22:08.819719] [INFO ] [sig       ] [1215/3551] Completed FFC in 0.3s | 2.86 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-24T20:22:08.819760] [INFO ] [sig       ] [1216/3551] Forecasting FFIC...
[2025-12-24T20:22:08.819791] [INFO ] [sig       ] Generating forecast for: FFIC
[2025-12-24T20:22:08.819821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2025-12-24T20:22:08.831326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2025-12-24T20:22:08.831674] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2025-12-24T20:22:08.832408] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2025-12-24T20:22:08.832458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:08.832489] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:08.832516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:08.832592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:08.890695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:08.891541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:08.891640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:08.891674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:09.014476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:09.014659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:09.014719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:09.014763] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:09.018595] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: DOWN (p=12.76%)
[2025-12-24T20:22:09.018875] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2025-12-24T20:22:09.019016] [INFO ] [sig       ] FFIC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:09.174521] [INFO ] [LOCAL     ] Saved forecast: FFIC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FFIC.txt
[2025-12-24T20:22:09.174724] [INFO ] [sig       ] [1216/3551] Completed FFIC in 0.4s | 2.86 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-24T20:22:09.174767] [INFO ] [sig       ] [1217/3551] Forecasting FFIN...
[2025-12-24T20:22:09.174799] [INFO ] [sig       ] Generating forecast for: FFIN
[2025-12-24T20:22:09.174828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2025-12-24T20:22:09.187004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2025-12-24T20:22:09.187380] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2025-12-24T20:22:09.188473] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2025-12-24T20:22:09.188528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:09.188561] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:09.188615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:09.188674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:09.249768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:09.250825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:09.250943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:09.250993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:09.380018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:09.380224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:09.380271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:09.380302] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:09.384731] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: UP (p=90.71%)
[2025-12-24T20:22:09.385054] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2025-12-24T20:22:09.385195] [INFO ] [sig       ] FFIN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:09.536808] [INFO ] [LOCAL     ] Saved forecast: FFIN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FFIN.txt
[2025-12-24T20:22:09.536980] [INFO ] [sig       ] [1217/3551] Completed FFIN in 0.4s | 2.86 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-24T20:22:09.537022] [INFO ] [sig       ] [1218/3551] Forecasting FFWM...
[2025-12-24T20:22:09.537052] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-12-24T20:22:09.537083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-12-24T20:22:09.549176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2025-12-24T20:22:09.549595] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-12-24T20:22:09.550358] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-12-24T20:22:09.550411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:09.550444] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:09.550472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:09.550540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:09.609258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:09.610860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:09.610980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:09.611019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:09.729748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:09.729900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:09.729939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:09.729969] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:09.733911] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=28.98%)
[2025-12-24T20:22:09.734185] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-12-24T20:22:09.734314] [INFO ] [sig       ] FFWM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:09.876951] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FFWM.txt
[2025-12-24T20:22:09.877103] [INFO ] [sig       ] [1218/3551] Completed FFWM in 0.3s | 2.86 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-24T20:22:09.877144] [INFO ] [sig       ] [1219/3551] Forecasting FG...
[2025-12-24T20:22:09.877173] [INFO ] [sig       ] Generating forecast for: FG
[2025-12-24T20:22:09.877203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-12-24T20:22:09.888948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2025-12-24T20:22:09.889624] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-12-24T20:22:09.890446] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-12-24T20:22:09.890499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:09.890532] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:09.890559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:09.890644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:09.949506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:09.950467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:09.950561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:09.950615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:10.076483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:10.076872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:10.076913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:10.076943] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:10.080448] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: DOWN (p=47.28%)
[2025-12-24T20:22:10.080917] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-12-24T20:22:10.081040] [INFO ] [sig       ] FG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:10.225678] [INFO ] [LOCAL     ] Saved forecast: FG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FG.txt
[2025-12-24T20:22:10.225834] [INFO ] [sig       ] [1219/3551] Completed FG in 0.3s | 2.86 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-24T20:22:10.225873] [INFO ] [sig       ] [1220/3551] Forecasting FGEN...
[2025-12-24T20:22:10.225904] [INFO ] [sig       ] Generating forecast for: FGEN
[2025-12-24T20:22:10.225933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'.
[2025-12-24T20:22:10.237189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FGEN'.
[2025-12-24T20:22:10.237587] [INFO ] [FORECASTER] Starting predict_future for FGEN
[2025-12-24T20:22:10.238415] [DEBUG] [LOCAL     ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt
[2025-12-24T20:22:10.238482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:10.238544] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:10.238597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:10.238677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:10.299881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:10.300784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:10.300869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:10.300903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:10.421141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:10.421309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:10.421355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:10.421390] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:10.424764] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: DOWN (p=3.76%)
[2025-12-24T20:22:10.425052] [INFO ] [FORECASTER] Completed predict_future for FGEN
[2025-12-24T20:22:10.425177] [INFO ] [sig       ] FGEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:10.567200] [INFO ] [LOCAL     ] Saved forecast: FGEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FGEN.txt
[2025-12-24T20:22:10.567349] [INFO ] [sig       ] [1220/3551] Completed FGEN in 0.3s | 2.86 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-24T20:22:10.567397] [INFO ] [sig       ] [1221/3551] Forecasting FHB...
[2025-12-24T20:22:10.567432] [INFO ] [sig       ] Generating forecast for: FHB
[2025-12-24T20:22:10.567461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2025-12-24T20:22:10.580020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2025-12-24T20:22:10.580412] [INFO ] [FORECASTER] Starting predict_future for FHB
[2025-12-24T20:22:10.581220] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2025-12-24T20:22:10.581274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:10.581307] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:10.581334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:10.581391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:10.642432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:10.643334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:10.643638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:10.643672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:10.764896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:10.765046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:10.765086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:10.765116] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:10.768438] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: UP (p=88.78%)
[2025-12-24T20:22:10.768731] [INFO ] [FORECASTER] Completed predict_future for FHB
[2025-12-24T20:22:10.768853] [INFO ] [sig       ] FHB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:10.914103] [INFO ] [LOCAL     ] Saved forecast: FHB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FHB.txt
[2025-12-24T20:22:10.914250] [INFO ] [sig       ] [1221/3551] Completed FHB in 0.3s | 2.86 sym/s | Total: 7.1m | ETA: 13.6m
[2025-12-24T20:22:10.914294] [INFO ] [sig       ] [1222/3551] Forecasting FHI...
[2025-12-24T20:22:10.914323] [INFO ] [sig       ] Generating forecast for: FHI
[2025-12-24T20:22:10.914352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-12-24T20:22:10.926402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2025-12-24T20:22:10.926723] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-12-24T20:22:10.927517] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-12-24T20:22:10.927603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:10.927641] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:10.927668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:10.927724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:10.986021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:10.986883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:10.986971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:10.987005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:11.114040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:11.114192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:11.114231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:11.114259] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:11.117901] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=34.47%)
[2025-12-24T20:22:11.118187] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-12-24T20:22:11.118315] [INFO ] [sig       ] FHI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:11.264619] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FHI.txt
[2025-12-24T20:22:11.264772] [INFO ] [sig       ] [1222/3551] Completed FHI in 0.4s | 2.86 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-24T20:22:11.264812] [INFO ] [sig       ] [1223/3551] Forecasting FHN...
[2025-12-24T20:22:11.264841] [INFO ] [sig       ] Generating forecast for: FHN
[2025-12-24T20:22:11.264873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-12-24T20:22:11.276435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2025-12-24T20:22:11.276746] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-12-24T20:22:11.277479] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-12-24T20:22:11.277531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:11.277562] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:11.277612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:11.277669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:11.335025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:11.335878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:11.335965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:11.335997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:11.456916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:11.457069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:11.457107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:11.457175] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:11.460927] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2025-12-24T20:22:11.461189] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-12-24T20:22:11.461308] [INFO ] [sig       ] FHN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:11.608058] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FHN.txt
[2025-12-24T20:22:11.608212] [INFO ] [sig       ] [1223/3551] Completed FHN in 0.3s | 2.86 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-24T20:22:11.608259] [INFO ] [sig       ] [1224/3551] Forecasting FHTX...
[2025-12-24T20:22:11.608291] [INFO ] [sig       ] Generating forecast for: FHTX
[2025-12-24T20:22:11.608321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2025-12-24T20:22:11.619498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2025-12-24T20:22:11.619903] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2025-12-24T20:22:11.620720] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2025-12-24T20:22:11.620774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:11.620805] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:11.620832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:11.620888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:11.679332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:11.680218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:11.680338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:11.680377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:11.802525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:11.802697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:11.802738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:11.802767] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:11.806176] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: DOWN (p=33.54%)
[2025-12-24T20:22:11.806514] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2025-12-24T20:22:11.806673] [INFO ] [sig       ] FHTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:11.954385] [INFO ] [LOCAL     ] Saved forecast: FHTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FHTX.txt
[2025-12-24T20:22:11.954538] [INFO ] [sig       ] [1224/3551] Completed FHTX in 0.3s | 2.86 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-24T20:22:11.954602] [INFO ] [sig       ] [1225/3551] Forecasting FIBK...
[2025-12-24T20:22:11.954636] [INFO ] [sig       ] Generating forecast for: FIBK
[2025-12-24T20:22:11.954666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2025-12-24T20:22:11.966299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2025-12-24T20:22:11.966736] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2025-12-24T20:22:11.967560] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2025-12-24T20:22:11.967635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:11.967668] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:11.967696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:11.967755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:12.030912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:12.031880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:12.031973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:12.032006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:12.158641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:12.158794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:12.158835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:12.158865] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:12.162438] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: DOWN (p=1.16%)
[2025-12-24T20:22:12.162802] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2025-12-24T20:22:12.162940] [INFO ] [sig       ] FIBK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:12.343975] [INFO ] [LOCAL     ] Saved forecast: FIBK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FIBK.txt
[2025-12-24T20:22:12.344193] [INFO ] [sig       ] [1225/3551] Completed FIBK in 0.4s | 2.86 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-24T20:22:12.344255] [INFO ] [sig       ] [1226/3551] Forecasting FICO...
[2025-12-24T20:22:12.344296] [INFO ] [sig       ] Generating forecast for: FICO
[2025-12-24T20:22:12.344340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-12-24T20:22:12.364481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2025-12-24T20:22:12.364919] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-12-24T20:22:12.365769] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-12-24T20:22:12.365826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:12.365858] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:12.365886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:12.365943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:12.421687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:12.422565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:12.422687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:12.422719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:12.543725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:12.543884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:12.543923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:12.543950] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:12.547696] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-12-24T20:22:12.547968] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-12-24T20:22:12.548092] [INFO ] [sig       ] FICO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:12.695361] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FICO.txt
[2025-12-24T20:22:12.695517] [INFO ] [sig       ] [1226/3551] Completed FICO in 0.4s | 2.86 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-24T20:22:12.695559] [INFO ] [sig       ] [1227/3551] Forecasting FICS...
[2025-12-24T20:22:12.695610] [INFO ] [sig       ] Generating forecast for: FICS
[2025-12-24T20:22:12.695640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2025-12-24T20:22:12.706996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2025-12-24T20:22:12.707373] [INFO ] [FORECASTER] Starting predict_future for FICS
[2025-12-24T20:22:12.708149] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2025-12-24T20:22:12.708200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:12.708233] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:12.708259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:12.708315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:12.765027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:12.765927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:12.766015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:12.766048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:12.888147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:12.888302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:12.888358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:12.888387] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:12.891801] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: DOWN (p=13.57%)
[2025-12-24T20:22:12.892082] [INFO ] [FORECASTER] Completed predict_future for FICS
[2025-12-24T20:22:12.892208] [INFO ] [sig       ] FICS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:13.031925] [INFO ] [LOCAL     ] Saved forecast: FICS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FICS.txt
[2025-12-24T20:22:13.032080] [INFO ] [sig       ] [1227/3551] Completed FICS in 0.3s | 2.86 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-24T20:22:13.032121] [INFO ] [sig       ] [1228/3551] Forecasting FID...
[2025-12-24T20:22:13.032150] [INFO ] [sig       ] Generating forecast for: FID
[2025-12-24T20:22:13.032179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2025-12-24T20:22:13.043069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2025-12-24T20:22:13.043428] [INFO ] [FORECASTER] Starting predict_future for FID
[2025-12-24T20:22:13.044327] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2025-12-24T20:22:13.044380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:13.044412] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:13.044439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:13.044496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:13.101937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:13.102811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:13.102899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:13.102931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:13.226769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:13.226971] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-24T20:22:13.227027] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:13.227067] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:13.230629] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: UP (p=58.58%)
[2025-12-24T20:22:13.230907] [INFO ] [FORECASTER] Completed predict_future for FID
[2025-12-24T20:22:13.231034] [INFO ] [sig       ] FID: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:13.382090] [INFO ] [LOCAL     ] Saved forecast: FID	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FID.txt
[2025-12-24T20:22:13.382250] [INFO ] [sig       ] [1228/3551] Completed FID in 0.4s | 2.86 sym/s | Total: 7.1m | ETA: 13.5m
[2025-12-24T20:22:13.382290] [INFO ] [sig       ] [1229/3551] Forecasting FIGS...
[2025-12-24T20:22:13.382320] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-12-24T20:22:13.382361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-12-24T20:22:13.395329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2025-12-24T20:22:13.395929] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-12-24T20:22:13.396725] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-12-24T20:22:13.396777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:13.396808] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:13.396834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:13.396888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:13.455391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:13.456270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:13.456353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:13.456385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:13.581315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:13.581481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:13.581527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:13.581556] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:13.585375] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: UP (p=86.52%)
[2025-12-24T20:22:13.585690] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-12-24T20:22:13.585821] [INFO ] [sig       ] FIGS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:13.739507] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FIGS.txt
[2025-12-24T20:22:13.739883] [INFO ] [sig       ] [1229/3551] Completed FIGS in 0.4s | 2.86 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-24T20:22:13.739925] [INFO ] [sig       ] [1230/3551] Forecasting FIHL...
[2025-12-24T20:22:13.739954] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-12-24T20:22:13.739983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-12-24T20:22:13.752090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2025-12-24T20:22:13.752510] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-12-24T20:22:13.753318] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-12-24T20:22:13.753383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:13.753421] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:13.753453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:13.753510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:13.810735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:13.811598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:13.811719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:13.811752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:13.934452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:13.934820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:13.934860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:13.934889] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:13.939108] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-12-24T20:22:13.939449] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-12-24T20:22:13.939614] [INFO ] [sig       ] FIHL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:14.086812] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FIHL.txt
[2025-12-24T20:22:14.086972] [INFO ] [sig       ] [1230/3551] Completed FIHL in 0.3s | 2.86 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-24T20:22:14.087013] [INFO ] [sig       ] [1231/3551] Forecasting FINS...
[2025-12-24T20:22:14.087043] [INFO ] [sig       ] Generating forecast for: FINS
[2025-12-24T20:22:14.087073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-12-24T20:22:14.098692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2025-12-24T20:22:14.099066] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-12-24T20:22:14.100095] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-12-24T20:22:14.100150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:14.100195] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:14.100225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:14.100287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:14.158700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:14.159540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:14.159641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:14.159674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:14.278624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:14.278772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:14.278810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:14.278839] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:14.282272] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=76.77%)
[2025-12-24T20:22:14.282546] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-12-24T20:22:14.282699] [INFO ] [sig       ] FINS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:14.425953] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FINS.txt
[2025-12-24T20:22:14.426096] [INFO ] [sig       ] [1231/3551] Completed FINS in 0.3s | 2.86 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-24T20:22:14.426138] [INFO ] [sig       ] [1232/3551] Forecasting FINX...
[2025-12-24T20:22:14.426167] [INFO ] [sig       ] Generating forecast for: FINX
[2025-12-24T20:22:14.426197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2025-12-24T20:22:14.437514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2025-12-24T20:22:14.437871] [INFO ] [FORECASTER] Starting predict_future for FINX
[2025-12-24T20:22:14.438678] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2025-12-24T20:22:14.438732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:14.438765] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:14.438792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:14.438849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:14.495361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:14.496449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:14.496535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:14.496567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:14.615049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:14.615198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:14.615237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:14.615267] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:14.618552] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: UP (p=89.94%)
[2025-12-24T20:22:14.618838] [INFO ] [FORECASTER] Completed predict_future for FINX
[2025-12-24T20:22:14.618961] [INFO ] [sig       ] FINX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:14.770979] [INFO ] [LOCAL     ] Saved forecast: FINX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FINX.txt
[2025-12-24T20:22:14.771156] [INFO ] [sig       ] [1232/3551] Completed FINX in 0.3s | 2.86 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-24T20:22:14.771200] [INFO ] [sig       ] [1233/3551] Forecasting FIP...
[2025-12-24T20:22:14.771234] [INFO ] [sig       ] Generating forecast for: FIP
[2025-12-24T20:22:14.771265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2025-12-24T20:22:14.782674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2025-12-24T20:22:14.783060] [INFO ] [FORECASTER] Starting predict_future for FIP
[2025-12-24T20:22:14.783868] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2025-12-24T20:22:14.783919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:14.783951] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:14.783977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:14.784032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:14.842990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:14.844135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:14.844238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:14.844272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:14.963209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:14.963360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:14.963399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:14.963428] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:14.966740] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: UP (p=55.02%)
[2025-12-24T20:22:14.967012] [INFO ] [FORECASTER] Completed predict_future for FIP
[2025-12-24T20:22:14.967133] [INFO ] [sig       ] FIP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:15.108648] [INFO ] [LOCAL     ] Saved forecast: FIP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FIP.txt
[2025-12-24T20:22:15.108852] [INFO ] [sig       ] [1233/3551] Completed FIP in 0.3s | 2.86 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-24T20:22:15.108906] [INFO ] [sig       ] [1234/3551] Forecasting FIS...
[2025-12-24T20:22:15.108948] [INFO ] [sig       ] Generating forecast for: FIS
[2025-12-24T20:22:15.108992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-12-24T20:22:15.121823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2025-12-24T20:22:15.122144] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-12-24T20:22:15.122987] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-12-24T20:22:15.123041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:15.123075] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:15.123103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:15.123161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:15.179212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:15.179936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:15.180014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:15.180046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:15.298681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:15.298826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:15.298864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:15.298893] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:15.302186] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=1.80%)
[2025-12-24T20:22:15.302453] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-12-24T20:22:15.302600] [INFO ] [sig       ] FIS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:15.442676] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FIS.txt
[2025-12-24T20:22:15.442809] [INFO ] [sig       ] [1234/3551] Completed FIS in 0.3s | 2.86 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-24T20:22:15.442863] [INFO ] [sig       ] [1235/3551] Forecasting FISI...
[2025-12-24T20:22:15.442900] [INFO ] [sig       ] Generating forecast for: FISI
[2025-12-24T20:22:15.442931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2025-12-24T20:22:15.455470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2025-12-24T20:22:15.455809] [INFO ] [FORECASTER] Starting predict_future for FISI
[2025-12-24T20:22:15.456802] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2025-12-24T20:22:15.456860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:15.456892] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:15.456919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:15.456975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:15.514657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:15.515336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:15.515414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:15.515446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:15.637383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:15.637532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:15.637587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:15.637618] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:15.640895] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: DOWN (p=17.36%)
[2025-12-24T20:22:15.641165] [INFO ] [FORECASTER] Completed predict_future for FISI
[2025-12-24T20:22:15.641288] [INFO ] [sig       ] FISI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:15.780417] [INFO ] [LOCAL     ] Saved forecast: FISI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FISI.txt
[2025-12-24T20:22:15.780562] [INFO ] [sig       ] [1235/3551] Completed FISI in 0.3s | 2.86 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-24T20:22:15.780619] [INFO ] [sig       ] [1236/3551] Forecasting FITB...
[2025-12-24T20:22:15.780650] [INFO ] [sig       ] Generating forecast for: FITB
[2025-12-24T20:22:15.780680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2025-12-24T20:22:15.792831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2025-12-24T20:22:15.793165] [INFO ] [FORECASTER] Starting predict_future for FITB
[2025-12-24T20:22:15.793973] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2025-12-24T20:22:15.794026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:15.794058] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:15.794084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:15.794141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:15.852934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:15.853646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:15.853916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:15.853947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:15.979920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:15.980079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:15.980119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:15.980147] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:15.983490] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: UP (p=72.56%)
[2025-12-24T20:22:15.983805] [INFO ] [FORECASTER] Completed predict_future for FITB
[2025-12-24T20:22:15.983946] [INFO ] [sig       ] FITB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:16.128942] [INFO ] [LOCAL     ] Saved forecast: FITB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FITB.txt
[2025-12-24T20:22:16.129084] [INFO ] [sig       ] [1236/3551] Completed FITB in 0.3s | 2.86 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-24T20:22:16.129123] [INFO ] [sig       ] [1237/3551] Forecasting FITBI...
[2025-12-24T20:22:16.129153] [INFO ] [sig       ] Generating forecast for: FITBI
[2025-12-24T20:22:16.129183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2025-12-24T20:22:16.141159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2025-12-24T20:22:16.141511] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2025-12-24T20:22:16.142322] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2025-12-24T20:22:16.142378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:16.142444] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:16.142483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:16.142563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:16.200657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:16.201368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:16.201468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:16.201503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:16.323381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:16.323543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:16.323600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:16.323631] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:16.327201] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: UP (p=80.67%)
[2025-12-24T20:22:16.327464] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2025-12-24T20:22:16.327794] [INFO ] [sig       ] FITBI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:16.468905] [INFO ] [LOCAL     ] Saved forecast: FITBI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FITBI.txt
[2025-12-24T20:22:16.469034] [INFO ] [sig       ] [1237/3551] Completed FITBI in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-24T20:22:16.469074] [INFO ] [sig       ] [1238/3551] Forecasting FITBO...
[2025-12-24T20:22:16.469104] [INFO ] [sig       ] Generating forecast for: FITBO
[2025-12-24T20:22:16.469132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2025-12-24T20:22:16.480994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2025-12-24T20:22:16.481321] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2025-12-24T20:22:16.482145] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2025-12-24T20:22:16.482196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:16.482228] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:16.482254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:16.482311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:16.540805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:16.541541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:16.541841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:16.541876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:16.669499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:16.669673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:16.669713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:16.669758] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:16.673435] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: DOWN (p=5.23%)
[2025-12-24T20:22:16.673907] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2025-12-24T20:22:16.674028] [INFO ] [sig       ] FITBO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:16.814373] [INFO ] [LOCAL     ] Saved forecast: FITBO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FITBO.txt
[2025-12-24T20:22:16.814536] [INFO ] [sig       ] [1238/3551] Completed FITBO in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.5m
[2025-12-24T20:22:16.814599] [INFO ] [sig       ] [1239/3551] Forecasting FIVE...
[2025-12-24T20:22:16.814633] [INFO ] [sig       ] Generating forecast for: FIVE
[2025-12-24T20:22:16.814663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2025-12-24T20:22:16.826635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2025-12-24T20:22:16.826957] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2025-12-24T20:22:16.827728] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2025-12-24T20:22:16.827780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:16.827811] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:16.827837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:16.827893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:16.883466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:16.884514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:16.884618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:16.884653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:17.007995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:17.008156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:17.008195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:17.008223] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:17.011550] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: DOWN (p=0.43%)
[2025-12-24T20:22:17.011840] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2025-12-24T20:22:17.011965] [INFO ] [sig       ] FIVE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:17.152504] [INFO ] [LOCAL     ] Saved forecast: FIVE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FIVE.txt
[2025-12-24T20:22:17.152678] [INFO ] [sig       ] [1239/3551] Completed FIVE in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-24T20:22:17.152720] [INFO ] [sig       ] [1240/3551] Forecasting FIVN...
[2025-12-24T20:22:17.152751] [INFO ] [sig       ] Generating forecast for: FIVN
[2025-12-24T20:22:17.152781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2025-12-24T20:22:17.164264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2025-12-24T20:22:17.164672] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2025-12-24T20:22:17.165445] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2025-12-24T20:22:17.165508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:17.165546] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:17.165593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:17.165652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:17.221811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:17.222528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:17.222643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:17.222677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:17.346115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:17.346283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:17.346323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:17.346384] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:17.350218] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: DOWN (p=32.62%)
[2025-12-24T20:22:17.350559] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2025-12-24T20:22:17.350713] [INFO ] [sig       ] FIVN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:17.491480] [INFO ] [LOCAL     ] Saved forecast: FIVN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FIVN.txt
[2025-12-24T20:22:17.491647] [INFO ] [sig       ] [1240/3551] Completed FIVN in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-24T20:22:17.491690] [INFO ] [sig       ] [1241/3551] Forecasting FIX...
[2025-12-24T20:22:17.491719] [INFO ] [sig       ] Generating forecast for: FIX
[2025-12-24T20:22:17.491749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-12-24T20:22:17.504057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2025-12-24T20:22:17.504400] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-12-24T20:22:17.505179] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-12-24T20:22:17.505231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:17.505261] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:17.505287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:17.505343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:17.566383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:17.567206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:17.567323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:17.567363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:17.687842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:17.687992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:17.688030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:17.688058] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:17.691384] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: DOWN (p=5.49%)
[2025-12-24T20:22:17.691679] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-12-24T20:22:17.691817] [INFO ] [sig       ] FIX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:17.830944] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FIX.txt
[2025-12-24T20:22:17.831092] [INFO ] [sig       ] [1241/3551] Completed FIX in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-24T20:22:17.831132] [INFO ] [sig       ] [1242/3551] Forecasting FIXD...
[2025-12-24T20:22:17.831161] [INFO ] [sig       ] Generating forecast for: FIXD
[2025-12-24T20:22:17.831190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2025-12-24T20:22:17.843020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2025-12-24T20:22:17.843363] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2025-12-24T20:22:17.844154] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2025-12-24T20:22:17.844206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:17.844248] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:17.844276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:17.844332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:17.900291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:17.901065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:17.901150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:17.901184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:18.034848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:18.035000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:18.035041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:18.035075] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:18.039097] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: UP (p=90.89%)
[2025-12-24T20:22:18.039402] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2025-12-24T20:22:18.039531] [INFO ] [sig       ] FIXD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:18.196790] [INFO ] [LOCAL     ] Saved forecast: FIXD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FIXD.txt
[2025-12-24T20:22:18.196963] [INFO ] [sig       ] [1242/3551] Completed FIXD in 0.4s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-24T20:22:18.197029] [INFO ] [sig       ] [1243/3551] Forecasting FIZZ...
[2025-12-24T20:22:18.197077] [INFO ] [sig       ] Generating forecast for: FIZZ
[2025-12-24T20:22:18.197120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2025-12-24T20:22:18.209603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2025-12-24T20:22:18.209970] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2025-12-24T20:22:18.210782] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2025-12-24T20:22:18.210836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:18.210870] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:18.210897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:18.210954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:18.274001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:18.274876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:18.274960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:18.274992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:18.394463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:18.394596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:18.394635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:18.394662] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:18.398201] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: UP (p=66.78%)
[2025-12-24T20:22:18.398465] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2025-12-24T20:22:18.398600] [INFO ] [sig       ] FIZZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:18.541520] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FIZZ.txt
[2025-12-24T20:22:18.541889] [INFO ] [sig       ] [1243/3551] Completed FIZZ in 0.3s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-24T20:22:18.541929] [INFO ] [sig       ] [1244/3551] Forecasting FJP...
[2025-12-24T20:22:18.541960] [INFO ] [sig       ] Generating forecast for: FJP
[2025-12-24T20:22:18.541989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2025-12-24T20:22:18.555684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2025-12-24T20:22:18.556213] [INFO ] [FORECASTER] Starting predict_future for FJP
[2025-12-24T20:22:18.557404] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2025-12-24T20:22:18.557463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:18.557498] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:18.557527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:18.557804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:18.619198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:18.621185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:18.621339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:18.621373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:18.743976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:18.744137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:18.744181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:18.744210] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:18.747619] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: DOWN (p=47.15%)
[2025-12-24T20:22:18.747913] [INFO ] [FORECASTER] Completed predict_future for FJP
[2025-12-24T20:22:18.748045] [INFO ] [sig       ] FJP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:18.902338] [INFO ] [LOCAL     ] Saved forecast: FJP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FJP.txt
[2025-12-24T20:22:18.902588] [INFO ] [sig       ] [1244/3551] Completed FJP in 0.4s | 2.87 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-24T20:22:18.902646] [INFO ] [sig       ] [1245/3551] Forecasting FLEX...
[2025-12-24T20:22:18.902685] [INFO ] [sig       ] Generating forecast for: FLEX
[2025-12-24T20:22:18.902724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2025-12-24T20:22:18.916283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2025-12-24T20:22:18.916750] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2025-12-24T20:22:18.917661] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2025-12-24T20:22:18.917721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:18.917759] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:18.917789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:18.917847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:19.005215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:19.006206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:19.006295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:19.006330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:19.167895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:19.168072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:19.168116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:19.168146] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:19.171990] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: DOWN (p=16.50%)
[2025-12-24T20:22:19.172449] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2025-12-24T20:22:19.172669] [INFO ] [sig       ] FLEX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:19.404023] [INFO ] [LOCAL     ] Saved forecast: FLEX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FLEX.txt
[2025-12-24T20:22:19.404226] [INFO ] [sig       ] [1245/3551] Completed FLEX in 0.5s | 2.86 sym/s | Total: 7.2m | ETA: 13.4m
[2025-12-24T20:22:19.404272] [INFO ] [sig       ] [1246/3551] Forecasting FLGC...
[2025-12-24T20:22:19.404309] [INFO ] [sig       ] Generating forecast for: FLGC
[2025-12-24T20:22:19.404341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'.
[2025-12-24T20:22:19.420061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLGC'.
[2025-12-24T20:22:19.420599] [INFO ] [FORECASTER] Starting predict_future for FLGC
[2025-12-24T20:22:19.421821] [DEBUG] [LOCAL     ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt
[2025-12-24T20:22:19.421894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:19.421947] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:19.421993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:19.422084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:19.512568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:19.513809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:19.513986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:19.514038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:19.672650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:19.672839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:19.672887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:19.672921] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:19.678080] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: UP (p=88.35%)
[2025-12-24T20:22:19.678633] [INFO ] [FORECASTER] Completed predict_future for FLGC
[2025-12-24T20:22:19.678847] [INFO ] [sig       ] FLGC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:19.869488] [INFO ] [LOCAL     ] Saved forecast: FLGC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FLGC.txt
[2025-12-24T20:22:19.869677] [INFO ] [sig       ] [1246/3551] Completed FLGC in 0.5s | 2.86 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-24T20:22:19.869720] [INFO ] [sig       ] [1247/3551] Forecasting FLL...
[2025-12-24T20:22:19.869750] [INFO ] [sig       ] Generating forecast for: FLL
[2025-12-24T20:22:19.869780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2025-12-24T20:22:19.881923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2025-12-24T20:22:19.882332] [INFO ] [FORECASTER] Starting predict_future for FLL
[2025-12-24T20:22:19.883153] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2025-12-24T20:22:19.883210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:19.883244] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:19.883273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:19.883331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:19.952162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:19.953356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:19.953512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:19.953567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:20.087439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:20.087643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:20.087707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:20.087751] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:20.091506] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-12-24T20:22:20.091877] [INFO ] [FORECASTER] Completed predict_future for FLL
[2025-12-24T20:22:20.092038] [INFO ] [sig       ] FLL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:20.242998] [INFO ] [LOCAL     ] Saved forecast: FLL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FLL.txt
[2025-12-24T20:22:20.243169] [INFO ] [sig       ] [1247/3551] Completed FLL in 0.4s | 2.86 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-24T20:22:20.243210] [INFO ] [sig       ] [1248/3551] Forecasting FLNC...
[2025-12-24T20:22:20.243243] [INFO ] [sig       ] Generating forecast for: FLNC
[2025-12-24T20:22:20.243274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2025-12-24T20:22:20.255609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2025-12-24T20:22:20.255999] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2025-12-24T20:22:20.256806] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2025-12-24T20:22:20.256861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:20.256893] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:20.256921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:20.256979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:20.315435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:20.316593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:20.316704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:20.316761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:20.453637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:20.453800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:20.453843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:20.453875] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:20.457261] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: UP (p=54.52%)
[2025-12-24T20:22:20.457544] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2025-12-24T20:22:20.457691] [INFO ] [sig       ] FLNC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:20.602023] [INFO ] [LOCAL     ] Saved forecast: FLNC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FLNC.txt
[2025-12-24T20:22:20.602173] [INFO ] [sig       ] [1248/3551] Completed FLNC in 0.4s | 2.86 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-24T20:22:20.602213] [INFO ] [sig       ] [1249/3551] Forecasting FLNG...
[2025-12-24T20:22:20.602243] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-12-24T20:22:20.602273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-12-24T20:22:20.615861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2025-12-24T20:22:20.616275] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-12-24T20:22:20.617151] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-12-24T20:22:20.617210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:20.617245] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:20.617272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:20.617329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:20.675370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:20.676262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:20.676350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:20.676385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:20.792504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:20.792672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:20.792711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:20.792756] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:20.796052] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: UP (p=54.44%)
[2025-12-24T20:22:20.796319] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-12-24T20:22:20.796445] [INFO ] [sig       ] FLNG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:20.940882] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FLNG.txt
[2025-12-24T20:22:20.941022] [INFO ] [sig       ] [1249/3551] Completed FLNG in 0.3s | 2.86 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-24T20:22:20.941065] [INFO ] [sig       ] [1250/3551] Forecasting FLO...
[2025-12-24T20:22:20.941097] [INFO ] [sig       ] Generating forecast for: FLO
[2025-12-24T20:22:20.941129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-12-24T20:22:20.952503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2025-12-24T20:22:20.952856] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-12-24T20:22:20.953667] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-12-24T20:22:20.953721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:20.953756] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:20.953785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:20.953853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:21.008663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:21.009508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:21.009612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:21.009647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:21.125979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:21.126137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:21.126177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:21.126208] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:21.129640] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: UP (p=77.39%)
[2025-12-24T20:22:21.129967] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-12-24T20:22:21.130106] [INFO ] [sig       ] FLO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:21.270307] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FLO.txt
[2025-12-24T20:22:21.270484] [INFO ] [sig       ] [1250/3551] Completed FLO in 0.3s | 2.86 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-24T20:22:21.270529] [INFO ] [sig       ] [1251/3551] Forecasting FLS...
[2025-12-24T20:22:21.270560] [INFO ] [sig       ] Generating forecast for: FLS
[2025-12-24T20:22:21.270609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-12-24T20:22:21.282283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2025-12-24T20:22:21.282704] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-12-24T20:22:21.283509] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-12-24T20:22:21.283563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:21.283615] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:21.283643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:21.283700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:21.343082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:21.343959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:21.344052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:21.344102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:21.468626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:21.468787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:21.468832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:21.468861] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:21.472232] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=1.08%)
[2025-12-24T20:22:21.472507] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-12-24T20:22:21.472654] [INFO ] [sig       ] FLS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:21.626260] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FLS.txt
[2025-12-24T20:22:21.626404] [INFO ] [sig       ] [1251/3551] Completed FLS in 0.4s | 2.86 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-24T20:22:21.626445] [INFO ] [sig       ] [1252/3551] Forecasting FLUX...
[2025-12-24T20:22:21.626476] [INFO ] [sig       ] Generating forecast for: FLUX
[2025-12-24T20:22:21.626507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2025-12-24T20:22:21.637642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2025-12-24T20:22:21.637971] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2025-12-24T20:22:21.638774] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2025-12-24T20:22:21.638835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:21.638872] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:21.638900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:21.638958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:21.698047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:21.699194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:21.699362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:21.699399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:21.821156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:21.821310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:21.821351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:21.821381] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:21.824812] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: DOWN (p=1.08%)
[2025-12-24T20:22:21.825110] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2025-12-24T20:22:21.825242] [INFO ] [sig       ] FLUX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:21.970350] [INFO ] [LOCAL     ] Saved forecast: FLUX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FLUX.txt
[2025-12-24T20:22:21.970506] [INFO ] [sig       ] [1252/3551] Completed FLUX in 0.3s | 2.86 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-24T20:22:21.970546] [INFO ] [sig       ] [1253/3551] Forecasting FLWS...
[2025-12-24T20:22:21.970600] [INFO ] [sig       ] Generating forecast for: FLWS
[2025-12-24T20:22:21.970633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2025-12-24T20:22:21.982501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2025-12-24T20:22:21.982940] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2025-12-24T20:22:21.983768] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2025-12-24T20:22:21.983825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:21.983859] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:21.983886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:21.983956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:22.042687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:22.043748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:22.043862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:22.043911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:22.166656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:22.166809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:22.166849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:22.166879] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:22.170399] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: UP (p=71.06%)
[2025-12-24T20:22:22.170696] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2025-12-24T20:22:22.170820] [INFO ] [sig       ] FLWS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:22.317280] [INFO ] [LOCAL     ] Saved forecast: FLWS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FLWS.txt
[2025-12-24T20:22:22.317414] [INFO ] [sig       ] [1253/3551] Completed FLWS in 0.3s | 2.86 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-24T20:22:22.317453] [INFO ] [sig       ] [1254/3551] Forecasting FLXS...
[2025-12-24T20:22:22.317483] [INFO ] [sig       ] Generating forecast for: FLXS
[2025-12-24T20:22:22.317512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2025-12-24T20:22:22.329267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2025-12-24T20:22:22.329707] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2025-12-24T20:22:22.330694] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2025-12-24T20:22:22.330763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:22.330832] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:22.330862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:22.330919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:22.392379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:22.393545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:22.393655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:22.393690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:22.514826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:22.515017] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-24T20:22:22.515073] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:22.515112] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:22.519306] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: DOWN (p=40.56%)
[2025-12-24T20:22:22.519678] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2025-12-24T20:22:22.519829] [INFO ] [sig       ] FLXS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:22.674208] [INFO ] [LOCAL     ] Saved forecast: FLXS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FLXS.txt
[2025-12-24T20:22:22.674366] [INFO ] [sig       ] [1254/3551] Completed FLXS in 0.4s | 2.86 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-24T20:22:22.674408] [INFO ] [sig       ] [1255/3551] Forecasting FLYE...
[2025-12-24T20:22:22.674438] [INFO ] [sig       ] Generating forecast for: FLYE
[2025-12-24T20:22:22.674468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2025-12-24T20:22:22.685526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2025-12-24T20:22:22.685943] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2025-12-24T20:22:22.686761] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2025-12-24T20:22:22.686813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:22.686845] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:22.686871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:22.686927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:22.744341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:22.745182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:22.745267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:22.745300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:22.861848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:22.862001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:22.862041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:22.862069] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:22.865380] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: DOWN (p=7.29%)
[2025-12-24T20:22:22.865669] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2025-12-24T20:22:22.865793] [INFO ] [sig       ] FLYE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:23.010183] [INFO ] [LOCAL     ] Saved forecast: FLYE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FLYE.txt
[2025-12-24T20:22:23.010334] [INFO ] [sig       ] [1255/3551] Completed FLYE in 0.3s | 2.86 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-24T20:22:23.010375] [INFO ] [sig       ] [1256/3551] Forecasting FMAO...
[2025-12-24T20:22:23.010406] [INFO ] [sig       ] Generating forecast for: FMAO
[2025-12-24T20:22:23.010437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2025-12-24T20:22:23.021717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2025-12-24T20:22:23.022039] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2025-12-24T20:22:23.022925] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2025-12-24T20:22:23.022980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:23.023014] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:23.023041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:23.023098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:23.080101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:23.080950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:23.081036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:23.081069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:23.199651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:23.199811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:23.199850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:23.199878] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:23.203329] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: UP (p=53.65%)
[2025-12-24T20:22:23.203646] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2025-12-24T20:22:23.203775] [INFO ] [sig       ] FMAO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:23.354197] [INFO ] [LOCAL     ] Saved forecast: FMAO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FMAO.txt
[2025-12-24T20:22:23.354365] [INFO ] [sig       ] [1256/3551] Completed FMAO in 0.3s | 2.86 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-24T20:22:23.354408] [INFO ] [sig       ] [1257/3551] Forecasting FMB...
[2025-12-24T20:22:23.354437] [INFO ] [sig       ] Generating forecast for: FMB
[2025-12-24T20:22:23.354475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2025-12-24T20:22:23.365336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2025-12-24T20:22:23.365652] [INFO ] [FORECASTER] Starting predict_future for FMB
[2025-12-24T20:22:23.366391] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2025-12-24T20:22:23.366443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:23.366475] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:23.366501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:23.366560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:23.422271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:23.422965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:23.423045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:23.423077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:23.545583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:23.545732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:23.545771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:23.545857] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:23.549302] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: DOWN (p=2.94%)
[2025-12-24T20:22:23.549648] [INFO ] [FORECASTER] Completed predict_future for FMB
[2025-12-24T20:22:23.549789] [INFO ] [sig       ] FMB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:23.696662] [INFO ] [LOCAL     ] Saved forecast: FMB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FMB.txt
[2025-12-24T20:22:23.696797] [INFO ] [sig       ] [1257/3551] Completed FMB in 0.3s | 2.86 sym/s | Total: 7.3m | ETA: 13.4m
[2025-12-24T20:22:23.696837] [INFO ] [sig       ] [1258/3551] Forecasting FMBH...
[2025-12-24T20:22:23.696867] [INFO ] [sig       ] Generating forecast for: FMBH
[2025-12-24T20:22:23.696897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2025-12-24T20:22:23.707920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2025-12-24T20:22:23.708257] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2025-12-24T20:22:23.709129] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2025-12-24T20:22:23.709189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:23.709223] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:23.709252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:23.709333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:23.766216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:23.767113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:23.767215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:23.767251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:23.891872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:23.892025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:23.892065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:23.892094] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:23.895507] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: DOWN (p=28.26%)
[2025-12-24T20:22:23.895812] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2025-12-24T20:22:23.895949] [INFO ] [sig       ] FMBH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:24.039659] [INFO ] [LOCAL     ] Saved forecast: FMBH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FMBH.txt
[2025-12-24T20:22:24.039819] [INFO ] [sig       ] [1258/3551] Completed FMBH in 0.3s | 2.86 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-24T20:22:24.039865] [INFO ] [sig       ] [1259/3551] Forecasting FMC...
[2025-12-24T20:22:24.039897] [INFO ] [sig       ] Generating forecast for: FMC
[2025-12-24T20:22:24.039926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-12-24T20:22:24.051435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2025-12-24T20:22:24.051797] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-12-24T20:22:24.052608] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-12-24T20:22:24.052664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:24.052697] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:24.052724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:24.052782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:24.113900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:24.114731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:24.114813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:24.114847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:24.245359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:24.245513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:24.245553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:24.245603] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:24.248990] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=72.29%)
[2025-12-24T20:22:24.249262] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-12-24T20:22:24.249407] [INFO ] [sig       ] FMC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:24.395652] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FMC.txt
[2025-12-24T20:22:24.395817] [INFO ] [sig       ] [1259/3551] Completed FMC in 0.4s | 2.86 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-24T20:22:24.395858] [INFO ] [sig       ] [1260/3551] Forecasting FMHI...
[2025-12-24T20:22:24.395888] [INFO ] [sig       ] Generating forecast for: FMHI
[2025-12-24T20:22:24.395920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2025-12-24T20:22:24.406787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2025-12-24T20:22:24.407093] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2025-12-24T20:22:24.407865] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2025-12-24T20:22:24.407916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:24.407947] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:24.407973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:24.408030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:24.465303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:24.466091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:24.466179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:24.466210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:24.581622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:24.581771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:24.581811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:24.581840] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:24.585203] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: UP (p=80.68%)
[2025-12-24T20:22:24.585482] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2025-12-24T20:22:24.585624] [INFO ] [sig       ] FMHI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:24.724961] [INFO ] [LOCAL     ] Saved forecast: FMHI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FMHI.txt
[2025-12-24T20:22:24.725097] [INFO ] [sig       ] [1260/3551] Completed FMHI in 0.3s | 2.86 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-24T20:22:24.725137] [INFO ] [sig       ] [1261/3551] Forecasting FMN...
[2025-12-24T20:22:24.725165] [INFO ] [sig       ] Generating forecast for: FMN
[2025-12-24T20:22:24.725195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-12-24T20:22:24.736016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2025-12-24T20:22:24.736335] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-12-24T20:22:24.737129] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-12-24T20:22:24.737182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:24.737214] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:24.737241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:24.737297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:24.793604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:24.794421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:24.794507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:24.794541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:24.911329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:24.911479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:24.911519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:24.911547] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:24.914890] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: UP (p=64.23%)
[2025-12-24T20:22:24.915205] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-12-24T20:22:24.915333] [INFO ] [sig       ] FMN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:25.060803] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FMN.txt
[2025-12-24T20:22:25.060963] [INFO ] [sig       ] [1261/3551] Completed FMN in 0.3s | 2.86 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-24T20:22:25.061007] [INFO ] [sig       ] [1262/3551] Forecasting FMNB...
[2025-12-24T20:22:25.061040] [INFO ] [sig       ] Generating forecast for: FMNB
[2025-12-24T20:22:25.061083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2025-12-24T20:22:25.072683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2025-12-24T20:22:25.073009] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2025-12-24T20:22:25.073811] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2025-12-24T20:22:25.073871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:25.073906] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:25.073935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:25.073995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:25.130824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:25.131667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:25.131752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:25.131785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:25.244061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:25.244223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:25.244263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:25.244293] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:25.247595] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2025-12-24T20:22:25.247885] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2025-12-24T20:22:25.248004] [INFO ] [sig       ] FMNB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:25.395673] [INFO ] [LOCAL     ] Saved forecast: FMNB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FMNB.txt
[2025-12-24T20:22:25.395857] [INFO ] [sig       ] [1262/3551] Completed FMNB in 0.3s | 2.86 sym/s | Total: 7.3m | ETA: 13.3m
[2025-12-24T20:22:25.395903] [INFO ] [sig       ] [1263/3551] Forecasting FMS...
[2025-12-24T20:22:25.395936] [INFO ] [sig       ] Generating forecast for: FMS
[2025-12-24T20:22:25.395969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-12-24T20:22:25.407674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMS'.
[2025-12-24T20:22:25.408058] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-12-24T20:22:25.408903] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-12-24T20:22:25.408957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:25.408991] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:25.409020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:25.409078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:25.466772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:25.467650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:25.467737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:25.467771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:25.587997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:25.588142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:25.588182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:25.588210] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:25.591596] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=92.57%)
[2025-12-24T20:22:25.591867] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-12-24T20:22:25.591987] [INFO ] [sig       ] FMS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:25.747384] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FMS.txt
[2025-12-24T20:22:25.747540] [INFO ] [sig       ] [1263/3551] Completed FMS in 0.4s | 2.86 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-24T20:22:25.747597] [INFO ] [sig       ] [1264/3551] Forecasting FMX...
[2025-12-24T20:22:25.747629] [INFO ] [sig       ] Generating forecast for: FMX
[2025-12-24T20:22:25.747659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-12-24T20:22:25.759178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2025-12-24T20:22:25.759589] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-12-24T20:22:25.760409] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-12-24T20:22:25.760463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:25.760497] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:25.760526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:25.760605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:25.822173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:25.823064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:25.823196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:25.823231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:25.957039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:25.957199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:25.957238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:25.957268] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:25.961256] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=14.04%)
[2025-12-24T20:22:25.961558] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-12-24T20:22:25.961706] [INFO ] [sig       ] FMX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:26.109599] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FMX.txt
[2025-12-24T20:22:26.109772] [INFO ] [sig       ] [1264/3551] Completed FMX in 0.4s | 2.86 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-24T20:22:26.109826] [INFO ] [sig       ] [1265/3551] Forecasting FN...
[2025-12-24T20:22:26.109860] [INFO ] [sig       ] Generating forecast for: FN
[2025-12-24T20:22:26.109893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-12-24T20:22:26.121345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2025-12-24T20:22:26.121737] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-12-24T20:22:26.122502] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-12-24T20:22:26.122554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:26.122610] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:26.122640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:26.122701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:26.200590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:26.201742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:26.201855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:26.201911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:26.342795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:26.342966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:26.343022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:26.343055] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:26.346623] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: DOWN (p=4.76%)
[2025-12-24T20:22:26.346911] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-12-24T20:22:26.347040] [INFO ] [sig       ] FN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:26.491854] [INFO ] [LOCAL     ] Saved forecast: FN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FN.txt
[2025-12-24T20:22:26.492008] [INFO ] [sig       ] [1265/3551] Completed FN in 0.4s | 2.86 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-24T20:22:26.492048] [INFO ] [sig       ] [1266/3551] Forecasting FNB...
[2025-12-24T20:22:26.492079] [INFO ] [sig       ] Generating forecast for: FNB
[2025-12-24T20:22:26.492109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-12-24T20:22:26.503632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2025-12-24T20:22:26.504007] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-12-24T20:22:26.504817] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-12-24T20:22:26.504870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:26.504924] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:26.504953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:26.505015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:26.563030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:26.564074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:26.564159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:26.564191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:26.686015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:26.686166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:26.686205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:26.686234] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:26.689817] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: UP (p=87.82%)
[2025-12-24T20:22:26.690123] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-12-24T20:22:26.690270] [INFO ] [sig       ] FNB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:26.851373] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FNB.txt
[2025-12-24T20:22:26.851527] [INFO ] [sig       ] [1266/3551] Completed FNB in 0.4s | 2.86 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-24T20:22:26.851568] [INFO ] [sig       ] [1267/3551] Forecasting FND...
[2025-12-24T20:22:26.851617] [INFO ] [sig       ] Generating forecast for: FND
[2025-12-24T20:22:26.851647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-12-24T20:22:26.864061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2025-12-24T20:22:26.864478] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-12-24T20:22:26.865290] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-12-24T20:22:26.865344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:26.865376] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:26.865402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:26.865458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:26.922593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:26.923434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:26.923519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:26.923554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:27.042701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:27.042853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:27.043069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:27.043101] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:27.047983] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: DOWN (p=23.19%)
[2025-12-24T20:22:27.048327] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-12-24T20:22:27.048485] [INFO ] [sig       ] FND: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:27.204431] [INFO ] [LOCAL     ] Saved forecast: FND	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FND.txt
[2025-12-24T20:22:27.204620] [INFO ] [sig       ] [1267/3551] Completed FND in 0.4s | 2.86 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-24T20:22:27.204672] [INFO ] [sig       ] [1268/3551] Forecasting FNF...
[2025-12-24T20:22:27.204704] [INFO ] [sig       ] Generating forecast for: FNF
[2025-12-24T20:22:27.204734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-12-24T20:22:27.218201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2025-12-24T20:22:27.218546] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-12-24T20:22:27.219536] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-12-24T20:22:27.219612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:27.219645] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:27.219672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:27.219728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:27.278324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:27.279395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:27.279513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:27.279548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:27.403415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:27.403605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:27.403663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:27.403703] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:27.408376] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: DOWN (p=13.06%)
[2025-12-24T20:22:27.408739] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-12-24T20:22:27.409095] [INFO ] [sig       ] FNF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:27.562862] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FNF.txt
[2025-12-24T20:22:27.563038] [INFO ] [sig       ] [1268/3551] Completed FNF in 0.4s | 2.86 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-24T20:22:27.563080] [INFO ] [sig       ] [1269/3551] Forecasting FNKO...
[2025-12-24T20:22:27.563111] [INFO ] [sig       ] Generating forecast for: FNKO
[2025-12-24T20:22:27.563140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2025-12-24T20:22:27.575896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2025-12-24T20:22:27.576260] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2025-12-24T20:22:27.577137] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2025-12-24T20:22:27.577199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:27.577248] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:27.577286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:27.577345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:27.638410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:27.639319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:27.639427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:27.639462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:27.759859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:27.760015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:27.760054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:27.760082] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:27.763388] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: DOWN (p=4.42%)
[2025-12-24T20:22:27.763690] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2025-12-24T20:22:27.763833] [INFO ] [sig       ] FNKO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:27.905854] [INFO ] [LOCAL     ] Saved forecast: FNKO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FNKO.txt
[2025-12-24T20:22:27.906200] [INFO ] [sig       ] [1269/3551] Completed FNKO in 0.3s | 2.86 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-24T20:22:27.906251] [INFO ] [sig       ] [1270/3551] Forecasting FNLC...
[2025-12-24T20:22:27.906282] [INFO ] [sig       ] Generating forecast for: FNLC
[2025-12-24T20:22:27.906312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2025-12-24T20:22:27.919938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2025-12-24T20:22:27.920255] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2025-12-24T20:22:27.921024] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2025-12-24T20:22:27.921077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:27.921108] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:27.921134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:27.921189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:27.977162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:27.978177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:27.978259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:27.978291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:28.085621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:28.085769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:28.085809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:28.085838] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:28.089623] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: DOWN (p=0.61%)
[2025-12-24T20:22:28.089904] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2025-12-24T20:22:28.090223] [INFO ] [sig       ] FNLC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:28.234751] [INFO ] [LOCAL     ] Saved forecast: FNLC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FNLC.txt
[2025-12-24T20:22:28.234894] [INFO ] [sig       ] [1270/3551] Completed FNLC in 0.3s | 2.86 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-24T20:22:28.234945] [INFO ] [sig       ] [1271/3551] Forecasting FNX...
[2025-12-24T20:22:28.234984] [INFO ] [sig       ] Generating forecast for: FNX
[2025-12-24T20:22:28.235017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2025-12-24T20:22:28.247816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2025-12-24T20:22:28.248186] [INFO ] [FORECASTER] Starting predict_future for FNX
[2025-12-24T20:22:28.249011] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2025-12-24T20:22:28.249063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:28.249123] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:28.249151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:28.249208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:28.308653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:28.309772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:28.309868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:28.309906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:28.430990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:28.431141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:28.431182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:28.431212] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:28.435009] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=4.52%)
[2025-12-24T20:22:28.435280] [INFO ] [FORECASTER] Completed predict_future for FNX
[2025-12-24T20:22:28.435420] [INFO ] [sig       ] FNX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:28.577757] [INFO ] [LOCAL     ] Saved forecast: FNX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FNX.txt
[2025-12-24T20:22:28.577905] [INFO ] [sig       ] [1271/3551] Completed FNX in 0.3s | 2.86 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-24T20:22:28.577945] [INFO ] [sig       ] [1272/3551] Forecasting FNY...
[2025-12-24T20:22:28.577976] [INFO ] [sig       ] Generating forecast for: FNY
[2025-12-24T20:22:28.578006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2025-12-24T20:22:28.589116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2025-12-24T20:22:28.589423] [INFO ] [FORECASTER] Starting predict_future for FNY
[2025-12-24T20:22:28.590205] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2025-12-24T20:22:28.590257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:28.590287] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:28.590313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:28.590370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:28.646082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:28.646751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:28.646831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:28.646862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:28.762300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:28.762481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:28.762531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:28.762562] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:28.766824] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: DOWN (p=2.94%)
[2025-12-24T20:22:28.767110] [INFO ] [FORECASTER] Completed predict_future for FNY
[2025-12-24T20:22:28.767242] [INFO ] [sig       ] FNY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:28.908253] [INFO ] [LOCAL     ] Saved forecast: FNY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FNY.txt
[2025-12-24T20:22:28.908397] [INFO ] [sig       ] [1272/3551] Completed FNY in 0.3s | 2.86 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-24T20:22:28.908437] [INFO ] [sig       ] [1273/3551] Forecasting FOA...
[2025-12-24T20:22:28.908465] [INFO ] [sig       ] Generating forecast for: FOA
[2025-12-24T20:22:28.908504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-12-24T20:22:28.921513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2025-12-24T20:22:28.921857] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-12-24T20:22:28.922747] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-12-24T20:22:28.922799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:28.922830] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:28.922856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:28.922922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:28.982036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:28.982691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:28.982769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:28.982801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:29.107765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:29.107916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:29.107954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:29.107999] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:29.111446] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=24.02%)
[2025-12-24T20:22:29.111730] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-12-24T20:22:29.111853] [INFO ] [sig       ] FOA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:29.253060] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FOA.txt
[2025-12-24T20:22:29.253194] [INFO ] [sig       ] [1273/3551] Completed FOA in 0.3s | 2.86 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-24T20:22:29.253233] [INFO ] [sig       ] [1274/3551] Forecasting FOF...
[2025-12-24T20:22:29.253262] [INFO ] [sig       ] Generating forecast for: FOF
[2025-12-24T20:22:29.253294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-12-24T20:22:29.267390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2025-12-24T20:22:29.267787] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-12-24T20:22:29.268645] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-12-24T20:22:29.268700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:29.268736] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:29.268775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:29.268841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:29.333123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:29.334005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:29.334116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:29.334166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:29.456897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:29.457063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:29.457104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:29.457167] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:29.460702] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: DOWN (p=49.56%)
[2025-12-24T20:22:29.461027] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-12-24T20:22:29.461160] [INFO ] [sig       ] FOF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:29.609282] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FOF.txt
[2025-12-24T20:22:29.609459] [INFO ] [sig       ] [1274/3551] Completed FOF in 0.4s | 2.86 sym/s | Total: 7.4m | ETA: 13.3m
[2025-12-24T20:22:29.609500] [INFO ] [sig       ] [1275/3551] Forecasting FOLD...
[2025-12-24T20:22:29.609529] [INFO ] [sig       ] Generating forecast for: FOLD
[2025-12-24T20:22:29.609559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2025-12-24T20:22:29.621643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2025-12-24T20:22:29.622212] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2025-12-24T20:22:29.622986] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2025-12-24T20:22:29.623039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:29.623071] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:29.623097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:29.623153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:29.681899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:29.682731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:29.682815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:29.682864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:29.817300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:29.817448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:29.817488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:29.817517] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:29.820888] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: DOWN (p=3.30%)
[2025-12-24T20:22:29.821159] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2025-12-24T20:22:29.821281] [INFO ] [sig       ] FOLD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:29.970148] [INFO ] [LOCAL     ] Saved forecast: FOLD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FOLD.txt
[2025-12-24T20:22:29.970325] [INFO ] [sig       ] [1275/3551] Completed FOLD in 0.4s | 2.86 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-24T20:22:29.970366] [INFO ] [sig       ] [1276/3551] Forecasting FORM...
[2025-12-24T20:22:29.970395] [INFO ] [sig       ] Generating forecast for: FORM
[2025-12-24T20:22:29.970425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2025-12-24T20:22:29.982614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2025-12-24T20:22:29.983040] [INFO ] [FORECASTER] Starting predict_future for FORM
[2025-12-24T20:22:29.983962] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2025-12-24T20:22:29.984018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:29.984050] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:29.984077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:29.984135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:30.049182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:30.050293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:30.050384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:30.050417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:30.179131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:30.179276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:30.179339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:30.179371] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:30.182859] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-12-24T20:22:30.183353] [INFO ] [FORECASTER] Completed predict_future for FORM
[2025-12-24T20:22:30.183484] [INFO ] [sig       ] FORM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:30.328817] [INFO ] [LOCAL     ] Saved forecast: FORM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FORM.txt
[2025-12-24T20:22:30.328968] [INFO ] [sig       ] [1276/3551] Completed FORM in 0.4s | 2.86 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-24T20:22:30.329010] [INFO ] [sig       ] [1277/3551] Forecasting FOSL...
[2025-12-24T20:22:30.329041] [INFO ] [sig       ] Generating forecast for: FOSL
[2025-12-24T20:22:30.329073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2025-12-24T20:22:30.341450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2025-12-24T20:22:30.341834] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2025-12-24T20:22:30.342808] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2025-12-24T20:22:30.342859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:30.342891] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:30.342929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:30.342987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:30.400450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:30.401319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:30.401407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:30.401441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:30.520081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:30.520230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:30.520269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:30.520297] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:30.523602] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: DOWN (p=39.08%)
[2025-12-24T20:22:30.523867] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2025-12-24T20:22:30.523985] [INFO ] [sig       ] FOSL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:30.665514] [INFO ] [LOCAL     ] Saved forecast: FOSL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FOSL.txt
[2025-12-24T20:22:30.665671] [INFO ] [sig       ] [1277/3551] Completed FOSL in 0.3s | 2.86 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-24T20:22:30.665713] [INFO ] [sig       ] [1278/3551] Forecasting FOX...
[2025-12-24T20:22:30.665743] [INFO ] [sig       ] Generating forecast for: FOX
[2025-12-24T20:22:30.665773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2025-12-24T20:22:30.676955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2025-12-24T20:22:30.677247] [INFO ] [FORECASTER] Starting predict_future for FOX
[2025-12-24T20:22:30.678021] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2025-12-24T20:22:30.678073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:30.678104] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:30.678130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:30.678186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:30.737131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:30.737891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:30.737989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:30.738027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:30.861534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:30.861726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:30.861768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:30.861796] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:30.866318] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: DOWN (p=5.11%)
[2025-12-24T20:22:30.866750] [INFO ] [FORECASTER] Completed predict_future for FOX
[2025-12-24T20:22:30.866900] [INFO ] [sig       ] FOX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:31.011167] [INFO ] [LOCAL     ] Saved forecast: FOX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FOX.txt
[2025-12-24T20:22:31.011316] [INFO ] [sig       ] [1278/3551] Completed FOX in 0.3s | 2.86 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-24T20:22:31.011354] [INFO ] [sig       ] [1279/3551] Forecasting FOXA...
[2025-12-24T20:22:31.011384] [INFO ] [sig       ] Generating forecast for: FOXA
[2025-12-24T20:22:31.011413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2025-12-24T20:22:31.023747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2025-12-24T20:22:31.024096] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2025-12-24T20:22:31.024873] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2025-12-24T20:22:31.024926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:31.024958] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:31.024984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:31.025039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:31.082088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:31.082785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:31.082867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:31.082900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:31.202831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:31.202993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:31.203033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:31.203062] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:31.206430] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: DOWN (p=1.08%)
[2025-12-24T20:22:31.206732] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2025-12-24T20:22:31.206871] [INFO ] [sig       ] FOXA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:31.359069] [INFO ] [LOCAL     ] Saved forecast: FOXA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FOXA.txt
[2025-12-24T20:22:31.359201] [INFO ] [sig       ] [1279/3551] Completed FOXA in 0.3s | 2.86 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-24T20:22:31.359240] [INFO ] [sig       ] [1280/3551] Forecasting FOXF...
[2025-12-24T20:22:31.359268] [INFO ] [sig       ] Generating forecast for: FOXF
[2025-12-24T20:22:31.359298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2025-12-24T20:22:31.370734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2025-12-24T20:22:31.371059] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2025-12-24T20:22:31.371831] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2025-12-24T20:22:31.371884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:31.371918] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:31.371945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:31.372003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:31.429558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:31.430237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:31.430318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:31.430352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:31.559099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:31.559270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:31.559333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:31.559364] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:31.562885] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: DOWN (p=12.08%)
[2025-12-24T20:22:31.563149] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2025-12-24T20:22:31.563270] [INFO ] [sig       ] FOXF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:31.703661] [INFO ] [LOCAL     ] Saved forecast: FOXF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FOXF.txt
[2025-12-24T20:22:31.703792] [INFO ] [sig       ] [1280/3551] Completed FOXF in 0.3s | 2.86 sym/s | Total: 7.4m | ETA: 13.2m
[2025-12-24T20:22:31.703830] [INFO ] [sig       ] [1281/3551] Forecasting FPF...
[2025-12-24T20:22:31.703860] [INFO ] [sig       ] Generating forecast for: FPF
[2025-12-24T20:22:31.703895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-12-24T20:22:31.715503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2025-12-24T20:22:31.715851] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-12-24T20:22:31.716615] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-12-24T20:22:31.716666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:31.716697] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:31.716723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:31.716779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:31.773141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:31.773855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:31.773985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:31.774020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:31.893565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:31.893739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:31.893780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:31.893809] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:31.897259] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: DOWN (p=30.81%)
[2025-12-24T20:22:31.897612] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-12-24T20:22:31.897753] [INFO ] [sig       ] FPF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:32.047990] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FPF.txt
[2025-12-24T20:22:32.048129] [INFO ] [sig       ] [1281/3551] Completed FPF in 0.3s | 2.86 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-24T20:22:32.048170] [INFO ] [sig       ] [1282/3551] Forecasting FPH...
[2025-12-24T20:22:32.048199] [INFO ] [sig       ] Generating forecast for: FPH
[2025-12-24T20:22:32.048230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-12-24T20:22:32.059928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2025-12-24T20:22:32.060436] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-12-24T20:22:32.061389] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-12-24T20:22:32.061441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:32.061472] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:32.061499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:32.061556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:32.118540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:32.119180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:32.119261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:32.119294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:32.241116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:32.241271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:32.241311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:32.241341] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:32.244681] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: DOWN (p=5.28%)
[2025-12-24T20:22:32.244962] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-12-24T20:22:32.245285] [INFO ] [sig       ] FPH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:32.390521] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FPH.txt
[2025-12-24T20:22:32.390727] [INFO ] [sig       ] [1282/3551] Completed FPH in 0.3s | 2.86 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-24T20:22:32.390783] [INFO ] [sig       ] [1283/3551] Forecasting FPI...
[2025-12-24T20:22:32.390823] [INFO ] [sig       ] Generating forecast for: FPI
[2025-12-24T20:22:32.390857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-12-24T20:22:32.403355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2025-12-24T20:22:32.403742] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-12-24T20:22:32.404780] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-12-24T20:22:32.404839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:32.404873] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:32.404901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:32.404958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:32.467343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:32.468389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:32.468474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:32.468505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:32.590755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:32.590911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:32.590950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:32.590979] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:32.594852] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: DOWN (p=17.65%)
[2025-12-24T20:22:32.595188] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-12-24T20:22:32.595340] [INFO ] [sig       ] FPI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:32.736168] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FPI.txt
[2025-12-24T20:22:32.736303] [INFO ] [sig       ] [1283/3551] Completed FPI in 0.3s | 2.86 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-24T20:22:32.736343] [INFO ] [sig       ] [1284/3551] Forecasting FPXI...
[2025-12-24T20:22:32.736372] [INFO ] [sig       ] Generating forecast for: FPXI
[2025-12-24T20:22:32.736403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2025-12-24T20:22:32.747089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2025-12-24T20:22:32.747398] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2025-12-24T20:22:32.748342] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2025-12-24T20:22:32.748393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:32.748424] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:32.748454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:32.748510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:32.806372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:32.807323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:32.807409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:32.807442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:32.914704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:32.914851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:32.914894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:32.914925] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:32.918261] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: DOWN (p=1.45%)
[2025-12-24T20:22:32.918533] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2025-12-24T20:22:32.918713] [INFO ] [sig       ] FPXI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:33.062966] [INFO ] [LOCAL     ] Saved forecast: FPXI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FPXI.txt
[2025-12-24T20:22:33.063151] [INFO ] [sig       ] [1284/3551] Completed FPXI in 0.3s | 2.86 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-24T20:22:33.063192] [INFO ] [sig       ] [1285/3551] Forecasting FRA...
[2025-12-24T20:22:33.063223] [INFO ] [sig       ] Generating forecast for: FRA
[2025-12-24T20:22:33.063253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-12-24T20:22:33.074907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2025-12-24T20:22:33.075275] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-12-24T20:22:33.076070] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-12-24T20:22:33.076123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:33.076163] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:33.076191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:33.076247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:33.132788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:33.133674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:33.133757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:33.133790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:33.254895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:33.255045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:33.255085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:33.255113] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:33.258611] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: DOWN (p=47.57%)
[2025-12-24T20:22:33.258910] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-12-24T20:22:33.259222] [INFO ] [sig       ] FRA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:33.399200] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FRA.txt
[2025-12-24T20:22:33.399374] [INFO ] [sig       ] [1285/3551] Completed FRA in 0.3s | 2.86 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-24T20:22:33.399418] [INFO ] [sig       ] [1286/3551] Forecasting FRBA...
[2025-12-24T20:22:33.399448] [INFO ] [sig       ] Generating forecast for: FRBA
[2025-12-24T20:22:33.399477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2025-12-24T20:22:33.412420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2025-12-24T20:22:33.412799] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2025-12-24T20:22:33.413540] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2025-12-24T20:22:33.413614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:33.413646] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:33.413673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:33.413729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:33.471767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:33.472632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:33.472718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:33.472751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:33.602437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:33.602613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:33.602655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:33.602684] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:33.606402] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: DOWN (p=9.99%)
[2025-12-24T20:22:33.606766] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2025-12-24T20:22:33.606906] [INFO ] [sig       ] FRBA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:33.765323] [INFO ] [LOCAL     ] Saved forecast: FRBA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FRBA.txt
[2025-12-24T20:22:33.765486] [INFO ] [sig       ] [1286/3551] Completed FRBA in 0.4s | 2.86 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-24T20:22:33.765529] [INFO ] [sig       ] [1287/3551] Forecasting FRGE...
[2025-12-24T20:22:33.765559] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-12-24T20:22:33.765607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-12-24T20:22:33.777132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRGE'.
[2025-12-24T20:22:33.777506] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-12-24T20:22:33.778283] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-12-24T20:22:33.778335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:33.778367] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:33.778393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:33.778449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:33.837279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:33.838238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:33.838327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:33.838360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:33.963602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:33.963766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:33.963808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:33.963838] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:33.967284] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: DOWN (p=3.86%)
[2025-12-24T20:22:33.967562] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-12-24T20:22:33.967708] [INFO ] [sig       ] FRGE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:34.114623] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FRGE.txt
[2025-12-24T20:22:34.114831] [INFO ] [sig       ] [1287/3551] Completed FRGE in 0.3s | 2.86 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-24T20:22:34.114884] [INFO ] [sig       ] [1288/3551] Forecasting FRHC...
[2025-12-24T20:22:34.114926] [INFO ] [sig       ] Generating forecast for: FRHC
[2025-12-24T20:22:34.114968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2025-12-24T20:22:34.130151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2025-12-24T20:22:34.130631] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2025-12-24T20:22:34.131655] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2025-12-24T20:22:34.131718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:34.131798] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:34.131844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:34.131955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:34.196984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:34.197950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:34.198044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:34.198078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:34.313449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:34.313628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:34.313680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:34.313714] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:34.317185] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: UP (p=50.40%)
[2025-12-24T20:22:34.317501] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2025-12-24T20:22:34.317668] [INFO ] [sig       ] FRHC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:34.456334] [INFO ] [LOCAL     ] Saved forecast: FRHC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FRHC.txt
[2025-12-24T20:22:34.456490] [INFO ] [sig       ] [1288/3551] Completed FRHC in 0.3s | 2.86 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-24T20:22:34.456530] [INFO ] [sig       ] [1289/3551] Forecasting FRME...
[2025-12-24T20:22:34.456560] [INFO ] [sig       ] Generating forecast for: FRME
[2025-12-24T20:22:34.456608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2025-12-24T20:22:34.467917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2025-12-24T20:22:34.468281] [INFO ] [FORECASTER] Starting predict_future for FRME
[2025-12-24T20:22:34.469075] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2025-12-24T20:22:34.469130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:34.469163] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:34.469191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:34.469249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:34.525550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:34.526339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:34.526426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:34.526460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:34.648944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:34.649111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:34.649152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:34.649181] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:34.652797] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: DOWN (p=7.76%)
[2025-12-24T20:22:34.653085] [INFO ] [FORECASTER] Completed predict_future for FRME
[2025-12-24T20:22:34.653212] [INFO ] [sig       ] FRME: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:34.795077] [INFO ] [LOCAL     ] Saved forecast: FRME	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FRME.txt
[2025-12-24T20:22:34.795237] [INFO ] [sig       ] [1289/3551] Completed FRME in 0.3s | 2.86 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-24T20:22:34.795279] [INFO ] [sig       ] [1290/3551] Forecasting FRO...
[2025-12-24T20:22:34.795308] [INFO ] [sig       ] Generating forecast for: FRO
[2025-12-24T20:22:34.795338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-12-24T20:22:34.807744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2025-12-24T20:22:34.808126] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-12-24T20:22:34.808997] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-12-24T20:22:34.809067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:34.809115] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:34.809154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:34.809218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:34.870807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:34.871696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:34.871802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:34.871838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:35.001291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:35.001442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:35.001484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:35.001514] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:35.005520] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: UP (p=63.43%)
[2025-12-24T20:22:35.005974] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-12-24T20:22:35.006144] [INFO ] [sig       ] FRO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:35.159150] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FRO.txt
[2025-12-24T20:22:35.159343] [INFO ] [sig       ] [1290/3551] Completed FRO in 0.4s | 2.86 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-24T20:22:35.159391] [INFO ] [sig       ] [1291/3551] Forecasting FROG...
[2025-12-24T20:22:35.159422] [INFO ] [sig       ] Generating forecast for: FROG
[2025-12-24T20:22:35.159453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2025-12-24T20:22:35.171412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2025-12-24T20:22:35.171842] [INFO ] [FORECASTER] Starting predict_future for FROG
[2025-12-24T20:22:35.172756] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2025-12-24T20:22:35.172812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:35.172853] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:35.172899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:35.172976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:35.234269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:35.235177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:35.235282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:35.235327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:35.365538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:35.365707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:35.365749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:35.365810] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:35.369619] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: UP (p=58.31%)
[2025-12-24T20:22:35.369917] [INFO ] [FORECASTER] Completed predict_future for FROG
[2025-12-24T20:22:35.370046] [INFO ] [sig       ] FROG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:35.524156] [INFO ] [LOCAL     ] Saved forecast: FROG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FROG.txt
[2025-12-24T20:22:35.524300] [INFO ] [sig       ] [1291/3551] Completed FROG in 0.4s | 2.86 sym/s | Total: 7.5m | ETA: 13.2m
[2025-12-24T20:22:35.524342] [INFO ] [sig       ] [1292/3551] Forecasting FRPH...
[2025-12-24T20:22:35.524376] [INFO ] [sig       ] Generating forecast for: FRPH
[2025-12-24T20:22:35.524422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2025-12-24T20:22:35.536605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2025-12-24T20:22:35.536958] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2025-12-24T20:22:35.537887] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2025-12-24T20:22:35.537943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:35.537982] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:35.538022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:35.538107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:35.600765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:35.601713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:35.601806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:35.601853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:35.725499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:35.725669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:35.725712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:35.725743] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:35.729298] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: UP (p=63.92%)
[2025-12-24T20:22:35.729627] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2025-12-24T20:22:35.729755] [INFO ] [sig       ] FRPH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:35.868607] [INFO ] [LOCAL     ] Saved forecast: FRPH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FRPH.txt
[2025-12-24T20:22:35.868815] [INFO ] [sig       ] [1292/3551] Completed FRPH in 0.3s | 2.86 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-24T20:22:35.868878] [INFO ] [sig       ] [1293/3551] Forecasting FRSH...
[2025-12-24T20:22:35.868927] [INFO ] [sig       ] Generating forecast for: FRSH
[2025-12-24T20:22:35.868975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2025-12-24T20:22:35.881807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2025-12-24T20:22:35.882159] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2025-12-24T20:22:35.882960] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2025-12-24T20:22:35.883014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:35.883047] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:35.883074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:35.883136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:35.954768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:35.955640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:35.955730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:35.955762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:36.090128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:36.090284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:36.090326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:36.090358] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:36.093888] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: UP (p=91.19%)
[2025-12-24T20:22:36.094219] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2025-12-24T20:22:36.094356] [INFO ] [sig       ] FRSH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:36.257292] [INFO ] [LOCAL     ] Saved forecast: FRSH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FRSH.txt
[2025-12-24T20:22:36.257475] [INFO ] [sig       ] [1293/3551] Completed FRSH in 0.4s | 2.86 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-24T20:22:36.257518] [INFO ] [sig       ] [1294/3551] Forecasting FRSX...
[2025-12-24T20:22:36.257551] [INFO ] [sig       ] Generating forecast for: FRSX
[2025-12-24T20:22:36.257602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'.
[2025-12-24T20:22:36.270390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSX'.
[2025-12-24T20:22:36.270810] [INFO ] [FORECASTER] Starting predict_future for FRSX
[2025-12-24T20:22:36.271658] [DEBUG] [LOCAL     ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt
[2025-12-24T20:22:36.271713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:36.271747] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:36.271774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:36.271832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:36.336457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:36.337309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:36.337398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:36.337431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:36.466417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:36.466585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:36.466630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:36.466661] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:36.470602] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: DOWN (p=18.04%)
[2025-12-24T20:22:36.470926] [INFO ] [FORECASTER] Completed predict_future for FRSX
[2025-12-24T20:22:36.471070] [INFO ] [sig       ] FRSX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:36.626694] [INFO ] [LOCAL     ] Saved forecast: FRSX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FRSX.txt
[2025-12-24T20:22:36.626856] [INFO ] [sig       ] [1294/3551] Completed FRSX in 0.4s | 2.86 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-24T20:22:36.626898] [INFO ] [sig       ] [1295/3551] Forecasting FSBC...
[2025-12-24T20:22:36.626931] [INFO ] [sig       ] Generating forecast for: FSBC
[2025-12-24T20:22:36.626969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2025-12-24T20:22:36.639009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2025-12-24T20:22:36.639445] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2025-12-24T20:22:36.640344] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2025-12-24T20:22:36.640400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:36.640432] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:36.640462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:36.640520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:36.703809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:36.704720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:36.704811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:36.704845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:36.831717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:36.831893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:36.831941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:36.831971] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:36.836136] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: DOWN (p=15.34%)
[2025-12-24T20:22:36.836615] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2025-12-24T20:22:36.836778] [INFO ] [sig       ] FSBC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:36.995157] [INFO ] [LOCAL     ] Saved forecast: FSBC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FSBC.txt
[2025-12-24T20:22:36.995308] [INFO ] [sig       ] [1295/3551] Completed FSBC in 0.4s | 2.86 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-24T20:22:36.995351] [INFO ] [sig       ] [1296/3551] Forecasting FSCO...
[2025-12-24T20:22:36.995382] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-12-24T20:22:36.995414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-12-24T20:22:37.008075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSCO'.
[2025-12-24T20:22:37.008412] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-12-24T20:22:37.009256] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-12-24T20:22:37.009331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:37.009367] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:37.009395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:37.009467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:37.071953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:37.072901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:37.073011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:37.073062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:37.202721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:37.202901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:37.202965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:37.203004] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:37.206822] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=59.74%)
[2025-12-24T20:22:37.207126] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-12-24T20:22:37.207277] [INFO ] [sig       ] FSCO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:37.359090] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FSCO.txt
[2025-12-24T20:22:37.359225] [INFO ] [sig       ] [1296/3551] Completed FSCO in 0.4s | 2.86 sym/s | Total: 7.5m | ETA: 13.1m
[2025-12-24T20:22:37.359273] [INFO ] [sig       ] [1297/3551] Forecasting FSK...
[2025-12-24T20:22:37.359338] [INFO ] [sig       ] Generating forecast for: FSK
[2025-12-24T20:22:37.359375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-12-24T20:22:37.371855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2025-12-24T20:22:37.372212] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-12-24T20:22:37.373026] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-12-24T20:22:37.373079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:37.373112] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:37.373140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:37.373197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:37.435104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:37.435889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:37.435989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:37.436032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:37.567369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:37.567617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:37.567667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:37.567704] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:37.571764] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=66.90%)
[2025-12-24T20:22:37.572266] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-12-24T20:22:37.572433] [INFO ] [sig       ] FSK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:37.727008] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FSK.txt
[2025-12-24T20:22:37.727158] [INFO ] [sig       ] [1297/3551] Completed FSK in 0.4s | 2.86 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-24T20:22:37.727201] [INFO ] [sig       ] [1298/3551] Forecasting FSLY...
[2025-12-24T20:22:37.727233] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-12-24T20:22:37.727264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-12-24T20:22:37.740193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2025-12-24T20:22:37.740533] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-12-24T20:22:37.741422] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-12-24T20:22:37.741485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:37.741525] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:37.741563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:37.741664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:37.806797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:37.807776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:37.807898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:37.807935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:37.944830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:37.944989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:37.945031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:37.945062] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:37.948772] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=38.95%)
[2025-12-24T20:22:37.949052] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-12-24T20:22:37.949177] [INFO ] [sig       ] FSLY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:38.101051] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FSLY.txt
[2025-12-24T20:22:38.101206] [INFO ] [sig       ] [1298/3551] Completed FSLY in 0.4s | 2.86 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-24T20:22:38.101250] [INFO ] [sig       ] [1299/3551] Forecasting FSM...
[2025-12-24T20:22:38.101282] [INFO ] [sig       ] Generating forecast for: FSM
[2025-12-24T20:22:38.101312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-12-24T20:22:38.114605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2025-12-24T20:22:38.114955] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-12-24T20:22:38.115919] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-12-24T20:22:38.115985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:38.116032] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:38.116068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:38.116133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:38.178042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:38.178925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:38.179012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:38.179045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:38.312550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:38.312729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:38.312775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:38.312806] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:38.316461] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: DOWN (p=38.74%)
[2025-12-24T20:22:38.316792] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-12-24T20:22:38.316926] [INFO ] [sig       ] FSM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:38.471072] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FSM.txt
[2025-12-24T20:22:38.471235] [INFO ] [sig       ] [1299/3551] Completed FSM in 0.4s | 2.86 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-24T20:22:38.471289] [INFO ] [sig       ] [1300/3551] Forecasting FSS...
[2025-12-24T20:22:38.471322] [INFO ] [sig       ] Generating forecast for: FSS
[2025-12-24T20:22:38.471354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-12-24T20:22:38.484448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2025-12-24T20:22:38.484820] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-12-24T20:22:38.485630] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-12-24T20:22:38.485683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:38.485715] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:38.485743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:38.485811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:38.551480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:38.552407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:38.552494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:38.552529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:38.686517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:38.686696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:38.686754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:38.686799] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:38.690650] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: DOWN (p=40.27%)
[2025-12-24T20:22:38.690930] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-12-24T20:22:38.691054] [INFO ] [sig       ] FSS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:38.843030] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FSS.txt
[2025-12-24T20:22:38.843190] [INFO ] [sig       ] [1300/3551] Completed FSS in 0.4s | 2.86 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-24T20:22:38.843233] [INFO ] [sig       ] [1301/3551] Forecasting FTA...
[2025-12-24T20:22:38.843263] [INFO ] [sig       ] Generating forecast for: FTA
[2025-12-24T20:22:38.843297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2025-12-24T20:22:38.856033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2025-12-24T20:22:38.856401] [INFO ] [FORECASTER] Starting predict_future for FTA
[2025-12-24T20:22:38.857228] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2025-12-24T20:22:38.857281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:38.857326] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:38.857354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:38.857412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:38.918402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:38.919253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:38.919358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:38.919395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:39.049175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:39.049357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:39.049401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:39.049433] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:39.053050] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: DOWN (p=20.74%)
[2025-12-24T20:22:39.053340] [INFO ] [FORECASTER] Completed predict_future for FTA
[2025-12-24T20:22:39.053465] [INFO ] [sig       ] FTA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:39.206793] [INFO ] [LOCAL     ] Saved forecast: FTA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTA.txt
[2025-12-24T20:22:39.206969] [INFO ] [sig       ] [1301/3551] Completed FTA in 0.4s | 2.86 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-24T20:22:39.207024] [INFO ] [sig       ] [1302/3551] Forecasting FTAI...
[2025-12-24T20:22:39.207071] [INFO ] [sig       ] Generating forecast for: FTAI
[2025-12-24T20:22:39.207119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2025-12-24T20:22:39.220262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2025-12-24T20:22:39.220647] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2025-12-24T20:22:39.221458] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2025-12-24T20:22:39.221513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:39.221547] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:39.221595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:39.221657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:39.284219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:39.285105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:39.285193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:39.285228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:39.421683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:39.421859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:39.421909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:39.421938] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:39.425425] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: DOWN (p=5.40%)
[2025-12-24T20:22:39.425734] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2025-12-24T20:22:39.425882] [INFO ] [sig       ] FTAI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:39.574474] [INFO ] [LOCAL     ] Saved forecast: FTAI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTAI.txt
[2025-12-24T20:22:39.574670] [INFO ] [sig       ] [1302/3551] Completed FTAI in 0.4s | 2.86 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-24T20:22:39.574727] [INFO ] [sig       ] [1303/3551] Forecasting FTC...
[2025-12-24T20:22:39.574766] [INFO ] [sig       ] Generating forecast for: FTC
[2025-12-24T20:22:39.574799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2025-12-24T20:22:39.587101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2025-12-24T20:22:39.587508] [INFO ] [FORECASTER] Starting predict_future for FTC
[2025-12-24T20:22:39.588369] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2025-12-24T20:22:39.588426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:39.588459] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:39.588487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:39.588564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:39.646317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:39.647199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:39.647286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:39.647320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:39.767539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:39.767716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:39.767758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:39.767788] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:39.771289] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: DOWN (p=15.23%)
[2025-12-24T20:22:39.771631] [INFO ] [FORECASTER] Completed predict_future for FTC
[2025-12-24T20:22:39.771767] [INFO ] [sig       ] FTC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:39.912254] [INFO ] [LOCAL     ] Saved forecast: FTC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTC.txt
[2025-12-24T20:22:39.912410] [INFO ] [sig       ] [1303/3551] Completed FTC in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-24T20:22:39.912449] [INFO ] [sig       ] [1304/3551] Forecasting FTCI...
[2025-12-24T20:22:39.912479] [INFO ] [sig       ] Generating forecast for: FTCI
[2025-12-24T20:22:39.912508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2025-12-24T20:22:39.924323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2025-12-24T20:22:39.924670] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2025-12-24T20:22:39.925424] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2025-12-24T20:22:39.925478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:39.925513] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:39.925541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:39.925622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:39.982017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:39.982786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:39.982869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:39.982904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:40.108566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:40.108751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:40.108793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:40.108824] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:40.112354] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: DOWN (p=29.66%)
[2025-12-24T20:22:40.112652] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2025-12-24T20:22:40.112781] [INFO ] [sig       ] FTCI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:40.254781] [INFO ] [LOCAL     ] Saved forecast: FTCI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTCI.txt
[2025-12-24T20:22:40.254939] [INFO ] [sig       ] [1304/3551] Completed FTCI in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-24T20:22:40.254991] [INFO ] [sig       ] [1305/3551] Forecasting FTCS...
[2025-12-24T20:22:40.255021] [INFO ] [sig       ] Generating forecast for: FTCS
[2025-12-24T20:22:40.255052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2025-12-24T20:22:40.266644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2025-12-24T20:22:40.267025] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2025-12-24T20:22:40.267801] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2025-12-24T20:22:40.267854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:40.267920] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:40.267951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:40.268014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:40.325930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:40.326822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:40.326912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:40.326946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:40.444146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:40.444298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:40.444344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:40.444374] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:40.447792] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: DOWN (p=1.17%)
[2025-12-24T20:22:40.448075] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2025-12-24T20:22:40.448200] [INFO ] [sig       ] FTCS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:40.592099] [INFO ] [LOCAL     ] Saved forecast: FTCS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTCS.txt
[2025-12-24T20:22:40.592253] [INFO ] [sig       ] [1305/3551] Completed FTCS in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-24T20:22:40.592294] [INFO ] [sig       ] [1306/3551] Forecasting FTEK...
[2025-12-24T20:22:40.592323] [INFO ] [sig       ] Generating forecast for: FTEK
[2025-12-24T20:22:40.592352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2025-12-24T20:22:40.603848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2025-12-24T20:22:40.604193] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2025-12-24T20:22:40.604976] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2025-12-24T20:22:40.605030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:40.605063] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:40.605091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:40.605148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:40.662448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:40.663308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:40.663393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:40.663428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:40.779497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:40.779670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:40.779713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:40.779744] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:40.783143] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: UP (p=57.12%)
[2025-12-24T20:22:40.783424] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2025-12-24T20:22:40.783608] [INFO ] [sig       ] FTEK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:40.930797] [INFO ] [LOCAL     ] Saved forecast: FTEK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FTEK.txt
[2025-12-24T20:22:40.930967] [INFO ] [sig       ] [1306/3551] Completed FTEK in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-24T20:22:40.931009] [INFO ] [sig       ] [1307/3551] Forecasting FTGC...
[2025-12-24T20:22:40.931041] [INFO ] [sig       ] Generating forecast for: FTGC
[2025-12-24T20:22:40.931073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2025-12-24T20:22:40.943290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2025-12-24T20:22:40.943675] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2025-12-24T20:22:40.944457] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2025-12-24T20:22:40.944519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:40.944556] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:40.944605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:40.944665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:41.002206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:41.003114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:41.003205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:41.003239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:41.124286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:41.124442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:41.124482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:41.124513] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:41.127982] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: DOWN (p=10.98%)
[2025-12-24T20:22:41.128265] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2025-12-24T20:22:41.128390] [INFO ] [sig       ] FTGC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:41.269845] [INFO ] [LOCAL     ] Saved forecast: FTGC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTGC.txt
[2025-12-24T20:22:41.270004] [INFO ] [sig       ] [1307/3551] Completed FTGC in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-24T20:22:41.270048] [INFO ] [sig       ] [1308/3551] Forecasting FTGS...
[2025-12-24T20:22:41.270080] [INFO ] [sig       ] Generating forecast for: FTGS
[2025-12-24T20:22:41.270114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2025-12-24T20:22:41.281767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2025-12-24T20:22:41.282140] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2025-12-24T20:22:41.282944] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2025-12-24T20:22:41.283002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:41.283036] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:41.283064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:41.283123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:41.339967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:41.340849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:41.340936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:41.340971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:41.464054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:41.464212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:41.464253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:41.464355] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:41.467777] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: DOWN (p=43.53%)
[2025-12-24T20:22:41.468059] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2025-12-24T20:22:41.468190] [INFO ] [sig       ] FTGS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:41.609219] [INFO ] [LOCAL     ] Saved forecast: FTGS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTGS.txt
[2025-12-24T20:22:41.609391] [INFO ] [sig       ] [1308/3551] Completed FTGS in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-24T20:22:41.609438] [INFO ] [sig       ] [1309/3551] Forecasting FTHI...
[2025-12-24T20:22:41.609469] [INFO ] [sig       ] Generating forecast for: FTHI
[2025-12-24T20:22:41.609500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2025-12-24T20:22:41.621069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2025-12-24T20:22:41.621420] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2025-12-24T20:22:41.622232] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2025-12-24T20:22:41.622286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:41.622318] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:41.622345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:41.622406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:41.678494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:41.682698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:41.682820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:41.682853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:41.804026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:41.804187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:41.804227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:41.804257] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:41.807728] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: UP (p=73.18%)
[2025-12-24T20:22:41.808039] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2025-12-24T20:22:41.808183] [INFO ] [sig       ] FTHI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:42.008871] [INFO ] [LOCAL     ] Saved forecast: FTHI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FTHI.txt
[2025-12-24T20:22:42.009023] [INFO ] [sig       ] [1309/3551] Completed FTHI in 0.4s | 2.86 sym/s | Total: 7.6m | ETA: 13.1m
[2025-12-24T20:22:42.009063] [INFO ] [sig       ] [1310/3551] Forecasting FTHY...
[2025-12-24T20:22:42.009092] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-12-24T20:22:42.009122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-12-24T20:22:42.020640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2025-12-24T20:22:42.020952] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-12-24T20:22:42.021735] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-12-24T20:22:42.021788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:42.021823] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:42.021851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:42.021910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:42.078626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:42.079337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:42.079453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:42.079489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:42.198025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:42.198188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:42.198231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:42.198264] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:42.202064] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: UP (p=58.99%)
[2025-12-24T20:22:42.202343] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-12-24T20:22:42.202469] [INFO ] [sig       ] FTHY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:42.345370] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FTHY.txt
[2025-12-24T20:22:42.345525] [INFO ] [sig       ] [1310/3551] Completed FTHY in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-24T20:22:42.345565] [INFO ] [sig       ] [1311/3551] Forecasting FTI...
[2025-12-24T20:22:42.345617] [INFO ] [sig       ] Generating forecast for: FTI
[2025-12-24T20:22:42.345651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-12-24T20:22:42.357298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2025-12-24T20:22:42.357688] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-12-24T20:22:42.358483] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-12-24T20:22:42.358538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:42.358592] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:42.358629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:42.358698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:42.416968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:42.417849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:42.417941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:42.417974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:42.544210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:42.544401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:42.544449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:42.544481] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:42.547958] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: DOWN (p=40.23%)
[2025-12-24T20:22:42.548240] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-12-24T20:22:42.548366] [INFO ] [sig       ] FTI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:42.687805] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTI.txt
[2025-12-24T20:22:42.687945] [INFO ] [sig       ] [1311/3551] Completed FTI in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-24T20:22:42.687985] [INFO ] [sig       ] [1312/3551] Forecasting FTK...
[2025-12-24T20:22:42.688014] [INFO ] [sig       ] Generating forecast for: FTK
[2025-12-24T20:22:42.688043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-12-24T20:22:42.700056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2025-12-24T20:22:42.700353] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-12-24T20:22:42.701176] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-12-24T20:22:42.701229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:42.701274] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:42.701304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:42.701361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:42.758470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:42.759115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:42.759195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:42.759229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:42.879250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:42.879418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:42.879460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:42.879490] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:42.882892] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=25.62%)
[2025-12-24T20:22:42.883166] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-12-24T20:22:42.883287] [INFO ] [sig       ] FTK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:43.024399] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTK.txt
[2025-12-24T20:22:43.024553] [INFO ] [sig       ] [1312/3551] Completed FTK in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-24T20:22:43.024614] [INFO ] [sig       ] [1313/3551] Forecasting FTLF...
[2025-12-24T20:22:43.024646] [INFO ] [sig       ] Generating forecast for: FTLF
[2025-12-24T20:22:43.024675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2025-12-24T20:22:43.037777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2025-12-24T20:22:43.038154] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2025-12-24T20:22:43.038944] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2025-12-24T20:22:43.038998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:43.039035] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:43.039063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:43.039122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:43.094408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:43.095275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:43.095363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:43.095396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:43.202317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:43.202462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:43.202499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:43.202527] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:43.205826] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: DOWN (p=37.89%)
[2025-12-24T20:22:43.206090] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2025-12-24T20:22:43.206208] [INFO ] [sig       ] FTLF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:43.353008] [INFO ] [LOCAL     ] Saved forecast: FTLF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTLF.txt
[2025-12-24T20:22:43.353146] [INFO ] [sig       ] [1313/3551] Completed FTLF in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-24T20:22:43.353187] [INFO ] [sig       ] [1314/3551] Forecasting FTQI...
[2025-12-24T20:22:43.353218] [INFO ] [sig       ] Generating forecast for: FTQI
[2025-12-24T20:22:43.353252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2025-12-24T20:22:43.366208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2025-12-24T20:22:43.366530] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2025-12-24T20:22:43.367506] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2025-12-24T20:22:43.367559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:43.367611] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:43.367640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:43.367700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:43.423901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:43.424727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:43.424812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:43.424845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:43.543142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:43.543292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:43.543332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:43.543360] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:43.547373] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: DOWN (p=11.27%)
[2025-12-24T20:22:43.547664] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2025-12-24T20:22:43.547783] [INFO ] [sig       ] FTQI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:43.688550] [INFO ] [LOCAL     ] Saved forecast: FTQI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTQI.txt
[2025-12-24T20:22:43.688708] [INFO ] [sig       ] [1314/3551] Completed FTQI in 0.3s | 2.86 sym/s | Total: 7.6m | ETA: 13.0m
[2025-12-24T20:22:43.688748] [INFO ] [sig       ] [1315/3551] Forecasting FTRE...
[2025-12-24T20:22:43.688778] [INFO ] [sig       ] Generating forecast for: FTRE
[2025-12-24T20:22:43.688807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2025-12-24T20:22:43.700103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2025-12-24T20:22:43.700416] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2025-12-24T20:22:43.701184] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2025-12-24T20:22:43.701236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:43.701266] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:43.701295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:43.701350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:43.757678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:43.758313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:43.758416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:43.758449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:43.883366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:43.883512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:43.883555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:43.883602] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:43.887631] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: DOWN (p=35.02%)
[2025-12-24T20:22:43.887922] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2025-12-24T20:22:43.888057] [INFO ] [sig       ] FTRE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:44.028830] [INFO ] [LOCAL     ] Saved forecast: FTRE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTRE.txt
[2025-12-24T20:22:44.028966] [INFO ] [sig       ] [1315/3551] Completed FTRE in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-24T20:22:44.029005] [INFO ] [sig       ] [1316/3551] Forecasting FTRI...
[2025-12-24T20:22:44.029043] [INFO ] [sig       ] Generating forecast for: FTRI
[2025-12-24T20:22:44.029075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2025-12-24T20:22:44.044142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2025-12-24T20:22:44.044463] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2025-12-24T20:22:44.045232] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2025-12-24T20:22:44.045285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:44.045317] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:44.045344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:44.045400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:44.100507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:44.101181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:44.101259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:44.101292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:44.217796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:44.217951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:44.217990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:44.218019] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:44.221335] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: DOWN (p=36.00%)
[2025-12-24T20:22:44.221617] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2025-12-24T20:22:44.221737] [INFO ] [sig       ] FTRI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:44.360542] [INFO ] [LOCAL     ] Saved forecast: FTRI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTRI.txt
[2025-12-24T20:22:44.360696] [INFO ] [sig       ] [1316/3551] Completed FTRI in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-24T20:22:44.360735] [INFO ] [sig       ] [1317/3551] Forecasting FTS...
[2025-12-24T20:22:44.360765] [INFO ] [sig       ] Generating forecast for: FTS
[2025-12-24T20:22:44.360796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-12-24T20:22:44.372157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2025-12-24T20:22:44.372452] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-12-24T20:22:44.373387] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-12-24T20:22:44.373439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:44.373471] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:44.373498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:44.373554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:44.430914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:44.431727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:44.431809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:44.431842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:44.551955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:44.552093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:44.552132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:44.552160] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:44.555367] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: DOWN (p=20.76%)
[2025-12-24T20:22:44.555648] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-12-24T20:22:44.555768] [INFO ] [sig       ] FTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:44.694373] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTS.txt
[2025-12-24T20:22:44.694512] [INFO ] [sig       ] [1317/3551] Completed FTS in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-24T20:22:44.694552] [INFO ] [sig       ] [1318/3551] Forecasting FTSL...
[2025-12-24T20:22:44.694603] [INFO ] [sig       ] Generating forecast for: FTSL
[2025-12-24T20:22:44.694636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2025-12-24T20:22:44.706785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2025-12-24T20:22:44.707174] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2025-12-24T20:22:44.708199] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2025-12-24T20:22:44.708255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:44.708292] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:44.708517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:44.708603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:44.766907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:44.767792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:44.767891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:44.767930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:44.886793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:44.886956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:44.886997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:44.887041] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:44.890498] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: UP (p=69.56%)
[2025-12-24T20:22:44.890794] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2025-12-24T20:22:44.890923] [INFO ] [sig       ] FTSL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:45.034662] [INFO ] [LOCAL     ] Saved forecast: FTSL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FTSL.txt
[2025-12-24T20:22:45.034847] [INFO ] [sig       ] [1318/3551] Completed FTSL in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-24T20:22:45.034891] [INFO ] [sig       ] [1319/3551] Forecasting FTSM...
[2025-12-24T20:22:45.034921] [INFO ] [sig       ] Generating forecast for: FTSM
[2025-12-24T20:22:45.034952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2025-12-24T20:22:45.046613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSM'.
[2025-12-24T20:22:45.046998] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2025-12-24T20:22:45.047832] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2025-12-24T20:22:45.047888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:45.047922] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:45.047949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:45.048006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:45.107298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:45.108204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:45.108291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:45.108327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:45.214069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:45.214232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:45.214280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:45.214332] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:45.217867] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=86.84%)
[2025-12-24T20:22:45.218172] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2025-12-24T20:22:45.218304] [INFO ] [sig       ] FTSM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:45.368298] [INFO ] [LOCAL     ] Saved forecast: FTSM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FTSM.txt
[2025-12-24T20:22:45.368449] [INFO ] [sig       ] [1319/3551] Completed FTSM in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-24T20:22:45.368489] [INFO ] [sig       ] [1320/3551] Forecasting FTXL...
[2025-12-24T20:22:45.368518] [INFO ] [sig       ] Generating forecast for: FTXL
[2025-12-24T20:22:45.368549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2025-12-24T20:22:45.379986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2025-12-24T20:22:45.380334] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2025-12-24T20:22:45.381094] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2025-12-24T20:22:45.381146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:45.381178] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:45.381204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:45.381260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:45.439626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:45.440298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:45.440380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:45.440414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:45.565732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:45.565885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:45.565928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:45.565959] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:45.569458] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: UP (p=92.57%)
[2025-12-24T20:22:45.569794] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2025-12-24T20:22:45.569925] [INFO ] [sig       ] FTXL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:45.716956] [INFO ] [LOCAL     ] Saved forecast: FTXL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FTXL.txt
[2025-12-24T20:22:45.717088] [INFO ] [sig       ] [1320/3551] Completed FTXL in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-24T20:22:45.717128] [INFO ] [sig       ] [1321/3551] Forecasting FTXN...
[2025-12-24T20:22:45.717157] [INFO ] [sig       ] Generating forecast for: FTXN
[2025-12-24T20:22:45.717187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2025-12-24T20:22:45.729433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2025-12-24T20:22:45.729778] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2025-12-24T20:22:45.730766] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2025-12-24T20:22:45.730818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:45.730850] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:45.730878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:45.730933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:45.788040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:45.788880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:45.788963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:45.789012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:45.907698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:45.907852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:45.907891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:45.907920] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:45.911486] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: UP (p=96.51%)
[2025-12-24T20:22:45.911775] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2025-12-24T20:22:45.911898] [INFO ] [sig       ] FTXN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:46.059240] [INFO ] [LOCAL     ] Saved forecast: FTXN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FTXN.txt
[2025-12-24T20:22:46.059426] [INFO ] [sig       ] [1321/3551] Completed FTXN in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-24T20:22:46.059471] [INFO ] [sig       ] [1322/3551] Forecasting FTXO...
[2025-12-24T20:22:46.059501] [INFO ] [sig       ] Generating forecast for: FTXO
[2025-12-24T20:22:46.059532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2025-12-24T20:22:46.073647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2025-12-24T20:22:46.074128] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2025-12-24T20:22:46.075071] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2025-12-24T20:22:46.075135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:46.075198] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:46.075228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:46.075304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:46.133964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:46.134850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:46.134942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:46.134976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:46.258124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:46.258279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:46.258317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:46.258535] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:46.262116] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-12-24T20:22:46.262503] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2025-12-24T20:22:46.262666] [INFO ] [sig       ] FTXO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:46.410975] [INFO ] [LOCAL     ] Saved forecast: FTXO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FTXO.txt
[2025-12-24T20:22:46.411135] [INFO ] [sig       ] [1322/3551] Completed FTXO in 0.4s | 2.86 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-24T20:22:46.411179] [INFO ] [sig       ] [1323/3551] Forecasting FUBO...
[2025-12-24T20:22:46.411210] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-12-24T20:22:46.411242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-12-24T20:22:46.426630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2025-12-24T20:22:46.427043] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-12-24T20:22:46.428004] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-12-24T20:22:46.428074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:46.428119] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:46.428175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:46.428264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:46.490370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:46.491276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:46.491362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:46.491396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:46.618126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:46.618472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:46.618513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:46.618541] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:46.622133] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: UP (p=74.84%)
[2025-12-24T20:22:46.622422] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-12-24T20:22:46.622548] [INFO ] [sig       ] FUBO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:46.769672] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FUBO.txt
[2025-12-24T20:22:46.769829] [INFO ] [sig       ] [1323/3551] Completed FUBO in 0.4s | 2.86 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-24T20:22:46.769876] [INFO ] [sig       ] [1324/3551] Forecasting FUL...
[2025-12-24T20:22:46.769906] [INFO ] [sig       ] Generating forecast for: FUL
[2025-12-24T20:22:46.769936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-12-24T20:22:46.782267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2025-12-24T20:22:46.782589] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-12-24T20:22:46.783588] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-12-24T20:22:46.783643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:46.783675] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:46.783702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:46.783757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:46.843165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:46.843914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:46.843996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:46.844030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:46.967808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:46.967959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:46.967998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:46.968028] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:46.971550] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: DOWN (p=0.12%)
[2025-12-24T20:22:46.971881] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-12-24T20:22:46.972016] [INFO ] [sig       ] FUL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:47.115503] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FUL.txt
[2025-12-24T20:22:47.115651] [INFO ] [sig       ] [1324/3551] Completed FUL in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-24T20:22:47.115693] [INFO ] [sig       ] [1325/3551] Forecasting FULC...
[2025-12-24T20:22:47.115727] [INFO ] [sig       ] Generating forecast for: FULC
[2025-12-24T20:22:47.115758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2025-12-24T20:22:47.127512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2025-12-24T20:22:47.127808] [INFO ] [FORECASTER] Starting predict_future for FULC
[2025-12-24T20:22:47.128589] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2025-12-24T20:22:47.128642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:47.128674] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:47.128701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:47.128757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:47.185547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:47.186161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:47.186241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:47.186458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:47.320705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:47.320873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:47.320912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:47.320975] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:47.324320] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2025-12-24T20:22:47.324606] [INFO ] [FORECASTER] Completed predict_future for FULC
[2025-12-24T20:22:47.324728] [INFO ] [sig       ] FULC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:47.465363] [INFO ] [LOCAL     ] Saved forecast: FULC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FULC.txt
[2025-12-24T20:22:47.465508] [INFO ] [sig       ] [1325/3551] Completed FULC in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-24T20:22:47.465548] [INFO ] [sig       ] [1326/3551] Forecasting FUN...
[2025-12-24T20:22:47.465595] [INFO ] [sig       ] Generating forecast for: FUN
[2025-12-24T20:22:47.465640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-12-24T20:22:47.478044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2025-12-24T20:22:47.478444] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-12-24T20:22:47.479302] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-12-24T20:22:47.479384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:47.479417] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:47.479444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:47.479500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:47.538396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:47.539297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:47.539409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:47.539443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:47.660756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:47.660902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:47.660941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:47.660970] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:47.664312] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: UP (p=66.19%)
[2025-12-24T20:22:47.664595] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-12-24T20:22:47.664718] [INFO ] [sig       ] FUN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:47.803690] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FUN.txt
[2025-12-24T20:22:47.803818] [INFO ] [sig       ] [1326/3551] Completed FUN in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 13.0m
[2025-12-24T20:22:47.803858] [INFO ] [sig       ] [1327/3551] Forecasting FUNC...
[2025-12-24T20:22:47.803887] [INFO ] [sig       ] Generating forecast for: FUNC
[2025-12-24T20:22:47.803916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2025-12-24T20:22:47.814829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2025-12-24T20:22:47.815210] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2025-12-24T20:22:47.816049] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2025-12-24T20:22:47.816104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:47.816136] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:47.816162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:47.816227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:47.872308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:47.873161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:47.873245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:47.873278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:47.994550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:47.994718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:47.994756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:47.994785] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:47.998148] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: UP (p=85.44%)
[2025-12-24T20:22:47.998420] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2025-12-24T20:22:47.998543] [INFO ] [sig       ] FUNC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:48.138201] [INFO ] [LOCAL     ] Saved forecast: FUNC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FUNC.txt
[2025-12-24T20:22:48.138339] [INFO ] [sig       ] [1327/3551] Completed FUNC in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-24T20:22:48.138378] [INFO ] [sig       ] [1328/3551] Forecasting FUND...
[2025-12-24T20:22:48.138408] [INFO ] [sig       ] Generating forecast for: FUND
[2025-12-24T20:22:48.138439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2025-12-24T20:22:48.149004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2025-12-24T20:22:48.149331] [INFO ] [FORECASTER] Starting predict_future for FUND
[2025-12-24T20:22:48.150113] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2025-12-24T20:22:48.150168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:48.150202] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:48.150227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:48.150283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:48.206338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:48.207101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:48.207185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:48.207219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:48.321476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:48.321651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:48.321692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:48.321719] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:48.325127] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: DOWN (p=26.36%)
[2025-12-24T20:22:48.325437] [INFO ] [FORECASTER] Completed predict_future for FUND
[2025-12-24T20:22:48.325566] [INFO ] [sig       ] FUND: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:48.464682] [INFO ] [LOCAL     ] Saved forecast: FUND	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FUND.txt
[2025-12-24T20:22:48.464816] [INFO ] [sig       ] [1328/3551] Completed FUND in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-24T20:22:48.464855] [INFO ] [sig       ] [1329/3551] Forecasting FVCB...
[2025-12-24T20:22:48.464885] [INFO ] [sig       ] Generating forecast for: FVCB
[2025-12-24T20:22:48.464914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2025-12-24T20:22:48.476181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2025-12-24T20:22:48.476469] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2025-12-24T20:22:48.477261] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2025-12-24T20:22:48.477315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:48.477347] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:48.477374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:48.477430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:48.532802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:48.533514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:48.533619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:48.533656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:48.645814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:48.645972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:48.646013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:48.646042] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:48.649891] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: UP (p=83.36%)
[2025-12-24T20:22:48.650188] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2025-12-24T20:22:48.650320] [INFO ] [sig       ] FVCB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:48.792713] [INFO ] [LOCAL     ] Saved forecast: FVCB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FVCB.txt
[2025-12-24T20:22:48.792914] [INFO ] [sig       ] [1329/3551] Completed FVCB in 0.3s | 2.86 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-24T20:22:48.792979] [INFO ] [sig       ] [1330/3551] Forecasting FWONA...
[2025-12-24T20:22:48.793026] [INFO ] [sig       ] Generating forecast for: FWONA
[2025-12-24T20:22:48.793070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2025-12-24T20:22:48.805722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2025-12-24T20:22:48.806095] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2025-12-24T20:22:48.807186] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2025-12-24T20:22:48.807251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:48.807296] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:48.807332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:48.807389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:48.873915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:48.875111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:48.875218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:48.875253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:49.001912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:49.002064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:49.002104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:49.002134] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:49.005768] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: DOWN (p=29.93%)
[2025-12-24T20:22:49.006074] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2025-12-24T20:22:49.006216] [INFO ] [sig       ] FWONA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:49.158876] [INFO ] [LOCAL     ] Saved forecast: FWONA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FWONA.txt
[2025-12-24T20:22:49.159028] [INFO ] [sig       ] [1330/3551] Completed FWONA in 0.4s | 2.86 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-24T20:22:49.159071] [INFO ] [sig       ] [1331/3551] Forecasting FWONK...
[2025-12-24T20:22:49.159102] [INFO ] [sig       ] Generating forecast for: FWONK
[2025-12-24T20:22:49.159133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2025-12-24T20:22:49.171918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2025-12-24T20:22:49.172280] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2025-12-24T20:22:49.173096] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2025-12-24T20:22:49.173152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:49.173191] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:49.173232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:49.173302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:49.234983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:49.235821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:49.235924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:49.235968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:49.365841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:49.366001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:49.366044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:49.366083] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:49.369764] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: DOWN (p=27.64%)
[2025-12-24T20:22:49.370085] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2025-12-24T20:22:49.370216] [INFO ] [sig       ] FWONK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:49.521708] [INFO ] [LOCAL     ] Saved forecast: FWONK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FWONK.txt
[2025-12-24T20:22:49.521853] [INFO ] [sig       ] [1331/3551] Completed FWONK in 0.4s | 2.86 sym/s | Total: 7.7m | ETA: 12.9m
[2025-12-24T20:22:49.521895] [INFO ] [sig       ] [1332/3551] Forecasting FWRD...
[2025-12-24T20:22:49.521926] [INFO ] [sig       ] Generating forecast for: FWRD
[2025-12-24T20:22:49.521957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2025-12-24T20:22:49.534843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2025-12-24T20:22:49.535189] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2025-12-24T20:22:49.535995] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2025-12-24T20:22:49.536050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:49.536083] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:49.536122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:49.536200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:49.599971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:49.600777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:49.600901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:49.600938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:49.730633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:49.730809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:49.730862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:49.730896] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:49.734495] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: UP (p=99.42%)
[2025-12-24T20:22:49.734795] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2025-12-24T20:22:49.734922] [INFO ] [sig       ] FWRD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:49.889520] [INFO ] [LOCAL     ] Saved forecast: FWRD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/FWRD.txt
[2025-12-24T20:22:49.889717] [INFO ] [sig       ] [1332/3551] Completed FWRD in 0.4s | 2.86 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-24T20:22:49.889762] [INFO ] [sig       ] [1333/3551] Forecasting FWRG...
[2025-12-24T20:22:49.889795] [INFO ] [sig       ] Generating forecast for: FWRG
[2025-12-24T20:22:49.889827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2025-12-24T20:22:49.902267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2025-12-24T20:22:49.902635] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2025-12-24T20:22:49.903468] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2025-12-24T20:22:49.903524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:49.903563] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:49.903659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:49.903719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:49.967602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:49.968479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:49.968785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:49.968835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:50.100911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:50.101066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:50.101106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:50.101136] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:50.104508] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-12-24T20:22:50.104809] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2025-12-24T20:22:50.104935] [INFO ] [sig       ] FWRG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:50.260175] [INFO ] [LOCAL     ] Saved forecast: FWRG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FWRG.txt
[2025-12-24T20:22:50.260351] [INFO ] [sig       ] [1333/3551] Completed FWRG in 0.4s | 2.86 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-24T20:22:50.260397] [INFO ] [sig       ] [1334/3551] Forecasting FYC...
[2025-12-24T20:22:50.260428] [INFO ] [sig       ] Generating forecast for: FYC
[2025-12-24T20:22:50.260458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2025-12-24T20:22:50.272509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2025-12-24T20:22:50.272901] [INFO ] [FORECASTER] Starting predict_future for FYC
[2025-12-24T20:22:50.273740] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2025-12-24T20:22:50.273793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:50.273826] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:50.273863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:50.273962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:50.337069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:50.337996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:50.338096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:50.338135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:50.483458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:50.483641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:50.483686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:50.483717] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:50.487319] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-12-24T20:22:50.487647] [INFO ] [FORECASTER] Completed predict_future for FYC
[2025-12-24T20:22:50.487808] [INFO ] [sig       ] FYC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:50.644653] [INFO ] [LOCAL     ] Saved forecast: FYC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FYC.txt
[2025-12-24T20:22:50.644826] [INFO ] [sig       ] [1334/3551] Completed FYC in 0.4s | 2.86 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-24T20:22:50.644872] [INFO ] [sig       ] [1335/3551] Forecasting FYX...
[2025-12-24T20:22:50.644903] [INFO ] [sig       ] Generating forecast for: FYX
[2025-12-24T20:22:50.644934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2025-12-24T20:22:50.657110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2025-12-24T20:22:50.657477] [INFO ] [FORECASTER] Starting predict_future for FYX
[2025-12-24T20:22:50.658396] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2025-12-24T20:22:50.658463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:50.658514] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:50.658557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:50.658671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:50.720599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:50.721428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:50.721528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:50.721589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:50.855120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:50.855272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:50.855362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:50.855395] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:50.858963] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: DOWN (p=38.76%)
[2025-12-24T20:22:50.859264] [INFO ] [FORECASTER] Completed predict_future for FYX
[2025-12-24T20:22:50.859414] [INFO ] [sig       ] FYX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:51.010110] [INFO ] [LOCAL     ] Saved forecast: FYX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/FYX.txt
[2025-12-24T20:22:51.010293] [INFO ] [sig       ] [1335/3551] Completed FYX in 0.4s | 2.86 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-24T20:22:51.010338] [INFO ] [sig       ] [1336/3551] Forecasting G...
[2025-12-24T20:22:51.010381] [INFO ] [sig       ] Generating forecast for: G
[2025-12-24T20:22:51.010427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-12-24T20:22:51.022304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2025-12-24T20:22:51.022713] [INFO ] [FORECASTER] Starting predict_future for G
[2025-12-24T20:22:51.023528] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-12-24T20:22:51.023630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:51.023672] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:51.023701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:51.023759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:51.087404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:51.088346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:51.088438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:51.088471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:51.229843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:51.229996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:51.230037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:51.230067] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:51.233977] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: DOWN (p=3.01%)
[2025-12-24T20:22:51.234304] [INFO ] [FORECASTER] Completed predict_future for G
[2025-12-24T20:22:51.234612] [INFO ] [sig       ] G: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:51.392434] [INFO ] [LOCAL     ] Saved forecast: G	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/G.txt
[2025-12-24T20:22:51.392615] [INFO ] [sig       ] [1336/3551] Completed G in 0.4s | 2.86 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-24T20:22:51.392672] [INFO ] [sig       ] [1337/3551] Forecasting GAB...
[2025-12-24T20:22:51.392713] [INFO ] [sig       ] Generating forecast for: GAB
[2025-12-24T20:22:51.392754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-12-24T20:22:51.405264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2025-12-24T20:22:51.405643] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-12-24T20:22:51.406474] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-12-24T20:22:51.406529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:51.406562] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:51.406615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:51.406675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:51.470678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:51.471797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:51.471885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:51.471919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:51.599509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:51.599676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:51.599720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:51.599750] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:51.603193] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=87.20%)
[2025-12-24T20:22:51.603468] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-12-24T20:22:51.603609] [INFO ] [sig       ] GAB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:51.748086] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GAB.txt
[2025-12-24T20:22:51.748252] [INFO ] [sig       ] [1337/3551] Completed GAB in 0.4s | 2.86 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-24T20:22:51.748292] [INFO ] [sig       ] [1338/3551] Forecasting GABC...
[2025-12-24T20:22:51.748321] [INFO ] [sig       ] Generating forecast for: GABC
[2025-12-24T20:22:51.748350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2025-12-24T20:22:51.761353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2025-12-24T20:22:51.761656] [INFO ] [FORECASTER] Starting predict_future for GABC
[2025-12-24T20:22:51.762392] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2025-12-24T20:22:51.762443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:51.762475] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:51.762502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:51.762557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:51.819530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:51.820173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:51.820253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:51.820287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:51.937179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:51.937340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:51.937388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:51.937419] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:51.940912] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: DOWN (p=37.11%)
[2025-12-24T20:22:51.941182] [INFO ] [FORECASTER] Completed predict_future for GABC
[2025-12-24T20:22:51.941304] [INFO ] [sig       ] GABC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:52.080949] [INFO ] [LOCAL     ] Saved forecast: GABC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GABC.txt
[2025-12-24T20:22:52.081076] [INFO ] [sig       ] [1338/3551] Completed GABC in 0.3s | 2.86 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-24T20:22:52.081114] [INFO ] [sig       ] [1339/3551] Forecasting GAIA...
[2025-12-24T20:22:52.081143] [INFO ] [sig       ] Generating forecast for: GAIA
[2025-12-24T20:22:52.081173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2025-12-24T20:22:52.092130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2025-12-24T20:22:52.092427] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2025-12-24T20:22:52.093198] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2025-12-24T20:22:52.093252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:52.093327] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:52.093358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:52.093416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:52.153237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:52.154151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:52.154249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:52.154285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:52.272970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:52.273122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:52.273163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:52.273192] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:52.277086] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: DOWN (p=9.88%)
[2025-12-24T20:22:52.277405] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2025-12-24T20:22:52.277755] [INFO ] [sig       ] GAIA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:52.422082] [INFO ] [LOCAL     ] Saved forecast: GAIA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GAIA.txt
[2025-12-24T20:22:52.422211] [INFO ] [sig       ] [1339/3551] Completed GAIA in 0.3s | 2.86 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-24T20:22:52.422256] [INFO ] [sig       ] [1340/3551] Forecasting GAIN...
[2025-12-24T20:22:52.422286] [INFO ] [sig       ] Generating forecast for: GAIN
[2025-12-24T20:22:52.422315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2025-12-24T20:22:52.434330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2025-12-24T20:22:52.434654] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2025-12-24T20:22:52.435387] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2025-12-24T20:22:52.435439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:52.435470] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:52.435497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:52.435553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:52.493050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:52.493709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:52.493789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:52.493822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:52.611675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:52.611823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:52.611863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:52.611892] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:52.615242] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: UP (p=92.15%)
[2025-12-24T20:22:52.615516] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2025-12-24T20:22:52.615657] [INFO ] [sig       ] GAIN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:52.760349] [INFO ] [LOCAL     ] Saved forecast: GAIN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GAIN.txt
[2025-12-24T20:22:52.760511] [INFO ] [sig       ] [1340/3551] Completed GAIN in 0.3s | 2.86 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-24T20:22:52.760555] [INFO ] [sig       ] [1341/3551] Forecasting GAM...
[2025-12-24T20:22:52.760604] [INFO ] [sig       ] Generating forecast for: GAM
[2025-12-24T20:22:52.760636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-12-24T20:22:52.772018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2025-12-24T20:22:52.772331] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-12-24T20:22:52.773128] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-12-24T20:22:52.773181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:52.773216] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:52.773243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:52.773301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:52.830466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:52.831329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:52.831413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:52.831447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:52.948684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:52.948837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:52.948876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:52.948906] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:52.952295] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: DOWN (p=27.89%)
[2025-12-24T20:22:52.952602] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-12-24T20:22:52.952750] [INFO ] [sig       ] GAM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:53.095138] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GAM.txt
[2025-12-24T20:22:53.095275] [INFO ] [sig       ] [1341/3551] Completed GAM in 0.3s | 2.86 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-24T20:22:53.095314] [INFO ] [sig       ] [1342/3551] Forecasting GAMB...
[2025-12-24T20:22:53.095346] [INFO ] [sig       ] Generating forecast for: GAMB
[2025-12-24T20:22:53.095379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2025-12-24T20:22:53.106904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2025-12-24T20:22:53.107196] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2025-12-24T20:22:53.108101] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2025-12-24T20:22:53.108164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:53.108203] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:53.108238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:53.108315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:53.164611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:53.165372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:53.165457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:53.165491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:53.287851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:53.288000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:53.288040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:53.288100] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:53.291602] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: DOWN (p=22.16%)
[2025-12-24T20:22:53.291878] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2025-12-24T20:22:53.292003] [INFO ] [sig       ] GAMB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:53.438053] [INFO ] [LOCAL     ] Saved forecast: GAMB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GAMB.txt
[2025-12-24T20:22:53.438184] [INFO ] [sig       ] [1342/3551] Completed GAMB in 0.3s | 2.86 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-24T20:22:53.438223] [INFO ] [sig       ] [1343/3551] Forecasting GANX...
[2025-12-24T20:22:53.438254] [INFO ] [sig       ] Generating forecast for: GANX
[2025-12-24T20:22:53.438287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2025-12-24T20:22:53.449715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2025-12-24T20:22:53.449996] [INFO ] [FORECASTER] Starting predict_future for GANX
[2025-12-24T20:22:53.450753] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2025-12-24T20:22:53.450804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:53.450835] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:53.450862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:53.450918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:53.509716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:53.510518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:53.510653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:53.510691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:53.629917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:53.630076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:53.630161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:53.630198] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:53.633679] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: DOWN (p=14.81%)
[2025-12-24T20:22:53.633945] [INFO ] [FORECASTER] Completed predict_future for GANX
[2025-12-24T20:22:53.634065] [INFO ] [sig       ] GANX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:53.778986] [INFO ] [LOCAL     ] Saved forecast: GANX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GANX.txt
[2025-12-24T20:22:53.779122] [INFO ] [sig       ] [1343/3551] Completed GANX in 0.3s | 2.86 sym/s | Total: 7.8m | ETA: 12.9m
[2025-12-24T20:22:53.779163] [INFO ] [sig       ] [1344/3551] Forecasting GASS...
[2025-12-24T20:22:53.779192] [INFO ] [sig       ] Generating forecast for: GASS
[2025-12-24T20:22:53.779221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2025-12-24T20:22:53.791676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2025-12-24T20:22:53.792000] [INFO ] [FORECASTER] Starting predict_future for GASS
[2025-12-24T20:22:53.792756] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2025-12-24T20:22:53.792808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:53.792840] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:53.792868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:53.792924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:53.851974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:53.852819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:53.852899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:53.852932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:53.976029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:53.976182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:53.976223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:53.976253] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:53.980005] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: DOWN (p=41.65%)
[2025-12-24T20:22:53.980276] [INFO ] [FORECASTER] Completed predict_future for GASS
[2025-12-24T20:22:53.980399] [INFO ] [sig       ] GASS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:54.124376] [INFO ] [LOCAL     ] Saved forecast: GASS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GASS.txt
[2025-12-24T20:22:54.124531] [INFO ] [sig       ] [1344/3551] Completed GASS in 0.3s | 2.86 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-24T20:22:54.124589] [INFO ] [sig       ] [1345/3551] Forecasting GATX...
[2025-12-24T20:22:54.124622] [INFO ] [sig       ] Generating forecast for: GATX
[2025-12-24T20:22:54.124654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-12-24T20:22:54.137546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2025-12-24T20:22:54.137875] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-12-24T20:22:54.138658] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-12-24T20:22:54.138714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:54.138758] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:54.138790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:54.138849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:54.195554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:54.196290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:54.196388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:54.196429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:54.317506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:54.317676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:54.317717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:54.317747] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:54.321405] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: DOWN (p=4.54%)
[2025-12-24T20:22:54.321693] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-12-24T20:22:54.321815] [INFO ] [sig       ] GATX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:54.461746] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GATX.txt
[2025-12-24T20:22:54.461879] [INFO ] [sig       ] [1345/3551] Completed GATX in 0.3s | 2.86 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-24T20:22:54.461919] [INFO ] [sig       ] [1346/3551] Forecasting GAUZ...
[2025-12-24T20:22:54.461949] [INFO ] [sig       ] Generating forecast for: GAUZ
[2025-12-24T20:22:54.461979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'.
[2025-12-24T20:22:54.473370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'.
[2025-12-24T20:22:54.473753] [INFO ] [FORECASTER] Starting predict_future for GAUZ
[2025-12-24T20:22:54.474500] [DEBUG] [LOCAL     ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt
[2025-12-24T20:22:54.474563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:54.474627] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:54.474655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:54.474713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:54.532282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:54.533020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:54.533101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:54.533133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:54.648963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:54.649121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:54.649161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:54.649190] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:54.652604] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=7.70%)
[2025-12-24T20:22:54.652877] [INFO ] [FORECASTER] Completed predict_future for GAUZ
[2025-12-24T20:22:54.653001] [INFO ] [sig       ] GAUZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:54.793927] [INFO ] [LOCAL     ] Saved forecast: GAUZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GAUZ.txt
[2025-12-24T20:22:54.794069] [INFO ] [sig       ] [1346/3551] Completed GAUZ in 0.3s | 2.86 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-24T20:22:54.794110] [INFO ] [sig       ] [1347/3551] Forecasting GBAB...
[2025-12-24T20:22:54.794140] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-12-24T20:22:54.794170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-12-24T20:22:54.807029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2025-12-24T20:22:54.807447] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-12-24T20:22:54.808256] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-12-24T20:22:54.808312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:54.808357] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:54.808387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:54.808444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:54.865235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:54.866161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:54.866250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:54.866284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:54.989883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:54.990036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:54.990079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:54.990110] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:54.993496] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: DOWN (p=49.60%)
[2025-12-24T20:22:54.993799] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-12-24T20:22:54.993928] [INFO ] [sig       ] GBAB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:55.140505] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GBAB.txt
[2025-12-24T20:22:55.140680] [INFO ] [sig       ] [1347/3551] Completed GBAB in 0.3s | 2.86 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-24T20:22:55.140723] [INFO ] [sig       ] [1348/3551] Forecasting GBCI...
[2025-12-24T20:22:55.140756] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-12-24T20:22:55.140787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-12-24T20:22:55.153082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBCI'.
[2025-12-24T20:22:55.153447] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-12-24T20:22:55.154235] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-12-24T20:22:55.154289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:55.154322] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:55.154350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:55.154408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:55.212041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:55.212947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:55.213034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:55.213069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:55.346951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:55.347127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:55.347380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:55.347438] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:55.351971] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=1.31%)
[2025-12-24T20:22:55.352326] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-12-24T20:22:55.352462] [INFO ] [sig       ] GBCI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:55.494105] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GBCI.txt
[2025-12-24T20:22:55.494276] [INFO ] [sig       ] [1348/3551] Completed GBCI in 0.4s | 2.86 sym/s | Total: 7.8m | ETA: 12.8m
[2025-12-24T20:22:55.494322] [INFO ] [sig       ] [1349/3551] Forecasting GBDC...
[2025-12-24T20:22:55.494353] [INFO ] [sig       ] Generating forecast for: GBDC
[2025-12-24T20:22:55.494382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2025-12-24T20:22:55.506849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2025-12-24T20:22:55.507265] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2025-12-24T20:22:55.508124] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2025-12-24T20:22:55.508179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:55.508211] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:55.508240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:55.508306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:55.566719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:55.567621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:55.567759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:55.567794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:55.686781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:55.686936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:55.686978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:55.687007] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:55.690382] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: UP (p=67.23%)
[2025-12-24T20:22:55.690681] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2025-12-24T20:22:55.690805] [INFO ] [sig       ] GBDC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:55.837215] [INFO ] [LOCAL     ] Saved forecast: GBDC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GBDC.txt
[2025-12-24T20:22:55.837384] [INFO ] [sig       ] [1349/3551] Completed GBDC in 0.3s | 2.86 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-24T20:22:55.837433] [INFO ] [sig       ] [1350/3551] Forecasting GBIO...
[2025-12-24T20:22:55.837470] [INFO ] [sig       ] Generating forecast for: GBIO
[2025-12-24T20:22:55.837501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'.
[2025-12-24T20:22:55.849283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBIO'.
[2025-12-24T20:22:55.849701] [INFO ] [FORECASTER] Starting predict_future for GBIO
[2025-12-24T20:22:55.850452] [DEBUG] [LOCAL     ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt
[2025-12-24T20:22:55.850505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:55.850537] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:55.850564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:55.850646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:55.910123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:55.911009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:55.911094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:55.911129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:56.030859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:56.031011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:56.031061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:56.031091] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:56.034514] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: DOWN (p=16.86%)
[2025-12-24T20:22:56.034810] [INFO ] [FORECASTER] Completed predict_future for GBIO
[2025-12-24T20:22:56.034942] [INFO ] [sig       ] GBIO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:56.177902] [INFO ] [LOCAL     ] Saved forecast: GBIO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GBIO.txt
[2025-12-24T20:22:56.178055] [INFO ] [sig       ] [1350/3551] Completed GBIO in 0.3s | 2.86 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-24T20:22:56.178102] [INFO ] [sig       ] [1351/3551] Forecasting GBTG...
[2025-12-24T20:22:56.178134] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-12-24T20:22:56.178164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-12-24T20:22:56.189494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2025-12-24T20:22:56.189898] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-12-24T20:22:56.190712] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-12-24T20:22:56.190764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:56.190795] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:56.190821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:56.190877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:56.248776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:56.249719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:56.249811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:56.249846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:56.375295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:56.375453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:56.375491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:56.375519] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:56.379027] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: UP (p=97.81%)
[2025-12-24T20:22:56.379382] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-12-24T20:22:56.379543] [INFO ] [sig       ] GBTG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:56.522741] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GBTG.txt
[2025-12-24T20:22:56.522905] [INFO ] [sig       ] [1351/3551] Completed GBTG in 0.3s | 2.86 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-24T20:22:56.522947] [INFO ] [sig       ] [1352/3551] Forecasting GBX...
[2025-12-24T20:22:56.522976] [INFO ] [sig       ] Generating forecast for: GBX
[2025-12-24T20:22:56.523006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-12-24T20:22:56.535855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBX'.
[2025-12-24T20:22:56.536245] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-12-24T20:22:56.537057] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-12-24T20:22:56.537110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:56.537141] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:56.537168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:56.537224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:56.594188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:56.595256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:56.595342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:56.595377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:56.725095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:56.725265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:56.725307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:56.725338] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:56.729834] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-12-24T20:22:56.730223] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-12-24T20:22:56.730415] [INFO ] [sig       ] GBX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:56.875754] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GBX.txt
[2025-12-24T20:22:56.875909] [INFO ] [sig       ] [1352/3551] Completed GBX in 0.4s | 2.86 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-24T20:22:56.875950] [INFO ] [sig       ] [1353/3551] Forecasting GCBC...
[2025-12-24T20:22:56.875979] [INFO ] [sig       ] Generating forecast for: GCBC
[2025-12-24T20:22:56.876008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2025-12-24T20:22:56.886681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2025-12-24T20:22:56.887003] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2025-12-24T20:22:56.887809] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2025-12-24T20:22:56.887864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:56.887897] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:56.887924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:56.887981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:56.943270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:56.943947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:56.944026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:56.944061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:57.054155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:57.054298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:57.054336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:57.054364] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:57.057661] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: DOWN (p=39.07%)
[2025-12-24T20:22:57.057927] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2025-12-24T20:22:57.058045] [INFO ] [sig       ] GCBC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:57.199059] [INFO ] [LOCAL     ] Saved forecast: GCBC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GCBC.txt
[2025-12-24T20:22:57.199188] [INFO ] [sig       ] [1353/3551] Completed GCBC in 0.3s | 2.86 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-24T20:22:57.199226] [INFO ] [sig       ] [1354/3551] Forecasting GCMG...
[2025-12-24T20:22:57.199257] [INFO ] [sig       ] Generating forecast for: GCMG
[2025-12-24T20:22:57.199286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2025-12-24T20:22:57.211183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2025-12-24T20:22:57.211451] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2025-12-24T20:22:57.212192] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2025-12-24T20:22:57.212243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:57.212274] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:57.212301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:57.212359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:57.270595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:57.271190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:57.271265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:57.271297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:57.396262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:57.396451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:57.396495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:57.396748] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:57.400191] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: UP (p=73.43%)
[2025-12-24T20:22:57.400457] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2025-12-24T20:22:57.400787] [INFO ] [sig       ] GCMG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:57.544086] [INFO ] [LOCAL     ] Saved forecast: GCMG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GCMG.txt
[2025-12-24T20:22:57.544226] [INFO ] [sig       ] [1354/3551] Completed GCMG in 0.3s | 2.86 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-24T20:22:57.544265] [INFO ] [sig       ] [1355/3551] Forecasting GCO...
[2025-12-24T20:22:57.544294] [INFO ] [sig       ] Generating forecast for: GCO
[2025-12-24T20:22:57.544324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-12-24T20:22:57.555722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCO'.
[2025-12-24T20:22:57.555980] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-12-24T20:22:57.556746] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-12-24T20:22:57.556796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:57.556828] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:57.556855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:57.556911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:57.614654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:57.615292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:57.615373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:57.615406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:57.738602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:57.738755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:57.738794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:57.738823] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:57.742732] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=69.17%)
[2025-12-24T20:22:57.743052] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-12-24T20:22:57.743182] [INFO ] [sig       ] GCO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:22:57.886097] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GCO.txt
[2025-12-24T20:22:57.886221] [INFO ] [sig       ] [1355/3551] Completed GCO in 0.3s | 2.86 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-24T20:22:57.886260] [INFO ] [sig       ] [1356/3551] Forecasting GD...
[2025-12-24T20:22:57.886290] [INFO ] [sig       ] Generating forecast for: GD
[2025-12-24T20:22:57.886319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-12-24T20:22:57.897295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2025-12-24T20:22:57.897554] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-12-24T20:22:57.898306] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-12-24T20:22:57.898357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:57.898412] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:57.898441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:57.898497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:57.954887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:57.955469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:57.955557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:57.955608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:58.075019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:58.075188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:58.075240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:58.075270] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:58.079061] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: DOWN (p=7.77%)
[2025-12-24T20:22:58.079339] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-12-24T20:22:58.079460] [INFO ] [sig       ] GD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:58.223187] [INFO ] [LOCAL     ] Saved forecast: GD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GD.txt
[2025-12-24T20:22:58.223320] [INFO ] [sig       ] [1356/3551] Completed GD in 0.3s | 2.86 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-24T20:22:58.223360] [INFO ] [sig       ] [1357/3551] Forecasting GDC...
[2025-12-24T20:22:58.223389] [INFO ] [sig       ] Generating forecast for: GDC
[2025-12-24T20:22:58.223420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2025-12-24T20:22:58.235387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2025-12-24T20:22:58.235669] [INFO ] [FORECASTER] Starting predict_future for GDC
[2025-12-24T20:22:58.236399] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2025-12-24T20:22:58.236450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:58.236481] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:58.236507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:58.236563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:58.292314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:58.293134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:58.293219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:58.293260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:58.419354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:58.419496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:58.419534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:58.419562] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:58.423029] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: DOWN (p=3.05%)
[2025-12-24T20:22:58.423290] [INFO ] [FORECASTER] Completed predict_future for GDC
[2025-12-24T20:22:58.423409] [INFO ] [sig       ] GDC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:58.563319] [INFO ] [LOCAL     ] Saved forecast: GDC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GDC.txt
[2025-12-24T20:22:58.563445] [INFO ] [sig       ] [1357/3551] Completed GDC in 0.3s | 2.86 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-24T20:22:58.563484] [INFO ] [sig       ] [1358/3551] Forecasting GDDY...
[2025-12-24T20:22:58.563513] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-12-24T20:22:58.563542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-12-24T20:22:58.575528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2025-12-24T20:22:58.575842] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-12-24T20:22:58.576622] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-12-24T20:22:58.576673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:58.576705] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:58.576743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:58.576801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:58.635994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:58.636993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:58.637074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:58.637107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:58.765224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:58.765415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:58.765478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:58.765518] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:58.769140] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: DOWN (p=9.48%)
[2025-12-24T20:22:58.769454] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-12-24T20:22:58.769793] [INFO ] [sig       ] GDDY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:58.914234] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GDDY.txt
[2025-12-24T20:22:58.914413] [INFO ] [sig       ] [1358/3551] Completed GDDY in 0.4s | 2.86 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-24T20:22:58.914467] [INFO ] [sig       ] [1359/3551] Forecasting GDEN...
[2025-12-24T20:22:58.914503] [INFO ] [sig       ] Generating forecast for: GDEN
[2025-12-24T20:22:58.914534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2025-12-24T20:22:58.926751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2025-12-24T20:22:58.927075] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2025-12-24T20:22:58.927882] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2025-12-24T20:22:58.927936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:58.927968] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:58.927996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:58.928053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:58.984542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:58.985151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:58.985248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:58.985282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:59.106443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:59.106612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:59.106654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:59.106713] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:59.110106] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: DOWN (p=5.25%)
[2025-12-24T20:22:59.110375] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2025-12-24T20:22:59.110497] [INFO ] [sig       ] GDEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:59.253013] [INFO ] [LOCAL     ] Saved forecast: GDEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GDEN.txt
[2025-12-24T20:22:59.253155] [INFO ] [sig       ] [1359/3551] Completed GDEN in 0.3s | 2.86 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-24T20:22:59.253195] [INFO ] [sig       ] [1360/3551] Forecasting GDRX...
[2025-12-24T20:22:59.253224] [INFO ] [sig       ] Generating forecast for: GDRX
[2025-12-24T20:22:59.253254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2025-12-24T20:22:59.264862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2025-12-24T20:22:59.265150] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2025-12-24T20:22:59.266113] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2025-12-24T20:22:59.266165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:59.266196] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:59.266223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:59.266279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:59.327374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:59.328142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:59.328220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:59.328252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:59.446070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:59.446221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:59.446260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:59.446289] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:59.450135] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: DOWN (p=28.97%)
[2025-12-24T20:22:59.450399] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2025-12-24T20:22:59.450520] [INFO ] [sig       ] GDRX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:59.594385] [INFO ] [LOCAL     ] Saved forecast: GDRX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GDRX.txt
[2025-12-24T20:22:59.594514] [INFO ] [sig       ] [1360/3551] Completed GDRX in 0.3s | 2.86 sym/s | Total: 7.9m | ETA: 12.8m
[2025-12-24T20:22:59.594554] [INFO ] [sig       ] [1361/3551] Forecasting GDS...
[2025-12-24T20:22:59.594599] [INFO ] [sig       ] Generating forecast for: GDS
[2025-12-24T20:22:59.594797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2025-12-24T20:22:59.607955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2025-12-24T20:22:59.608236] [INFO ] [FORECASTER] Starting predict_future for GDS
[2025-12-24T20:22:59.608985] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2025-12-24T20:22:59.609036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:59.609068] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:59.609095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:59.609163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:22:59.666198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:22:59.666804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:22:59.666880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:22:59.666912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:22:59.790974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:22:59.791127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:22:59.791166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:22:59.791194] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:22:59.794808] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: DOWN (p=22.90%)
[2025-12-24T20:22:59.795143] [INFO ] [FORECASTER] Completed predict_future for GDS
[2025-12-24T20:22:59.795277] [INFO ] [sig       ] GDS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:22:59.941360] [INFO ] [LOCAL     ] Saved forecast: GDS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GDS.txt
[2025-12-24T20:22:59.941487] [INFO ] [sig       ] [1361/3551] Completed GDS in 0.3s | 2.86 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-24T20:22:59.941526] [INFO ] [sig       ] [1362/3551] Forecasting GDYN...
[2025-12-24T20:22:59.941556] [INFO ] [sig       ] Generating forecast for: GDYN
[2025-12-24T20:22:59.941611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2025-12-24T20:22:59.952648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2025-12-24T20:22:59.952919] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2025-12-24T20:22:59.953671] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2025-12-24T20:22:59.953722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:22:59.953753] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:22:59.953779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:22:59.953836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:00.013824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:00.014603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:00.014719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:00.014766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:00.138694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:00.138850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:00.138893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:00.138922] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:00.142295] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: UP (p=51.36%)
[2025-12-24T20:23:00.142566] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2025-12-24T20:23:00.142704] [INFO ] [sig       ] GDYN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:00.281489] [INFO ] [LOCAL     ] Saved forecast: GDYN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GDYN.txt
[2025-12-24T20:23:00.281635] [INFO ] [sig       ] [1362/3551] Completed GDYN in 0.3s | 2.86 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-24T20:23:00.281676] [INFO ] [sig       ] [1363/3551] Forecasting GE...
[2025-12-24T20:23:00.281707] [INFO ] [sig       ] Generating forecast for: GE
[2025-12-24T20:23:00.281747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-12-24T20:23:00.294451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2025-12-24T20:23:00.294850] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-12-24T20:23:00.295701] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-12-24T20:23:00.295758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:00.295793] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:00.295822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:00.295907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:00.365930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:00.366793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:00.366888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:00.366924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:00.488340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:00.488456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:00.488498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:00.488527] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:00.491838] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: DOWN (p=12.87%)
[2025-12-24T20:23:00.492106] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-12-24T20:23:00.492226] [INFO ] [sig       ] GE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:00.641487] [INFO ] [LOCAL     ] Saved forecast: GE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GE.txt
[2025-12-24T20:23:00.641637] [INFO ] [sig       ] [1363/3551] Completed GE in 0.4s | 2.86 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-24T20:23:00.641679] [INFO ] [sig       ] [1364/3551] Forecasting GECC...
[2025-12-24T20:23:00.641709] [INFO ] [sig       ] Generating forecast for: GECC
[2025-12-24T20:23:00.641739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2025-12-24T20:23:00.654083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2025-12-24T20:23:00.654395] [INFO ] [FORECASTER] Starting predict_future for GECC
[2025-12-24T20:23:00.655170] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2025-12-24T20:23:00.655221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:00.655253] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:00.655280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:00.655335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:00.712646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:00.713252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:00.713330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:00.713361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:00.834860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:00.835020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:00.835059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:00.835085] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:00.838416] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: DOWN (p=26.68%)
[2025-12-24T20:23:00.838708] [INFO ] [FORECASTER] Completed predict_future for GECC
[2025-12-24T20:23:00.838827] [INFO ] [sig       ] GECC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:00.992489] [INFO ] [LOCAL     ] Saved forecast: GECC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GECC.txt
[2025-12-24T20:23:00.992708] [INFO ] [sig       ] [1364/3551] Completed GECC in 0.4s | 2.86 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-24T20:23:00.992751] [INFO ] [sig       ] [1365/3551] Forecasting GEF...
[2025-12-24T20:23:00.992782] [INFO ] [sig       ] Generating forecast for: GEF
[2025-12-24T20:23:00.992813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-12-24T20:23:01.004232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2025-12-24T20:23:01.004629] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-12-24T20:23:01.005419] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-12-24T20:23:01.005472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:01.005505] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:01.005533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:01.005630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:01.065704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:01.066565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:01.066679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:01.066712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:01.190460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:01.190650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:01.190693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:01.190917] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:01.194690] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: DOWN (p=3.57%)
[2025-12-24T20:23:01.195209] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-12-24T20:23:01.195340] [INFO ] [sig       ] GEF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:01.351207] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GEF.txt
[2025-12-24T20:23:01.351369] [INFO ] [sig       ] [1365/3551] Completed GEF in 0.4s | 2.86 sym/s | Total: 7.9m | ETA: 12.7m
[2025-12-24T20:23:01.351409] [INFO ] [sig       ] [1366/3551] Forecasting GEHC...
[2025-12-24T20:23:01.351438] [INFO ] [sig       ] Generating forecast for: GEHC
[2025-12-24T20:23:01.351468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2025-12-24T20:23:01.364133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2025-12-24T20:23:01.364565] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2025-12-24T20:23:01.365455] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2025-12-24T20:23:01.365514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:01.365546] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:01.365607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:01.365670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:01.431970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:01.432844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:01.432971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:01.433006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:01.577368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:01.577553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:01.577613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:01.577644] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:01.581964] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: UP (p=89.12%)
[2025-12-24T20:23:01.582350] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2025-12-24T20:23:01.582503] [INFO ] [sig       ] GEHC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:01.734916] [INFO ] [LOCAL     ] Saved forecast: GEHC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GEHC.txt
[2025-12-24T20:23:01.735075] [INFO ] [sig       ] [1366/3551] Completed GEHC in 0.4s | 2.86 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-24T20:23:01.735116] [INFO ] [sig       ] [1367/3551] Forecasting GEL...
[2025-12-24T20:23:01.735147] [INFO ] [sig       ] Generating forecast for: GEL
[2025-12-24T20:23:01.735176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-12-24T20:23:01.747295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2025-12-24T20:23:01.747694] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-12-24T20:23:01.748462] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-12-24T20:23:01.748514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:01.748545] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:01.748589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:01.748649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:01.807250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:01.808383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:01.808531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:01.808608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:01.932866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:01.933019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:01.933059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:01.933088] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:01.936655] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: DOWN (p=6.36%)
[2025-12-24T20:23:01.936979] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-12-24T20:23:01.937118] [INFO ] [sig       ] GEL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:02.082983] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GEL.txt
[2025-12-24T20:23:02.083140] [INFO ] [sig       ] [1367/3551] Completed GEL in 0.3s | 2.86 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-24T20:23:02.083181] [INFO ] [sig       ] [1368/3551] Forecasting GEN...
[2025-12-24T20:23:02.083210] [INFO ] [sig       ] Generating forecast for: GEN
[2025-12-24T20:23:02.083239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2025-12-24T20:23:02.095321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2025-12-24T20:23:02.095737] [INFO ] [FORECASTER] Starting predict_future for GEN
[2025-12-24T20:23:02.096518] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2025-12-24T20:23:02.096592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:02.096628] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:02.096656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:02.096713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:02.155528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:02.156415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:02.156504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:02.156538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:02.280784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:02.280966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:02.281006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:02.281035] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:02.284439] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: DOWN (p=0.94%)
[2025-12-24T20:23:02.284728] [INFO ] [FORECASTER] Completed predict_future for GEN
[2025-12-24T20:23:02.284848] [INFO ] [sig       ] GEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:02.425751] [INFO ] [LOCAL     ] Saved forecast: GEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GEN.txt
[2025-12-24T20:23:02.425884] [INFO ] [sig       ] [1368/3551] Completed GEN in 0.3s | 2.86 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-24T20:23:02.425923] [INFO ] [sig       ] [1369/3551] Forecasting GENI...
[2025-12-24T20:23:02.425953] [INFO ] [sig       ] Generating forecast for: GENI
[2025-12-24T20:23:02.425982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-12-24T20:23:02.438565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENI'.
[2025-12-24T20:23:02.439119] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-12-24T20:23:02.439907] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-12-24T20:23:02.439958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:02.439991] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:02.440018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:02.440073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:02.497443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:02.498225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:02.498324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:02.498358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:02.614715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:02.614879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:02.614920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:02.614951] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:02.618550] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: UP (p=59.40%)
[2025-12-24T20:23:02.618917] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-12-24T20:23:02.619058] [INFO ] [sig       ] GENI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:02.779350] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GENI.txt
[2025-12-24T20:23:02.779512] [INFO ] [sig       ] [1369/3551] Completed GENI in 0.4s | 2.86 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-24T20:23:02.779551] [INFO ] [sig       ] [1370/3551] Forecasting GENK...
[2025-12-24T20:23:02.779599] [INFO ] [sig       ] Generating forecast for: GENK
[2025-12-24T20:23:02.779631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2025-12-24T20:23:02.790401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2025-12-24T20:23:02.790875] [INFO ] [FORECASTER] Starting predict_future for GENK
[2025-12-24T20:23:02.791629] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2025-12-24T20:23:02.791866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:02.791898] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:02.791924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:02.791979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:02.850114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:02.850983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:02.851069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:02.851103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:02.979375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:02.979598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:02.979644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:02.979673] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:02.984002] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: UP (p=97.05%)
[2025-12-24T20:23:02.984306] [INFO ] [FORECASTER] Completed predict_future for GENK
[2025-12-24T20:23:02.984444] [INFO ] [sig       ] GENK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:03.141852] [INFO ] [LOCAL     ] Saved forecast: GENK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GENK.txt
[2025-12-24T20:23:03.142026] [INFO ] [sig       ] [1370/3551] Completed GENK in 0.4s | 2.86 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-24T20:23:03.142082] [INFO ] [sig       ] [1371/3551] Forecasting GEOS...
[2025-12-24T20:23:03.142114] [INFO ] [sig       ] Generating forecast for: GEOS
[2025-12-24T20:23:03.142144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2025-12-24T20:23:03.154180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2025-12-24T20:23:03.154626] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2025-12-24T20:23:03.155440] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2025-12-24T20:23:03.155531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:03.155567] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:03.155623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:03.155682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:03.213870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:03.214808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:03.214893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:03.214927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:03.332965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:03.333114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:03.333153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:03.333183] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:03.336756] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: DOWN (p=27.90%)
[2025-12-24T20:23:03.337027] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2025-12-24T20:23:03.337155] [INFO ] [sig       ] GEOS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:03.477502] [INFO ] [LOCAL     ] Saved forecast: GEOS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GEOS.txt
[2025-12-24T20:23:03.477653] [INFO ] [sig       ] [1371/3551] Completed GEOS in 0.3s | 2.86 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-24T20:23:03.477696] [INFO ] [sig       ] [1372/3551] Forecasting GERN...
[2025-12-24T20:23:03.477725] [INFO ] [sig       ] Generating forecast for: GERN
[2025-12-24T20:23:03.477755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2025-12-24T20:23:03.489797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2025-12-24T20:23:03.490101] [INFO ] [FORECASTER] Starting predict_future for GERN
[2025-12-24T20:23:03.490872] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2025-12-24T20:23:03.490924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:03.490956] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:03.490983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:03.491040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:03.549797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:03.550563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:03.550675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:03.550708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:03.668262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:03.668409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:03.668447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:03.668476] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:03.672008] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: DOWN (p=36.61%)
[2025-12-24T20:23:03.672279] [INFO ] [FORECASTER] Completed predict_future for GERN
[2025-12-24T20:23:03.672402] [INFO ] [sig       ] GERN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:03.810599] [INFO ] [LOCAL     ] Saved forecast: GERN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GERN.txt
[2025-12-24T20:23:03.810741] [INFO ] [sig       ] [1372/3551] Completed GERN in 0.3s | 2.86 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-24T20:23:03.810782] [INFO ] [sig       ] [1373/3551] Forecasting GES...
[2025-12-24T20:23:03.810811] [INFO ] [sig       ] Generating forecast for: GES
[2025-12-24T20:23:03.810841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-12-24T20:23:03.823216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GES'.
[2025-12-24T20:23:03.823542] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-12-24T20:23:03.824332] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-12-24T20:23:03.824384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:03.824450] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:03.824478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:03.824535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:03.881666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:03.882481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:03.882564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:03.882616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:03.999002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:03.999152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:03.999191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:03.999219] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:04.002618] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: UP (p=69.32%)
[2025-12-24T20:23:04.002885] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-12-24T20:23:04.003001] [INFO ] [sig       ] GES: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:04.140584] [INFO ] [LOCAL     ] Saved forecast: GES	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GES.txt
[2025-12-24T20:23:04.140713] [INFO ] [sig       ] [1373/3551] Completed GES in 0.3s | 2.86 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-24T20:23:04.140753] [INFO ] [sig       ] [1374/3551] Forecasting GEVO...
[2025-12-24T20:23:04.140782] [INFO ] [sig       ] Generating forecast for: GEVO
[2025-12-24T20:23:04.140811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2025-12-24T20:23:04.153207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2025-12-24T20:23:04.153524] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2025-12-24T20:23:04.154282] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2025-12-24T20:23:04.154333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:04.154365] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:04.154391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:04.154447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:04.213191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:04.213962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:04.214048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:04.214081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:04.336658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:04.336991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:04.337029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:04.337058] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:04.340384] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: UP (p=97.81%)
[2025-12-24T20:23:04.340669] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2025-12-24T20:23:04.340792] [INFO ] [sig       ] GEVO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:04.480125] [INFO ] [LOCAL     ] Saved forecast: GEVO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GEVO.txt
[2025-12-24T20:23:04.480252] [INFO ] [sig       ] [1374/3551] Completed GEVO in 0.3s | 2.86 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-24T20:23:04.480297] [INFO ] [sig       ] [1375/3551] Forecasting GFF...
[2025-12-24T20:23:04.480327] [INFO ] [sig       ] Generating forecast for: GFF
[2025-12-24T20:23:04.480356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-12-24T20:23:04.494870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2025-12-24T20:23:04.495272] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-12-24T20:23:04.496260] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-12-24T20:23:04.496311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:04.496343] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:04.496369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:04.496425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:04.556007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:04.557044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:04.557194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:04.557226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:04.682804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:04.682961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:04.683000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:04.683030] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:04.686389] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: DOWN (p=15.06%)
[2025-12-24T20:23:04.686678] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-12-24T20:23:04.686801] [INFO ] [sig       ] GFF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:04.830665] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GFF.txt
[2025-12-24T20:23:04.830790] [INFO ] [sig       ] [1375/3551] Completed GFF in 0.4s | 2.86 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-24T20:23:04.830829] [INFO ] [sig       ] [1376/3551] Forecasting GFI...
[2025-12-24T20:23:04.830860] [INFO ] [sig       ] Generating forecast for: GFI
[2025-12-24T20:23:04.830891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-12-24T20:23:04.842487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2025-12-24T20:23:04.842778] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-12-24T20:23:04.843592] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-12-24T20:23:04.843647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:04.843679] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:04.843707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:04.843765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:04.903427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:04.904246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:04.904332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:04.904366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:05.034921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:05.035093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:05.035136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:05.035212] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:05.038924] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: DOWN (p=22.64%)
[2025-12-24T20:23:05.039275] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-12-24T20:23:05.039432] [INFO ] [sig       ] GFI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:05.187487] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GFI.txt
[2025-12-24T20:23:05.187659] [INFO ] [sig       ] [1376/3551] Completed GFI in 0.4s | 2.86 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-24T20:23:05.187701] [INFO ] [sig       ] [1377/3551] Forecasting GFL...
[2025-12-24T20:23:05.187731] [INFO ] [sig       ] Generating forecast for: GFL
[2025-12-24T20:23:05.187761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-12-24T20:23:05.200843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2025-12-24T20:23:05.201283] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-12-24T20:23:05.202216] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-12-24T20:23:05.202271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:05.202304] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:05.202338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:05.202407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:05.268806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:05.269715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:05.269804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:05.269838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:05.394464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:05.394635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:05.394678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:05.394707] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:05.398147] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: DOWN (p=4.90%)
[2025-12-24T20:23:05.398437] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-12-24T20:23:05.398566] [INFO ] [sig       ] GFL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:05.546865] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GFL.txt
[2025-12-24T20:23:05.547028] [INFO ] [sig       ] [1377/3551] Completed GFL in 0.4s | 2.86 sym/s | Total: 8.0m | ETA: 12.7m
[2025-12-24T20:23:05.547068] [INFO ] [sig       ] [1378/3551] Forecasting GFS...
[2025-12-24T20:23:05.547098] [INFO ] [sig       ] Generating forecast for: GFS
[2025-12-24T20:23:05.547128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2025-12-24T20:23:05.558969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2025-12-24T20:23:05.559388] [INFO ] [FORECASTER] Starting predict_future for GFS
[2025-12-24T20:23:05.560199] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2025-12-24T20:23:05.560252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:05.560284] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:05.560311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:05.560368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:05.620042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:05.620987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:05.621071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:05.621104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:05.741009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:05.741165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:05.741223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:05.741254] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:05.744633] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: UP (p=98.39%)
[2025-12-24T20:23:05.745064] [INFO ] [FORECASTER] Completed predict_future for GFS
[2025-12-24T20:23:05.745189] [INFO ] [sig       ] GFS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:05.917642] [INFO ] [LOCAL     ] Saved forecast: GFS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GFS.txt
[2025-12-24T20:23:05.917841] [INFO ] [sig       ] [1378/3551] Completed GFS in 0.4s | 2.86 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-24T20:23:05.917887] [INFO ] [sig       ] [1379/3551] Forecasting GGAL...
[2025-12-24T20:23:05.917922] [INFO ] [sig       ] Generating forecast for: GGAL
[2025-12-24T20:23:05.917959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2025-12-24T20:23:05.931721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2025-12-24T20:23:05.932101] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2025-12-24T20:23:05.933006] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2025-12-24T20:23:05.933064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:05.933101] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:05.933133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:05.933205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:06.003226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:06.004180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:06.004283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:06.004322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:06.152931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:06.153097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:06.153142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:06.153204] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:06.157271] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: UP (p=90.36%)
[2025-12-24T20:23:06.157603] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2025-12-24T20:23:06.157746] [INFO ] [sig       ] GGAL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:06.347027] [INFO ] [LOCAL     ] Saved forecast: GGAL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GGAL.txt
[2025-12-24T20:23:06.347242] [INFO ] [sig       ] [1379/3551] Completed GGAL in 0.4s | 2.86 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-24T20:23:06.347288] [INFO ] [sig       ] [1380/3551] Forecasting GGB...
[2025-12-24T20:23:06.347324] [INFO ] [sig       ] Generating forecast for: GGB
[2025-12-24T20:23:06.347360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-12-24T20:23:06.360941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2025-12-24T20:23:06.361327] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-12-24T20:23:06.362248] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-12-24T20:23:06.362308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:06.362344] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:06.362376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:06.362448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:06.445107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:06.446098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:06.446194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:06.446232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:06.584903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:06.585094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:06.585160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:06.585208] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:06.590520] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: DOWN (p=12.25%)
[2025-12-24T20:23:06.590985] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-12-24T20:23:06.591174] [INFO ] [sig       ] GGB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:06.824708] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GGB.txt
[2025-12-24T20:23:06.824925] [INFO ] [sig       ] [1380/3551] Completed GGB in 0.5s | 2.86 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-24T20:23:06.824993] [INFO ] [sig       ] [1381/3551] Forecasting GGG...
[2025-12-24T20:23:06.825046] [INFO ] [sig       ] Generating forecast for: GGG
[2025-12-24T20:23:06.825099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-12-24T20:23:06.841434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2025-12-24T20:23:06.841949] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-12-24T20:23:06.843000] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-12-24T20:23:06.843064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:06.843102] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:06.843136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:06.843209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:06.909788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:06.910727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:06.910817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:06.910851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:07.092056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:07.092296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:07.092365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:07.092416] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:07.097999] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: DOWN (p=26.68%)
[2025-12-24T20:23:07.098508] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-12-24T20:23:07.098747] [INFO ] [sig       ] GGG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:07.286232] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GGG.txt
[2025-12-24T20:23:07.286417] [INFO ] [sig       ] [1381/3551] Completed GGG in 0.5s | 2.86 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-24T20:23:07.286461] [INFO ] [sig       ] [1382/3551] Forecasting GGLL...
[2025-12-24T20:23:07.286494] [INFO ] [sig       ] Generating forecast for: GGLL
[2025-12-24T20:23:07.286525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2025-12-24T20:23:07.303884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2025-12-24T20:23:07.304424] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2025-12-24T20:23:07.305715] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2025-12-24T20:23:07.305797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:07.305861] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:07.305902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:07.305990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:07.388340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:07.389377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:07.389514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:07.389564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:07.520388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:07.520564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:07.520630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:07.520660] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:07.524415] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: DOWN (p=6.95%)
[2025-12-24T20:23:07.524775] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2025-12-24T20:23:07.524942] [INFO ] [sig       ] GGLL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:07.688914] [INFO ] [LOCAL     ] Saved forecast: GGLL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GGLL.txt
[2025-12-24T20:23:07.689087] [INFO ] [sig       ] [1382/3551] Completed GGLL in 0.4s | 2.86 sym/s | Total: 8.0m | ETA: 12.6m
[2025-12-24T20:23:07.689129] [INFO ] [sig       ] [1383/3551] Forecasting GGLS...
[2025-12-24T20:23:07.689161] [INFO ] [sig       ] Generating forecast for: GGLS
[2025-12-24T20:23:07.689191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2025-12-24T20:23:07.702413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2025-12-24T20:23:07.702880] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2025-12-24T20:23:07.703866] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2025-12-24T20:23:07.703934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:07.703980] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:07.704021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:07.704105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:07.768022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:07.768893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:07.769013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:07.769049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:07.903764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:07.903922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:07.903964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:07.903994] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:07.907955] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: UP (p=99.44%)
[2025-12-24T20:23:07.908336] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2025-12-24T20:23:07.908487] [INFO ] [sig       ] GGLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:08.074175] [INFO ] [LOCAL     ] Saved forecast: GGLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GGLS.txt
[2025-12-24T20:23:08.074342] [INFO ] [sig       ] [1383/3551] Completed GGLS in 0.4s | 2.86 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-24T20:23:08.074400] [INFO ] [sig       ] [1384/3551] Forecasting GH...
[2025-12-24T20:23:08.074437] [INFO ] [sig       ] Generating forecast for: GH
[2025-12-24T20:23:08.074470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2025-12-24T20:23:08.087113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2025-12-24T20:23:08.087543] [INFO ] [FORECASTER] Starting predict_future for GH
[2025-12-24T20:23:08.088484] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2025-12-24T20:23:08.088548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:08.088605] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:08.088635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:08.088692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:08.149976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:08.150867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:08.150956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:08.150990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:08.278199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:08.278368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:08.278413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:08.278444] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:08.282010] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: DOWN (p=2.14%)
[2025-12-24T20:23:08.282287] [INFO ] [FORECASTER] Completed predict_future for GH
[2025-12-24T20:23:08.282413] [INFO ] [sig       ] GH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:08.425793] [INFO ] [LOCAL     ] Saved forecast: GH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GH.txt
[2025-12-24T20:23:08.425942] [INFO ] [sig       ] [1384/3551] Completed GH in 0.4s | 2.86 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-24T20:23:08.425984] [INFO ] [sig       ] [1385/3551] Forecasting GHI...
[2025-12-24T20:23:08.426015] [INFO ] [sig       ] Generating forecast for: GHI
[2025-12-24T20:23:08.426046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-12-24T20:23:08.437874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2025-12-24T20:23:08.438221] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-12-24T20:23:08.438997] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-12-24T20:23:08.439048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:08.439080] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:08.439107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:08.439163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:08.497157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:08.498031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:08.498119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:08.498153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:08.617778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:08.617929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:08.617969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:08.617999] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:08.621448] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-12-24T20:23:08.621756] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-12-24T20:23:08.621884] [INFO ] [sig       ] GHI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:08.762312] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GHI.txt
[2025-12-24T20:23:08.762466] [INFO ] [sig       ] [1385/3551] Completed GHI in 0.3s | 2.86 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-24T20:23:08.762506] [INFO ] [sig       ] [1386/3551] Forecasting GHM...
[2025-12-24T20:23:08.762543] [INFO ] [sig       ] Generating forecast for: GHM
[2025-12-24T20:23:08.762593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-12-24T20:23:08.774356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHM'.
[2025-12-24T20:23:08.774717] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-12-24T20:23:08.775472] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-12-24T20:23:08.775524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:08.775561] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:08.775642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:08.775706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:08.839863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:08.840896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:08.840992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:08.841025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:08.965392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:08.965550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:08.965611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:08.965642] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:08.969129] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-24T20:23:08.969451] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-12-24T20:23:08.969601] [INFO ] [sig       ] GHM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:09.113684] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GHM.txt
[2025-12-24T20:23:09.113869] [INFO ] [sig       ] [1386/3551] Completed GHM in 0.4s | 2.86 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-24T20:23:09.113911] [INFO ] [sig       ] [1387/3551] Forecasting GHRS...
[2025-12-24T20:23:09.113944] [INFO ] [sig       ] Generating forecast for: GHRS
[2025-12-24T20:23:09.113975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2025-12-24T20:23:09.126615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2025-12-24T20:23:09.126958] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2025-12-24T20:23:09.127778] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2025-12-24T20:23:09.127831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:09.127864] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:09.127892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:09.127950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:09.192171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:09.193058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:09.193147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:09.193193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:09.328038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:09.328200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:09.328247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:09.328278] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:09.331806] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: UP (p=63.99%)
[2025-12-24T20:23:09.332085] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2025-12-24T20:23:09.332213] [INFO ] [sig       ] GHRS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:09.476585] [INFO ] [LOCAL     ] Saved forecast: GHRS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GHRS.txt
[2025-12-24T20:23:09.476731] [INFO ] [sig       ] [1387/3551] Completed GHRS in 0.4s | 2.86 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-24T20:23:09.476772] [INFO ] [sig       ] [1388/3551] Forecasting GHY...
[2025-12-24T20:23:09.476804] [INFO ] [sig       ] Generating forecast for: GHY
[2025-12-24T20:23:09.476837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-12-24T20:23:09.489651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2025-12-24T20:23:09.490015] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-12-24T20:23:09.490832] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-12-24T20:23:09.490886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:09.491113] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:09.491141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:09.491200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:09.554395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:09.555363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:09.555445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:09.555478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:09.677488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:09.677665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:09.677711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:09.677740] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:09.681519] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=60.61%)
[2025-12-24T20:23:09.681841] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-12-24T20:23:09.681986] [INFO ] [sig       ] GHY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:09.826564] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GHY.txt
[2025-12-24T20:23:09.826721] [INFO ] [sig       ] [1388/3551] Completed GHY in 0.3s | 2.86 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-24T20:23:09.826768] [INFO ] [sig       ] [1389/3551] Forecasting GIB...
[2025-12-24T20:23:09.826812] [INFO ] [sig       ] Generating forecast for: GIB
[2025-12-24T20:23:09.826847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-12-24T20:23:09.839527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIB'.
[2025-12-24T20:23:09.839908] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-12-24T20:23:09.840819] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-12-24T20:23:09.840879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:09.840917] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:09.840949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:09.841019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:09.899405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:09.900092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:09.900176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:09.900209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:10.029872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:10.030030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:10.030071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:10.030120] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:10.033654] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: UP (p=64.19%)
[2025-12-24T20:23:10.033944] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-12-24T20:23:10.034074] [INFO ] [sig       ] GIB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:10.214105] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GIB.txt
[2025-12-24T20:23:10.214279] [INFO ] [sig       ] [1389/3551] Completed GIB in 0.4s | 2.86 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-24T20:23:10.214334] [INFO ] [sig       ] [1390/3551] Forecasting GIFI...
[2025-12-24T20:23:10.214376] [INFO ] [sig       ] Generating forecast for: GIFI
[2025-12-24T20:23:10.214421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'.
[2025-12-24T20:23:10.229122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIFI'.
[2025-12-24T20:23:10.229512] [INFO ] [FORECASTER] Starting predict_future for GIFI
[2025-12-24T20:23:10.230448] [DEBUG] [LOCAL     ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt
[2025-12-24T20:23:10.230504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:10.230562] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:10.230618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:10.230687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:10.288607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:10.289461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:10.289549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:10.289602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:10.404710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:10.404862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:10.404902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:10.404931] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:10.408257] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: UP (p=89.13%)
[2025-12-24T20:23:10.408531] [INFO ] [FORECASTER] Completed predict_future for GIFI
[2025-12-24T20:23:10.408671] [INFO ] [sig       ] GIFI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:10.549272] [INFO ] [LOCAL     ] Saved forecast: GIFI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GIFI.txt
[2025-12-24T20:23:10.549415] [INFO ] [sig       ] [1390/3551] Completed GIFI in 0.3s | 2.86 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-24T20:23:10.549455] [INFO ] [sig       ] [1391/3551] Forecasting GIII...
[2025-12-24T20:23:10.549484] [INFO ] [sig       ] Generating forecast for: GIII
[2025-12-24T20:23:10.549513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2025-12-24T20:23:10.561216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2025-12-24T20:23:10.561490] [INFO ] [FORECASTER] Starting predict_future for GIII
[2025-12-24T20:23:10.562239] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2025-12-24T20:23:10.562291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:10.562323] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:10.562350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:10.562405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:10.618097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:10.618794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:10.618872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:10.618905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:10.740700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:10.740854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:10.740895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:10.741120] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:10.745194] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: UP (p=90.10%)
[2025-12-24T20:23:10.745472] [INFO ] [FORECASTER] Completed predict_future for GIII
[2025-12-24T20:23:10.745628] [INFO ] [sig       ] GIII: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:10.903399] [INFO ] [LOCAL     ] Saved forecast: GIII	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GIII.txt
[2025-12-24T20:23:10.903565] [INFO ] [sig       ] [1391/3551] Completed GIII in 0.4s | 2.86 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-24T20:23:10.903625] [INFO ] [sig       ] [1392/3551] Forecasting GIL...
[2025-12-24T20:23:10.903656] [INFO ] [sig       ] Generating forecast for: GIL
[2025-12-24T20:23:10.903685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-12-24T20:23:10.915816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIL'.
[2025-12-24T20:23:10.916135] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-12-24T20:23:10.916894] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-12-24T20:23:10.916946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:10.916978] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:10.917004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:10.917060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:10.975049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:10.975684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:10.975764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:10.975795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:11.098612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:11.098770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:11.098811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:11.098838] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:11.102515] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: DOWN (p=3.88%)
[2025-12-24T20:23:11.102807] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-12-24T20:23:11.103116] [INFO ] [sig       ] GIL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:11.245362] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GIL.txt
[2025-12-24T20:23:11.245495] [INFO ] [sig       ] [1392/3551] Completed GIL in 0.3s | 2.86 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-24T20:23:11.245533] [INFO ] [sig       ] [1393/3551] Forecasting GILD...
[2025-12-24T20:23:11.245563] [INFO ] [sig       ] Generating forecast for: GILD
[2025-12-24T20:23:11.245613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2025-12-24T20:23:11.257986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2025-12-24T20:23:11.258458] [INFO ] [FORECASTER] Starting predict_future for GILD
[2025-12-24T20:23:11.259217] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2025-12-24T20:23:11.259268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:11.259299] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:11.259360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:11.259430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:11.315608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:11.316386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:11.316466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:11.316499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:11.438759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:11.438910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:11.438949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:11.439008] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:11.442359] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-12-24T20:23:11.442641] [INFO ] [FORECASTER] Completed predict_future for GILD
[2025-12-24T20:23:11.442765] [INFO ] [sig       ] GILD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:11.583049] [INFO ] [LOCAL     ] Saved forecast: GILD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GILD.txt
[2025-12-24T20:23:11.583184] [INFO ] [sig       ] [1393/3551] Completed GILD in 0.3s | 2.86 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-24T20:23:11.583224] [INFO ] [sig       ] [1394/3551] Forecasting GIS...
[2025-12-24T20:23:11.583253] [INFO ] [sig       ] Generating forecast for: GIS
[2025-12-24T20:23:11.583282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-12-24T20:23:11.594938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2025-12-24T20:23:11.595217] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-12-24T20:23:11.595987] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-12-24T20:23:11.596039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:11.596070] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:11.596098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:11.596154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:11.652846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:11.653553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:11.653650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:11.653683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:11.774094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:11.774258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:11.774301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:11.774332] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:11.778106] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: DOWN (p=13.40%)
[2025-12-24T20:23:11.778398] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-12-24T20:23:11.778528] [INFO ] [sig       ] GIS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:11.933240] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GIS.txt
[2025-12-24T20:23:11.933394] [INFO ] [sig       ] [1394/3551] Completed GIS in 0.4s | 2.86 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-24T20:23:11.933433] [INFO ] [sig       ] [1395/3551] Forecasting GKOS...
[2025-12-24T20:23:11.933464] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-12-24T20:23:11.933493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-12-24T20:23:11.944362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2025-12-24T20:23:11.944660] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-12-24T20:23:11.945396] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-12-24T20:23:11.945457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:11.945490] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:11.945517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:11.945592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:12.002983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:12.003858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:12.003946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:12.003978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:12.125443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:12.125609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:12.125649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:12.125678] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:12.128959] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: DOWN (p=17.71%)
[2025-12-24T20:23:12.129224] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-12-24T20:23:12.129440] [INFO ] [sig       ] GKOS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:12.270901] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GKOS.txt
[2025-12-24T20:23:12.271046] [INFO ] [sig       ] [1395/3551] Completed GKOS in 0.3s | 2.86 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-24T20:23:12.271086] [INFO ] [sig       ] [1396/3551] Forecasting GL...
[2025-12-24T20:23:12.271115] [INFO ] [sig       ] Generating forecast for: GL
[2025-12-24T20:23:12.271145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-12-24T20:23:12.283003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2025-12-24T20:23:12.283315] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-12-24T20:23:12.284150] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-12-24T20:23:12.284204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:12.284238] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:12.284266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:12.284324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:12.345453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:12.346331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:12.346419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:12.346455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:12.473992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:12.474155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:12.474198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:12.474227] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:12.477878] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: DOWN (p=21.60%)
[2025-12-24T20:23:12.478226] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-12-24T20:23:12.478371] [INFO ] [sig       ] GL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:12.626416] [INFO ] [LOCAL     ] Saved forecast: GL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GL.txt
[2025-12-24T20:23:12.626591] [INFO ] [sig       ] [1396/3551] Completed GL in 0.4s | 2.86 sym/s | Total: 8.1m | ETA: 12.6m
[2025-12-24T20:23:12.626634] [INFO ] [sig       ] [1397/3551] Forecasting GLAD...
[2025-12-24T20:23:12.626665] [INFO ] [sig       ] Generating forecast for: GLAD
[2025-12-24T20:23:12.626695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2025-12-24T20:23:12.638125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2025-12-24T20:23:12.638432] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2025-12-24T20:23:12.639202] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2025-12-24T20:23:12.639255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:12.639287] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:12.639343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:12.639402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:12.694765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:12.695383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:12.695463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:12.695495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:12.810204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:12.810356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:12.810395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:12.810424] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:12.813812] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: UP (p=57.92%)
[2025-12-24T20:23:12.814093] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2025-12-24T20:23:12.814213] [INFO ] [sig       ] GLAD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:12.956284] [INFO ] [LOCAL     ] Saved forecast: GLAD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GLAD.txt
[2025-12-24T20:23:12.956436] [INFO ] [sig       ] [1397/3551] Completed GLAD in 0.3s | 2.86 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-24T20:23:12.956477] [INFO ] [sig       ] [1398/3551] Forecasting GLBE...
[2025-12-24T20:23:12.956508] [INFO ] [sig       ] Generating forecast for: GLBE
[2025-12-24T20:23:12.956538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2025-12-24T20:23:12.968491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2025-12-24T20:23:12.968823] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2025-12-24T20:23:12.969864] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2025-12-24T20:23:12.969917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:12.970145] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:12.970173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:12.970230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:13.026492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:13.027246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:13.027326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:13.027359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:13.159236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:13.159417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:13.159458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:13.159487] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:13.163230] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: DOWN (p=30.10%)
[2025-12-24T20:23:13.163555] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2025-12-24T20:23:13.163741] [INFO ] [sig       ] GLBE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:13.314724] [INFO ] [LOCAL     ] Saved forecast: GLBE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GLBE.txt
[2025-12-24T20:23:13.314874] [INFO ] [sig       ] [1398/3551] Completed GLBE in 0.4s | 2.86 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-24T20:23:13.314918] [INFO ] [sig       ] [1399/3551] Forecasting GLBS...
[2025-12-24T20:23:13.314947] [INFO ] [sig       ] Generating forecast for: GLBS
[2025-12-24T20:23:13.314977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2025-12-24T20:23:13.326834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2025-12-24T20:23:13.327155] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2025-12-24T20:23:13.327954] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2025-12-24T20:23:13.328007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:13.328040] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:13.328067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:13.328123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:13.384887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:13.385685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:13.385770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:13.385805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:13.496692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:13.496839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:13.496879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:13.496908] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:13.500246] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: UP (p=90.45%)
[2025-12-24T20:23:13.500518] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2025-12-24T20:23:13.500661] [INFO ] [sig       ] GLBS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:13.638268] [INFO ] [LOCAL     ] Saved forecast: GLBS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GLBS.txt
[2025-12-24T20:23:13.638409] [INFO ] [sig       ] [1399/3551] Completed GLBS in 0.3s | 2.86 sym/s | Total: 8.1m | ETA: 12.5m
[2025-12-24T20:23:13.638450] [INFO ] [sig       ] [1400/3551] Forecasting GLDD...
[2025-12-24T20:23:13.638481] [INFO ] [sig       ] Generating forecast for: GLDD
[2025-12-24T20:23:13.638510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2025-12-24T20:23:13.650966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2025-12-24T20:23:13.651325] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2025-12-24T20:23:13.652153] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2025-12-24T20:23:13.652204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:13.652236] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:13.652263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:13.652319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:13.707711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:13.708331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:13.708459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:13.708510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:13.831314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:13.831477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:13.831519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:13.831547] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:13.834978] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: DOWN (p=2.77%)
[2025-12-24T20:23:13.835277] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2025-12-24T20:23:13.835404] [INFO ] [sig       ] GLDD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:13.975432] [INFO ] [LOCAL     ] Saved forecast: GLDD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GLDD.txt
[2025-12-24T20:23:13.975617] [INFO ] [sig       ] [1400/3551] Completed GLDD in 0.3s | 2.86 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-24T20:23:13.975661] [INFO ] [sig       ] [1401/3551] Forecasting GLNG...
[2025-12-24T20:23:13.975693] [INFO ] [sig       ] Generating forecast for: GLNG
[2025-12-24T20:23:13.975723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2025-12-24T20:23:13.987882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2025-12-24T20:23:13.988235] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2025-12-24T20:23:13.989009] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2025-12-24T20:23:13.989061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:13.989092] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:13.989118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:13.989173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:14.045241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:14.045958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:14.046038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:14.046070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:14.164442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:14.164614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:14.164655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:14.164685] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:14.168007] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: DOWN (p=46.03%)
[2025-12-24T20:23:14.168277] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2025-12-24T20:23:14.168400] [INFO ] [sig       ] GLNG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:14.310973] [INFO ] [LOCAL     ] Saved forecast: GLNG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GLNG.txt
[2025-12-24T20:23:14.311114] [INFO ] [sig       ] [1401/3551] Completed GLNG in 0.3s | 2.86 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-24T20:23:14.311154] [INFO ] [sig       ] [1402/3551] Forecasting GLOB...
[2025-12-24T20:23:14.311183] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-12-24T20:23:14.311212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-12-24T20:23:14.326545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2025-12-24T20:23:14.326903] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-12-24T20:23:14.327668] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-12-24T20:23:14.327720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:14.327752] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:14.327781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:14.327838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:14.383166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:14.383933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:14.384018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:14.384050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:14.501200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:14.501377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:14.501418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:14.501447] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:14.504982] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: UP (p=97.68%)
[2025-12-24T20:23:14.505271] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-12-24T20:23:14.505409] [INFO ] [sig       ] GLOB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:14.644558] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GLOB.txt
[2025-12-24T20:23:14.644728] [INFO ] [sig       ] [1402/3551] Completed GLOB in 0.3s | 2.86 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-24T20:23:14.644770] [INFO ] [sig       ] [1403/3551] Forecasting GLP...
[2025-12-24T20:23:14.644800] [INFO ] [sig       ] Generating forecast for: GLP
[2025-12-24T20:23:14.644829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-12-24T20:23:14.655991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2025-12-24T20:23:14.656294] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-12-24T20:23:14.657059] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-12-24T20:23:14.657111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:14.657144] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:14.657171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:14.657228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:14.713311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:14.713981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:14.714062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:14.714095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:14.836559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:14.836719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:14.836759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:14.836792] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:14.840160] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: UP (p=97.39%)
[2025-12-24T20:23:14.840452] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-12-24T20:23:14.840599] [INFO ] [sig       ] GLP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:14.981757] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GLP.txt
[2025-12-24T20:23:14.981919] [INFO ] [sig       ] [1403/3551] Completed GLP in 0.3s | 2.86 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-24T20:23:14.981961] [INFO ] [sig       ] [1404/3551] Forecasting GLPG...
[2025-12-24T20:23:14.981991] [INFO ] [sig       ] Generating forecast for: GLPG
[2025-12-24T20:23:14.982021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2025-12-24T20:23:14.993141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2025-12-24T20:23:14.993444] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2025-12-24T20:23:14.994211] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2025-12-24T20:23:14.994264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:14.994297] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:14.994324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:14.994380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:15.050617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:15.051532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:15.051631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:15.051666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:15.173807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:15.173962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:15.174003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:15.174031] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:15.177415] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: DOWN (p=18.06%)
[2025-12-24T20:23:15.177710] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2025-12-24T20:23:15.177834] [INFO ] [sig       ] GLPG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:15.314336] [INFO ] [LOCAL     ] Saved forecast: GLPG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GLPG.txt
[2025-12-24T20:23:15.314477] [INFO ] [sig       ] [1404/3551] Completed GLPG in 0.3s | 2.86 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-24T20:23:15.314518] [INFO ] [sig       ] [1405/3551] Forecasting GLPI...
[2025-12-24T20:23:15.314548] [INFO ] [sig       ] Generating forecast for: GLPI
[2025-12-24T20:23:15.314601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2025-12-24T20:23:15.326782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2025-12-24T20:23:15.327143] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2025-12-24T20:23:15.327922] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2025-12-24T20:23:15.327973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:15.328004] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:15.328031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:15.328087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:15.386601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:15.387457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:15.387544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:15.387598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:15.505585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:15.505740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:15.505782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:15.505812] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:15.509193] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: DOWN (p=2.31%)
[2025-12-24T20:23:15.509487] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2025-12-24T20:23:15.509630] [INFO ] [sig       ] GLPI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:15.652932] [INFO ] [LOCAL     ] Saved forecast: GLPI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GLPI.txt
[2025-12-24T20:23:15.653106] [INFO ] [sig       ] [1405/3551] Completed GLPI in 0.3s | 2.86 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-24T20:23:15.653149] [INFO ] [sig       ] [1406/3551] Forecasting GLRE...
[2025-12-24T20:23:15.653180] [INFO ] [sig       ] Generating forecast for: GLRE
[2025-12-24T20:23:15.653210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2025-12-24T20:23:15.666004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2025-12-24T20:23:15.666393] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2025-12-24T20:23:15.667180] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2025-12-24T20:23:15.667235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:15.667282] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:15.667310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:15.667367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:15.725190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:15.726058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:15.726145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:15.726179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:15.844904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:15.845061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:15.845101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:15.845132] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:15.848782] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: DOWN (p=33.50%)
[2025-12-24T20:23:15.849134] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2025-12-24T20:23:15.849270] [INFO ] [sig       ] GLRE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:15.992997] [INFO ] [LOCAL     ] Saved forecast: GLRE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GLRE.txt
[2025-12-24T20:23:15.993127] [INFO ] [sig       ] [1406/3551] Completed GLRE in 0.3s | 2.86 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-24T20:23:15.993166] [INFO ] [sig       ] [1407/3551] Forecasting GLSI...
[2025-12-24T20:23:15.993196] [INFO ] [sig       ] Generating forecast for: GLSI
[2025-12-24T20:23:15.993225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2025-12-24T20:23:16.004894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2025-12-24T20:23:16.005386] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2025-12-24T20:23:16.006167] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2025-12-24T20:23:16.006220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:16.006277] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:16.006305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:16.006362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:16.064893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:16.065777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:16.065860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:16.065892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:16.189698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:16.189856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:16.189898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:16.189927] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:16.193393] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: DOWN (p=25.12%)
[2025-12-24T20:23:16.193744] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2025-12-24T20:23:16.193906] [INFO ] [sig       ] GLSI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:16.340898] [INFO ] [LOCAL     ] Saved forecast: GLSI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GLSI.txt
[2025-12-24T20:23:16.341063] [INFO ] [sig       ] [1407/3551] Completed GLSI in 0.3s | 2.86 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-24T20:23:16.341103] [INFO ] [sig       ] [1408/3551] Forecasting GLTO...
[2025-12-24T20:23:16.341133] [INFO ] [sig       ] Generating forecast for: GLTO
[2025-12-24T20:23:16.341163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2025-12-24T20:23:16.355320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2025-12-24T20:23:16.355820] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2025-12-24T20:23:16.357138] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2025-12-24T20:23:16.357209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:16.357259] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:16.357302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:16.357391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:16.423332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:16.424371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:16.424458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:16.424492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:16.539766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:16.539919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:16.539960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:16.539989] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:16.543656] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: UP (p=52.22%)
[2025-12-24T20:23:16.543924] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2025-12-24T20:23:16.544046] [INFO ] [sig       ] GLTO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:16.681785] [INFO ] [LOCAL     ] Saved forecast: GLTO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GLTO.txt
[2025-12-24T20:23:16.681922] [INFO ] [sig       ] [1408/3551] Completed GLTO in 0.3s | 2.86 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-24T20:23:16.681964] [INFO ] [sig       ] [1409/3551] Forecasting GLUE...
[2025-12-24T20:23:16.681994] [INFO ] [sig       ] Generating forecast for: GLUE
[2025-12-24T20:23:16.682024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2025-12-24T20:23:16.694262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2025-12-24T20:23:16.694616] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2025-12-24T20:23:16.695369] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2025-12-24T20:23:16.695421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:16.695454] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:16.695480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:16.695536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:16.750756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:16.751543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:16.751645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:16.751679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:16.870733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:16.870888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:16.870927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:16.870956] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:16.874315] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-12-24T20:23:16.874601] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2025-12-24T20:23:16.874722] [INFO ] [sig       ] GLUE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:17.020986] [INFO ] [LOCAL     ] Saved forecast: GLUE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GLUE.txt
[2025-12-24T20:23:17.021172] [INFO ] [sig       ] [1409/3551] Completed GLUE in 0.3s | 2.86 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-24T20:23:17.021231] [INFO ] [sig       ] [1410/3551] Forecasting GMAB...
[2025-12-24T20:23:17.021277] [INFO ] [sig       ] Generating forecast for: GMAB
[2025-12-24T20:23:17.021311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2025-12-24T20:23:17.035568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2025-12-24T20:23:17.036125] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2025-12-24T20:23:17.037171] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2025-12-24T20:23:17.037236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:17.037273] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:17.037302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:17.037362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:17.099498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:17.100478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:17.100592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:17.100627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:17.223378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:17.223534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:17.223592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:17.223674] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:17.227292] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: UP (p=65.34%)
[2025-12-24T20:23:17.227603] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2025-12-24T20:23:17.227735] [INFO ] [sig       ] GMAB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:17.370106] [INFO ] [LOCAL     ] Saved forecast: GMAB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GMAB.txt
[2025-12-24T20:23:17.370263] [INFO ] [sig       ] [1410/3551] Completed GMAB in 0.3s | 2.86 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-24T20:23:17.370304] [INFO ] [sig       ] [1411/3551] Forecasting GME...
[2025-12-24T20:23:17.370335] [INFO ] [sig       ] Generating forecast for: GME
[2025-12-24T20:23:17.370365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-12-24T20:23:17.382859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2025-12-24T20:23:17.383235] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-12-24T20:23:17.384021] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-12-24T20:23:17.384073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:17.384104] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:17.384131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:17.384186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:17.442324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:17.443190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:17.443277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:17.443311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:17.564700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:17.564875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:17.564930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:17.564963] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:17.568583] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: UP (p=85.97%)
[2025-12-24T20:23:17.568884] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-12-24T20:23:17.569230] [INFO ] [sig       ] GME: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:17.718938] [INFO ] [LOCAL     ] Saved forecast: GME	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GME.txt
[2025-12-24T20:23:17.719296] [INFO ] [sig       ] [1411/3551] Completed GME in 0.3s | 2.86 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-24T20:23:17.719368] [INFO ] [sig       ] [1412/3551] Forecasting GMED...
[2025-12-24T20:23:17.719400] [INFO ] [sig       ] Generating forecast for: GMED
[2025-12-24T20:23:17.719432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-12-24T20:23:17.733100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2025-12-24T20:23:17.733516] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-12-24T20:23:17.734435] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-12-24T20:23:17.734492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:17.734527] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:17.734565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:17.734662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:17.793606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:17.794502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:17.794606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:17.794643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:17.923197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:17.923350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:17.923390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:17.923420] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:17.926765] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=26.62%)
[2025-12-24T20:23:17.927049] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-12-24T20:23:17.927173] [INFO ] [sig       ] GMED: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:18.077219] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GMED.txt
[2025-12-24T20:23:18.077369] [INFO ] [sig       ] [1412/3551] Completed GMED in 0.4s | 2.86 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-24T20:23:18.077408] [INFO ] [sig       ] [1413/3551] Forecasting GMM...
[2025-12-24T20:23:18.077440] [INFO ] [sig       ] Generating forecast for: GMM
[2025-12-24T20:23:18.077470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2025-12-24T20:23:18.088070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2025-12-24T20:23:18.088371] [INFO ] [FORECASTER] Starting predict_future for GMM
[2025-12-24T20:23:18.089155] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2025-12-24T20:23:18.089207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:18.089241] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:18.089270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:18.089371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:18.149423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:18.150349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:18.150439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:18.150474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:18.258501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:18.258670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:18.258725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:18.258756] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:18.262097] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: DOWN (p=38.54%)
[2025-12-24T20:23:18.262367] [INFO ] [FORECASTER] Completed predict_future for GMM
[2025-12-24T20:23:18.262488] [INFO ] [sig       ] GMM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:18.404566] [INFO ] [LOCAL     ] Saved forecast: GMM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GMM.txt
[2025-12-24T20:23:18.404726] [INFO ] [sig       ] [1413/3551] Completed GMM in 0.3s | 2.86 sym/s | Total: 8.2m | ETA: 12.5m
[2025-12-24T20:23:18.404768] [INFO ] [sig       ] [1414/3551] Forecasting GMRE...
[2025-12-24T20:23:18.404799] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-12-24T20:23:18.404835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-12-24T20:23:18.415965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2025-12-24T20:23:18.416256] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-12-24T20:23:18.417036] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-12-24T20:23:18.417088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:18.417123] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:18.417152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:18.417209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:18.476743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:18.477599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:18.477686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:18.477721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:18.599432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:18.599604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:18.599647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:18.599677] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:18.603089] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=83.17%)
[2025-12-24T20:23:18.603359] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-12-24T20:23:18.603482] [INFO ] [sig       ] GMRE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:18.749452] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GMRE.txt
[2025-12-24T20:23:18.749639] [INFO ] [sig       ] [1414/3551] Completed GMRE in 0.3s | 2.86 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-24T20:23:18.749686] [INFO ] [sig       ] [1415/3551] Forecasting GNE...
[2025-12-24T20:23:18.749717] [INFO ] [sig       ] Generating forecast for: GNE
[2025-12-24T20:23:18.749750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-12-24T20:23:18.761841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2025-12-24T20:23:18.762164] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-12-24T20:23:18.762944] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-12-24T20:23:18.762998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:18.763033] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:18.763062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:18.763121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:18.821673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:18.822528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:18.822656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:18.822694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:18.939124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:18.939280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:18.939350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:18.939381] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:18.942706] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=71.37%)
[2025-12-24T20:23:18.942976] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-12-24T20:23:18.943097] [INFO ] [sig       ] GNE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:19.090213] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GNE.txt
[2025-12-24T20:23:19.090364] [INFO ] [sig       ] [1415/3551] Completed GNE in 0.3s | 2.86 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-24T20:23:19.090406] [INFO ] [sig       ] [1416/3551] Forecasting GNK...
[2025-12-24T20:23:19.090435] [INFO ] [sig       ] Generating forecast for: GNK
[2025-12-24T20:23:19.090466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-12-24T20:23:19.101632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2025-12-24T20:23:19.101995] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-12-24T20:23:19.102783] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-12-24T20:23:19.102835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:19.102866] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:19.102893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:19.102949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:19.159563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:19.160418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:19.160501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:19.160534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:19.286393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:19.286542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:19.286600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:19.286631] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:19.290065] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: UP (p=82.01%)
[2025-12-24T20:23:19.290379] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-12-24T20:23:19.290529] [INFO ] [sig       ] GNK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:19.433246] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GNK.txt
[2025-12-24T20:23:19.433410] [INFO ] [sig       ] [1416/3551] Completed GNK in 0.3s | 2.86 sym/s | Total: 8.2m | ETA: 12.4m
[2025-12-24T20:23:19.433449] [INFO ] [sig       ] [1417/3551] Forecasting GNL...
[2025-12-24T20:23:19.433481] [INFO ] [sig       ] Generating forecast for: GNL
[2025-12-24T20:23:19.433511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-12-24T20:23:19.445523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2025-12-24T20:23:19.445958] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-12-24T20:23:19.446826] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-12-24T20:23:19.446886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:19.446936] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:19.446967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:19.447026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:19.505670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:19.506516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:19.506666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:19.506717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:19.630194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:19.630346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:19.630384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:19.630413] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:19.633873] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=7.07%)
[2025-12-24T20:23:19.634152] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-12-24T20:23:19.634278] [INFO ] [sig       ] GNL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:19.780756] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GNL.txt
[2025-12-24T20:23:19.780905] [INFO ] [sig       ] [1417/3551] Completed GNL in 0.3s | 2.86 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-24T20:23:19.780953] [INFO ] [sig       ] [1418/3551] Forecasting GNLN...
[2025-12-24T20:23:19.780990] [INFO ] [sig       ] Generating forecast for: GNLN
[2025-12-24T20:23:19.781026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'.
[2025-12-24T20:23:19.793110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLN'.
[2025-12-24T20:23:19.793645] [INFO ] [FORECASTER] Starting predict_future for GNLN
[2025-12-24T20:23:19.794486] [DEBUG] [LOCAL     ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt
[2025-12-24T20:23:19.794541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:19.794602] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:19.794635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:19.794694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:19.851694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:19.852522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:19.852627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:19.852663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:19.961626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:19.961774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:19.961813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:19.961841] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:19.965124] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: DOWN (p=35.37%)
[2025-12-24T20:23:19.965390] [INFO ] [FORECASTER] Completed predict_future for GNLN
[2025-12-24T20:23:19.965510] [INFO ] [sig       ] GNLN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:20.117917] [INFO ] [LOCAL     ] Saved forecast: GNLN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GNLN.txt
[2025-12-24T20:23:20.118075] [INFO ] [sig       ] [1418/3551] Completed GNLN in 0.3s | 2.86 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-24T20:23:20.118124] [INFO ] [sig       ] [1419/3551] Forecasting GNLX...
[2025-12-24T20:23:20.118165] [INFO ] [sig       ] Generating forecast for: GNLX
[2025-12-24T20:23:20.118198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2025-12-24T20:23:20.130761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2025-12-24T20:23:20.131157] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2025-12-24T20:23:20.132002] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2025-12-24T20:23:20.132068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:20.132112] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:20.132151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:20.132217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:20.194841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:20.195716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:20.195802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:20.195837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:20.324501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:20.324668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:20.324711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:20.324741] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:20.328354] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: UP (p=65.72%)
[2025-12-24T20:23:20.328651] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2025-12-24T20:23:20.328779] [INFO ] [sig       ] GNLX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:20.484333] [INFO ] [LOCAL     ] Saved forecast: GNLX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GNLX.txt
[2025-12-24T20:23:20.484515] [INFO ] [sig       ] [1419/3551] Completed GNLX in 0.4s | 2.86 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-24T20:23:20.484563] [INFO ] [sig       ] [1420/3551] Forecasting GNMA...
[2025-12-24T20:23:20.484617] [INFO ] [sig       ] Generating forecast for: GNMA
[2025-12-24T20:23:20.484649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2025-12-24T20:23:20.497131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2025-12-24T20:23:20.497532] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2025-12-24T20:23:20.498384] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2025-12-24T20:23:20.498439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:20.498472] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:20.498500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:20.498557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:20.557642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:20.558497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:20.558599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:20.558634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:20.673725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:20.673881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:20.673920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:20.673949] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:20.677256] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: UP (p=70.39%)
[2025-12-24T20:23:20.677537] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2025-12-24T20:23:20.677682] [INFO ] [sig       ] GNMA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:20.822199] [INFO ] [LOCAL     ] Saved forecast: GNMA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GNMA.txt
[2025-12-24T20:23:20.822355] [INFO ] [sig       ] [1420/3551] Completed GNMA in 0.3s | 2.86 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-24T20:23:20.822404] [INFO ] [sig       ] [1421/3551] Forecasting GNOM...
[2025-12-24T20:23:20.822451] [INFO ] [sig       ] Generating forecast for: GNOM
[2025-12-24T20:23:20.822490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2025-12-24T20:23:20.834437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2025-12-24T20:23:20.834754] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2025-12-24T20:23:20.835622] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2025-12-24T20:23:20.835676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:20.835709] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:20.835737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:20.835794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:20.891727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:20.892353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:20.892432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:20.892465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:21.006972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:21.007122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:21.007161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:21.007190] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:21.011549] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: UP (p=94.99%)
[2025-12-24T20:23:21.012013] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2025-12-24T20:23:21.012174] [INFO ] [sig       ] GNOM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:21.153992] [INFO ] [LOCAL     ] Saved forecast: GNOM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GNOM.txt
[2025-12-24T20:23:21.154132] [INFO ] [sig       ] [1421/3551] Completed GNOM in 0.3s | 2.86 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-24T20:23:21.154171] [INFO ] [sig       ] [1422/3551] Forecasting GNPX...
[2025-12-24T20:23:21.154200] [INFO ] [sig       ] Generating forecast for: GNPX
[2025-12-24T20:23:21.154237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2025-12-24T20:23:21.167391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2025-12-24T20:23:21.167716] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2025-12-24T20:23:21.168451] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2025-12-24T20:23:21.168502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:21.168533] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:21.168560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:21.168639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:21.224648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:21.225270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:21.225351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:21.225383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:21.338313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:21.338456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:21.338494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:21.338522] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:21.341787] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: DOWN (p=8.61%)
[2025-12-24T20:23:21.342050] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2025-12-24T20:23:21.342168] [INFO ] [sig       ] GNPX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:21.483368] [INFO ] [LOCAL     ] Saved forecast: GNPX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GNPX.txt
[2025-12-24T20:23:21.483498] [INFO ] [sig       ] [1422/3551] Completed GNPX in 0.3s | 2.86 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-24T20:23:21.483538] [INFO ] [sig       ] [1423/3551] Forecasting GNRC...
[2025-12-24T20:23:21.483568] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-12-24T20:23:21.483617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-12-24T20:23:21.495794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2025-12-24T20:23:21.496061] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-12-24T20:23:21.496808] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-12-24T20:23:21.496859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:21.496890] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:21.496917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:21.496973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:21.553882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:21.554456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:21.554534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:21.554566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:21.678608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:21.678751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:21.678790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:21.678820] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:21.682125] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-12-24T20:23:21.682391] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-12-24T20:23:21.682516] [INFO ] [sig       ] GNRC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:21.827022] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GNRC.txt
[2025-12-24T20:23:21.827154] [INFO ] [sig       ] [1423/3551] Completed GNRC in 0.3s | 2.86 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-24T20:23:21.827194] [INFO ] [sig       ] [1424/3551] Forecasting GNSS...
[2025-12-24T20:23:21.827222] [INFO ] [sig       ] Generating forecast for: GNSS
[2025-12-24T20:23:21.827252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2025-12-24T20:23:21.839828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2025-12-24T20:23:21.840243] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2025-12-24T20:23:21.841176] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2025-12-24T20:23:21.841231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:21.841296] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:21.841336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:21.841420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:21.904012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:21.905151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:21.905271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:21.905324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:22.033481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:22.034016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:22.034059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:22.034103] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:22.038190] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: UP (p=83.90%)
[2025-12-24T20:23:22.038493] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2025-12-24T20:23:22.039056] [INFO ] [sig       ] GNSS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:22.183866] [INFO ] [LOCAL     ] Saved forecast: GNSS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GNSS.txt
[2025-12-24T20:23:22.184035] [INFO ] [sig       ] [1424/3551] Completed GNSS in 0.4s | 2.86 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-24T20:23:22.184077] [INFO ] [sig       ] [1425/3551] Forecasting GNTX...
[2025-12-24T20:23:22.184106] [INFO ] [sig       ] Generating forecast for: GNTX
[2025-12-24T20:23:22.184135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2025-12-24T20:23:22.195778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2025-12-24T20:23:22.196129] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2025-12-24T20:23:22.196924] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2025-12-24T20:23:22.196982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:22.197015] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:22.197041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:22.197097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:22.253283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:22.254047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:22.254129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:22.254164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:22.372686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:22.372846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:22.372887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:22.372916] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:22.376463] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: DOWN (p=30.55%)
[2025-12-24T20:23:22.376757] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2025-12-24T20:23:22.376882] [INFO ] [sig       ] GNTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:22.520763] [INFO ] [LOCAL     ] Saved forecast: GNTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GNTX.txt
[2025-12-24T20:23:22.520917] [INFO ] [sig       ] [1425/3551] Completed GNTX in 0.3s | 2.86 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-24T20:23:22.520958] [INFO ] [sig       ] [1426/3551] Forecasting GO...
[2025-12-24T20:23:22.520987] [INFO ] [sig       ] Generating forecast for: GO
[2025-12-24T20:23:22.521016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2025-12-24T20:23:22.533293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2025-12-24T20:23:22.533667] [INFO ] [FORECASTER] Starting predict_future for GO
[2025-12-24T20:23:22.534429] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2025-12-24T20:23:22.534481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:22.534512] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:22.534538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:22.534615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:22.590043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:22.590815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:22.590897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:22.590950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:22.712555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:22.712731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:22.712772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:22.712803] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:22.716195] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: DOWN (p=49.85%)
[2025-12-24T20:23:22.716469] [INFO ] [FORECASTER] Completed predict_future for GO
[2025-12-24T20:23:22.716612] [INFO ] [sig       ] GO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:22.856788] [INFO ] [LOCAL     ] Saved forecast: GO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GO.txt
[2025-12-24T20:23:22.856931] [INFO ] [sig       ] [1426/3551] Completed GO in 0.3s | 2.86 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-24T20:23:22.856971] [INFO ] [sig       ] [1427/3551] Forecasting GOCO...
[2025-12-24T20:23:22.857000] [INFO ] [sig       ] Generating forecast for: GOCO
[2025-12-24T20:23:22.857033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2025-12-24T20:23:22.870999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2025-12-24T20:23:22.871442] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2025-12-24T20:23:22.872332] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2025-12-24T20:23:22.872390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:22.872426] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:22.872457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:22.872529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:22.931823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:22.932679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:22.932761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:22.932793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:23.055947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:23.056092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:23.056131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:23.056188] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:23.059747] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: UP (p=72.26%)
[2025-12-24T20:23:23.060019] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2025-12-24T20:23:23.060140] [INFO ] [sig       ] GOCO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:23.203357] [INFO ] [LOCAL     ] Saved forecast: GOCO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GOCO.txt
[2025-12-24T20:23:23.203508] [INFO ] [sig       ] [1427/3551] Completed GOCO in 0.3s | 2.86 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-24T20:23:23.203550] [INFO ] [sig       ] [1428/3551] Forecasting GOF...
[2025-12-24T20:23:23.203599] [INFO ] [sig       ] Generating forecast for: GOF
[2025-12-24T20:23:23.203633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-12-24T20:23:23.216032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2025-12-24T20:23:23.216390] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-12-24T20:23:23.217267] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-12-24T20:23:23.217321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:23.217355] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:23.217382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:23.217452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:23.278091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:23.278916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:23.279032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:23.279076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:23.410296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:23.410452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:23.410494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:23.410524] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:23.414085] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: DOWN (p=1.84%)
[2025-12-24T20:23:23.414367] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-12-24T20:23:23.414493] [INFO ] [sig       ] GOF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:23.567942] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GOF.txt
[2025-12-24T20:23:23.568091] [INFO ] [sig       ] [1428/3551] Completed GOF in 0.4s | 2.86 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-24T20:23:23.568134] [INFO ] [sig       ] [1429/3551] Forecasting GOGO...
[2025-12-24T20:23:23.568166] [INFO ] [sig       ] Generating forecast for: GOGO
[2025-12-24T20:23:23.568198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2025-12-24T20:23:23.580769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2025-12-24T20:23:23.581170] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2025-12-24T20:23:23.581949] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2025-12-24T20:23:23.582001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:23.582032] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:23.582059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:23.582116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:23.638142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:23.639026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:23.639123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:23.639155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:23.761476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:23.761652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:23.761692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:23.761721] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:23.765286] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: DOWN (p=28.41%)
[2025-12-24T20:23:23.765649] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2025-12-24T20:23:23.765793] [INFO ] [sig       ] GOGO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:23.908377] [INFO ] [LOCAL     ] Saved forecast: GOGO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GOGO.txt
[2025-12-24T20:23:23.908546] [INFO ] [sig       ] [1429/3551] Completed GOGO in 0.3s | 2.86 sym/s | Total: 8.3m | ETA: 12.4m
[2025-12-24T20:23:23.908607] [INFO ] [sig       ] [1430/3551] Forecasting GOLF...
[2025-12-24T20:23:23.908638] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-12-24T20:23:23.908670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-12-24T20:23:23.920301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2025-12-24T20:23:23.920727] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-12-24T20:23:23.921510] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-12-24T20:23:23.921562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:23.921620] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:23.921648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:23.921704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:23.977846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:23.978731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:23.978852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:23.978886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:24.098210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:24.098368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:24.098406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:24.098434] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:24.101878] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-12-24T20:23:24.102187] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-12-24T20:23:24.102321] [INFO ] [sig       ] GOLF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:24.244532] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GOLF.txt
[2025-12-24T20:23:24.244709] [INFO ] [sig       ] [1430/3551] Completed GOLF in 0.3s | 2.86 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-24T20:23:24.244750] [INFO ] [sig       ] [1431/3551] Forecasting GOOD...
[2025-12-24T20:23:24.244780] [INFO ] [sig       ] Generating forecast for: GOOD
[2025-12-24T20:23:24.244810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2025-12-24T20:23:24.256715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2025-12-24T20:23:24.257095] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2025-12-24T20:23:24.257893] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2025-12-24T20:23:24.257946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:24.257977] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:24.258003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:24.258059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:24.315359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:24.316249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:24.316344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:24.316376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:24.437229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:24.437385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:24.437424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:24.437453] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:24.440861] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: DOWN (p=22.44%)
[2025-12-24T20:23:24.441171] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2025-12-24T20:23:24.441294] [INFO ] [sig       ] GOOD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:24.581803] [INFO ] [LOCAL     ] Saved forecast: GOOD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GOOD.txt
[2025-12-24T20:23:24.581958] [INFO ] [sig       ] [1431/3551] Completed GOOD in 0.3s | 2.86 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-24T20:23:24.582000] [INFO ] [sig       ] [1432/3551] Forecasting GOOG...
[2025-12-24T20:23:24.582030] [INFO ] [sig       ] Generating forecast for: GOOG
[2025-12-24T20:23:24.582067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2025-12-24T20:23:24.593930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2025-12-24T20:23:24.594307] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2025-12-24T20:23:24.595093] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2025-12-24T20:23:24.595145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:24.595176] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:24.595203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:24.595259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:24.650878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:24.651733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:24.651819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:24.651851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:24.775357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:24.775515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:24.775556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:24.775604] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:24.778921] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: DOWN (p=4.44%)
[2025-12-24T20:23:24.779197] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2025-12-24T20:23:24.779339] [INFO ] [sig       ] GOOG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:24.918222] [INFO ] [LOCAL     ] Saved forecast: GOOG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GOOG.txt
[2025-12-24T20:23:24.918359] [INFO ] [sig       ] [1432/3551] Completed GOOG in 0.3s | 2.86 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-24T20:23:24.918398] [INFO ] [sig       ] [1433/3551] Forecasting GOOS...
[2025-12-24T20:23:24.918429] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-12-24T20:23:24.918459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-12-24T20:23:24.929851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2025-12-24T20:23:24.930167] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-12-24T20:23:24.930939] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-12-24T20:23:24.930990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:24.931021] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:24.931047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:24.931102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:24.985869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:24.986624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:24.986706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:24.986739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:25.109685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:25.109848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:25.109888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:25.109917] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:25.113397] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: DOWN (p=22.97%)
[2025-12-24T20:23:25.113685] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-12-24T20:23:25.113816] [INFO ] [sig       ] GOOS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:25.255179] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GOOS.txt
[2025-12-24T20:23:25.255342] [INFO ] [sig       ] [1433/3551] Completed GOOS in 0.3s | 2.86 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-24T20:23:25.255382] [INFO ] [sig       ] [1434/3551] Forecasting GOSS...
[2025-12-24T20:23:25.255413] [INFO ] [sig       ] Generating forecast for: GOSS
[2025-12-24T20:23:25.255443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2025-12-24T20:23:25.268684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2025-12-24T20:23:25.269034] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2025-12-24T20:23:25.269833] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2025-12-24T20:23:25.269885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:25.269916] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:25.269943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:25.269999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:25.328031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:25.329102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:25.329217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:25.329251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:25.454089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:25.454242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:25.454283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:25.454313] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:25.457633] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: DOWN (p=3.92%)
[2025-12-24T20:23:25.457920] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2025-12-24T20:23:25.458050] [INFO ] [sig       ] GOSS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:25.600381] [INFO ] [LOCAL     ] Saved forecast: GOSS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GOSS.txt
[2025-12-24T20:23:25.600539] [INFO ] [sig       ] [1434/3551] Completed GOSS in 0.3s | 2.86 sym/s | Total: 8.3m | ETA: 12.3m
[2025-12-24T20:23:25.600600] [INFO ] [sig       ] [1435/3551] Forecasting GOVI...
[2025-12-24T20:23:25.600634] [INFO ] [sig       ] Generating forecast for: GOVI
[2025-12-24T20:23:25.600665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2025-12-24T20:23:25.612170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2025-12-24T20:23:25.612540] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2025-12-24T20:23:25.613323] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2025-12-24T20:23:25.613375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:25.613407] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:25.613434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:25.613494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:25.670511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:25.671380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:25.671464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:25.671497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:25.789297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:25.789469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:25.789508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:25.789537] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:25.792841] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: DOWN (p=29.69%)
[2025-12-24T20:23:25.793104] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2025-12-24T20:23:25.793219] [INFO ] [sig       ] GOVI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:25.931194] [INFO ] [LOCAL     ] Saved forecast: GOVI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GOVI.txt
[2025-12-24T20:23:25.931315] [INFO ] [sig       ] [1435/3551] Completed GOVI in 0.3s | 2.86 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-24T20:23:25.931354] [INFO ] [sig       ] [1436/3551] Forecasting GPC...
[2025-12-24T20:23:25.931383] [INFO ] [sig       ] Generating forecast for: GPC
[2025-12-24T20:23:25.931413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-12-24T20:23:25.943127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2025-12-24T20:23:25.943407] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-12-24T20:23:25.944158] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-12-24T20:23:25.944209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:25.944240] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:25.944266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:25.944322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:26.000003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:26.000594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:26.000671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:26.000703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:26.119796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:26.119940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:26.119978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:26.120006] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:26.123265] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: DOWN (p=5.27%)
[2025-12-24T20:23:26.123526] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-12-24T20:23:26.123662] [INFO ] [sig       ] GPC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:26.263621] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GPC.txt
[2025-12-24T20:23:26.263740] [INFO ] [sig       ] [1436/3551] Completed GPC in 0.3s | 2.86 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-24T20:23:26.263779] [INFO ] [sig       ] [1437/3551] Forecasting GPI...
[2025-12-24T20:23:26.263809] [INFO ] [sig       ] Generating forecast for: GPI
[2025-12-24T20:23:26.263840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-12-24T20:23:26.276620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2025-12-24T20:23:26.276950] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-12-24T20:23:26.277726] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-12-24T20:23:26.277777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:26.277808] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:26.277835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:26.277890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:26.335633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:26.336451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:26.336531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:26.336563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:26.460383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:26.460544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:26.460600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:26.460631] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:26.463972] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=98.60%)
[2025-12-24T20:23:26.464247] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-12-24T20:23:26.464373] [INFO ] [sig       ] GPI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:26.605546] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GPI.txt
[2025-12-24T20:23:26.605727] [INFO ] [sig       ] [1437/3551] Completed GPI in 0.3s | 2.86 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-24T20:23:26.605768] [INFO ] [sig       ] [1438/3551] Forecasting GPIQ...
[2025-12-24T20:23:26.605799] [INFO ] [sig       ] Generating forecast for: GPIQ
[2025-12-24T20:23:26.605829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2025-12-24T20:23:26.617480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2025-12-24T20:23:26.617760] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2025-12-24T20:23:26.618486] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2025-12-24T20:23:26.618538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:26.618588] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:26.618619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:26.618675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:26.676455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:26.677133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:26.677211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:26.677433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:26.798551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:26.798717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:26.798756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:26.798784] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:26.802113] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: DOWN (p=31.76%)
[2025-12-24T20:23:26.802374] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2025-12-24T20:23:26.802493] [INFO ] [sig       ] GPIQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:26.945647] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GPIQ.txt
[2025-12-24T20:23:26.945798] [INFO ] [sig       ] [1438/3551] Completed GPIQ in 0.3s | 2.86 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-24T20:23:26.945838] [INFO ] [sig       ] [1439/3551] Forecasting GPIX...
[2025-12-24T20:23:26.945868] [INFO ] [sig       ] Generating forecast for: GPIX
[2025-12-24T20:23:26.945900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2025-12-24T20:23:26.957694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2025-12-24T20:23:26.958091] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2025-12-24T20:23:26.958930] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2025-12-24T20:23:26.958985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:26.959018] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:26.959049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:26.959109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:27.017753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:27.018612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:27.018700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:27.018734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:27.138325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:27.138476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:27.138518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:27.138548] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:27.142004] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: UP (p=65.95%)
[2025-12-24T20:23:27.142276] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2025-12-24T20:23:27.142399] [INFO ] [sig       ] GPIX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:27.282946] [INFO ] [LOCAL     ] Saved forecast: GPIX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GPIX.txt
[2025-12-24T20:23:27.283069] [INFO ] [sig       ] [1439/3551] Completed GPIX in 0.3s | 2.86 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-24T20:23:27.283107] [INFO ] [sig       ] [1440/3551] Forecasting GPJA...
[2025-12-24T20:23:27.283137] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-12-24T20:23:27.283167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-12-24T20:23:27.294050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2025-12-24T20:23:27.294330] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-12-24T20:23:27.295101] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-12-24T20:23:27.295154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:27.295189] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:27.295217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:27.295274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:27.352533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:27.353202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:27.353283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:27.353316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:27.467847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:27.467995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:27.468033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:27.468063] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:27.471437] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: DOWN (p=19.80%)
[2025-12-24T20:23:27.471723] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-12-24T20:23:27.471843] [INFO ] [sig       ] GPJA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:27.663224] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GPJA.txt
[2025-12-24T20:23:27.663361] [INFO ] [sig       ] [1440/3551] Completed GPJA in 0.4s | 2.86 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-24T20:23:27.663400] [INFO ] [sig       ] [1441/3551] Forecasting GPK...
[2025-12-24T20:23:27.663431] [INFO ] [sig       ] Generating forecast for: GPK
[2025-12-24T20:23:27.663461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-12-24T20:23:27.677889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2025-12-24T20:23:27.678228] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-12-24T20:23:27.678998] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-12-24T20:23:27.679061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:27.679118] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:27.679147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:27.679203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:27.735814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:27.736565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:27.736710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:27.736746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:27.864179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:27.864355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:27.864415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:27.864462] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:27.869567] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: UP (p=81.29%)
[2025-12-24T20:23:27.870011] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-12-24T20:23:27.870218] [INFO ] [sig       ] GPK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:28.022527] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GPK.txt
[2025-12-24T20:23:28.022705] [INFO ] [sig       ] [1441/3551] Completed GPK in 0.4s | 2.86 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-24T20:23:28.022746] [INFO ] [sig       ] [1442/3551] Forecasting GPN...
[2025-12-24T20:23:28.022777] [INFO ] [sig       ] Generating forecast for: GPN
[2025-12-24T20:23:28.022806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-12-24T20:23:28.034607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2025-12-24T20:23:28.034871] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-12-24T20:23:28.035639] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-12-24T20:23:28.035691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:28.035722] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:28.035749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:28.035805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:28.092319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:28.093145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:28.093228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:28.093260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:28.216095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:28.216240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:28.216279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:28.216308] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:28.219631] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: UP (p=85.64%)
[2025-12-24T20:23:28.219900] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-12-24T20:23:28.220020] [INFO ] [sig       ] GPN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:28.359613] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GPN.txt
[2025-12-24T20:23:28.359735] [INFO ] [sig       ] [1442/3551] Completed GPN in 0.3s | 2.86 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-24T20:23:28.359773] [INFO ] [sig       ] [1443/3551] Forecasting GPRE...
[2025-12-24T20:23:28.359803] [INFO ] [sig       ] Generating forecast for: GPRE
[2025-12-24T20:23:28.359833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2025-12-24T20:23:28.371809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2025-12-24T20:23:28.372077] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2025-12-24T20:23:28.372839] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2025-12-24T20:23:28.372891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:28.372923] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:28.372949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:28.373005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:28.429838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:28.430491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:28.430589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:28.430624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:28.553302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:28.553453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:28.553492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:28.553522] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:28.556848] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: UP (p=61.13%)
[2025-12-24T20:23:28.557112] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2025-12-24T20:23:28.557235] [INFO ] [sig       ] GPRE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:28.698981] [INFO ] [LOCAL     ] Saved forecast: GPRE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GPRE.txt
[2025-12-24T20:23:28.699131] [INFO ] [sig       ] [1443/3551] Completed GPRE in 0.3s | 2.86 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-24T20:23:28.699170] [INFO ] [sig       ] [1444/3551] Forecasting GPRK...
[2025-12-24T20:23:28.699201] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-12-24T20:23:28.699232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-12-24T20:23:28.712097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2025-12-24T20:23:28.712487] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-12-24T20:23:28.713263] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-12-24T20:23:28.713315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:28.713346] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:28.713373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:28.713429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:28.770305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:28.771145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:28.771232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:28.771266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:28.892005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:28.892165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:28.892205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:28.892269] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:28.895729] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: UP (p=91.55%)
[2025-12-24T20:23:28.896048] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-12-24T20:23:28.896179] [INFO ] [sig       ] GPRK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:29.045440] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GPRK.txt
[2025-12-24T20:23:29.045621] [INFO ] [sig       ] [1444/3551] Completed GPRK in 0.3s | 2.86 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-24T20:23:29.045692] [INFO ] [sig       ] [1445/3551] Forecasting GPRO...
[2025-12-24T20:23:29.045722] [INFO ] [sig       ] Generating forecast for: GPRO
[2025-12-24T20:23:29.045752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'.
[2025-12-24T20:23:29.057689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRO'.
[2025-12-24T20:23:29.058078] [INFO ] [FORECASTER] Starting predict_future for GPRO
[2025-12-24T20:23:29.058865] [DEBUG] [LOCAL     ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt
[2025-12-24T20:23:29.058917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:29.058948] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:29.058974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:29.059030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:29.116788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:29.117670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:29.117755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:29.117787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:29.249140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:29.249321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:29.249367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:29.249403] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:29.252897] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: UP (p=91.74%)
[2025-12-24T20:23:29.253217] [INFO ] [FORECASTER] Completed predict_future for GPRO
[2025-12-24T20:23:29.253350] [INFO ] [sig       ] GPRO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:29.399844] [INFO ] [LOCAL     ] Saved forecast: GPRO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GPRO.txt
[2025-12-24T20:23:29.399989] [INFO ] [sig       ] [1445/3551] Completed GPRO in 0.4s | 2.86 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-24T20:23:29.400029] [INFO ] [sig       ] [1446/3551] Forecasting GRAB...
[2025-12-24T20:23:29.400059] [INFO ] [sig       ] Generating forecast for: GRAB
[2025-12-24T20:23:29.400088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2025-12-24T20:23:29.411652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2025-12-24T20:23:29.411939] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2025-12-24T20:23:29.412700] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2025-12-24T20:23:29.412752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:29.412783] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:29.412810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:29.412867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:29.471434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:29.472364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:29.472450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:29.472485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:29.592857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:29.593013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:29.593053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:29.593083] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:29.596857] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: DOWN (p=33.02%)
[2025-12-24T20:23:29.597134] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2025-12-24T20:23:29.597250] [INFO ] [sig       ] GRAB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:29.745900] [INFO ] [LOCAL     ] Saved forecast: GRAB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GRAB.txt
[2025-12-24T20:23:29.746065] [INFO ] [sig       ] [1446/3551] Completed GRAB in 0.3s | 2.86 sym/s | Total: 8.4m | ETA: 12.3m
[2025-12-24T20:23:29.746106] [INFO ] [sig       ] [1447/3551] Forecasting GRAL...
[2025-12-24T20:23:29.746144] [INFO ] [sig       ] Generating forecast for: GRAL
[2025-12-24T20:23:29.746181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2025-12-24T20:23:29.758294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2025-12-24T20:23:29.758679] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2025-12-24T20:23:29.759489] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2025-12-24T20:23:29.759755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:29.759788] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:29.759816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:29.759872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:29.818516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:29.819408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:29.819499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:29.819532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:29.947773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:29.947923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:29.947963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:29.947991] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:29.951337] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: DOWN (p=14.94%)
[2025-12-24T20:23:29.951620] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2025-12-24T20:23:29.951741] [INFO ] [sig       ] GRAL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:30.097380] [INFO ] [LOCAL     ] Saved forecast: GRAL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GRAL.txt
[2025-12-24T20:23:30.097534] [INFO ] [sig       ] [1447/3551] Completed GRAL in 0.4s | 2.86 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-24T20:23:30.097596] [INFO ] [sig       ] [1448/3551] Forecasting GRBK...
[2025-12-24T20:23:30.097629] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-12-24T20:23:30.097660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-12-24T20:23:30.109108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2025-12-24T20:23:30.109514] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-12-24T20:23:30.110313] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-12-24T20:23:30.110367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:30.110400] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:30.110429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:30.110487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:30.172911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:30.173837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:30.173939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:30.173973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:30.303110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:30.303296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:30.303360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:30.303391] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:30.307226] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: UP (p=62.24%)
[2025-12-24T20:23:30.307518] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-12-24T20:23:30.307665] [INFO ] [sig       ] GRBK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:30.452095] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GRBK.txt
[2025-12-24T20:23:30.452248] [INFO ] [sig       ] [1448/3551] Completed GRBK in 0.4s | 2.86 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-24T20:23:30.452289] [INFO ] [sig       ] [1449/3551] Forecasting GRC...
[2025-12-24T20:23:30.452319] [INFO ] [sig       ] Generating forecast for: GRC
[2025-12-24T20:23:30.452349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-12-24T20:23:30.465707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2025-12-24T20:23:30.466128] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-12-24T20:23:30.466974] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-12-24T20:23:30.467030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:30.467063] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:30.467089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:30.467146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:30.529041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:30.529966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:30.530051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:30.530087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:30.663253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:30.663404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:30.663443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:30.663472] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:30.666842] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: DOWN (p=20.81%)
[2025-12-24T20:23:30.667129] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-12-24T20:23:30.667259] [INFO ] [sig       ] GRC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:30.811906] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GRC.txt
[2025-12-24T20:23:30.812060] [INFO ] [sig       ] [1449/3551] Completed GRC in 0.4s | 2.86 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-24T20:23:30.812101] [INFO ] [sig       ] [1450/3551] Forecasting GREE...
[2025-12-24T20:23:30.812130] [INFO ] [sig       ] Generating forecast for: GREE
[2025-12-24T20:23:30.812160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2025-12-24T20:23:30.824005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2025-12-24T20:23:30.824357] [INFO ] [FORECASTER] Starting predict_future for GREE
[2025-12-24T20:23:30.825124] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2025-12-24T20:23:30.825175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:30.825207] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:30.825234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:30.825289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:30.881876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:30.882691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:30.882773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:30.882806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:30.999559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:30.999721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:30.999760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:30.999788] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:31.003078] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: DOWN (p=1.51%)
[2025-12-24T20:23:31.003344] [INFO ] [FORECASTER] Completed predict_future for GREE
[2025-12-24T20:23:31.003464] [INFO ] [sig       ] GREE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:31.143882] [INFO ] [LOCAL     ] Saved forecast: GREE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GREE.txt
[2025-12-24T20:23:31.144027] [INFO ] [sig       ] [1450/3551] Completed GREE in 0.3s | 2.86 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-24T20:23:31.144067] [INFO ] [sig       ] [1451/3551] Forecasting GRFS...
[2025-12-24T20:23:31.144097] [INFO ] [sig       ] Generating forecast for: GRFS
[2025-12-24T20:23:31.144126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2025-12-24T20:23:31.155104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2025-12-24T20:23:31.155446] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2025-12-24T20:23:31.156249] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2025-12-24T20:23:31.156314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:31.156352] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:31.156382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:31.156440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:31.211876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:31.212643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:31.212750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:31.212784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:31.336220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:31.336376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:31.336417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:31.336448] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:31.339925] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: DOWN (p=18.42%)
[2025-12-24T20:23:31.340198] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2025-12-24T20:23:31.340321] [INFO ] [sig       ] GRFS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:31.492023] [INFO ] [LOCAL     ] Saved forecast: GRFS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GRFS.txt
[2025-12-24T20:23:31.492155] [INFO ] [sig       ] [1451/3551] Completed GRFS in 0.3s | 2.86 sym/s | Total: 8.4m | ETA: 12.2m
[2025-12-24T20:23:31.492194] [INFO ] [sig       ] [1452/3551] Forecasting GRID...
[2025-12-24T20:23:31.492225] [INFO ] [sig       ] Generating forecast for: GRID
[2025-12-24T20:23:31.492255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2025-12-24T20:23:31.503877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2025-12-24T20:23:31.504153] [INFO ] [FORECASTER] Starting predict_future for GRID
[2025-12-24T20:23:31.504915] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2025-12-24T20:23:31.504966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:31.505008] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:31.505036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:31.505093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:31.561585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:31.562207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:31.562285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:31.562317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:31.686282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:31.686447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:31.686495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:31.686525] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:31.689962] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: DOWN (p=6.77%)
[2025-12-24T20:23:31.690245] [INFO ] [FORECASTER] Completed predict_future for GRID
[2025-12-24T20:23:31.690380] [INFO ] [sig       ] GRID: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:31.831241] [INFO ] [LOCAL     ] Saved forecast: GRID	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GRID.txt
[2025-12-24T20:23:31.831388] [INFO ] [sig       ] [1452/3551] Completed GRID in 0.3s | 2.86 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-24T20:23:31.831429] [INFO ] [sig       ] [1453/3551] Forecasting GRMN...
[2025-12-24T20:23:31.831458] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-12-24T20:23:31.831488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-12-24T20:23:31.843375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2025-12-24T20:23:31.843684] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-12-24T20:23:31.844646] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-12-24T20:23:31.844698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:31.844733] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:31.844761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:31.844820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:31.902538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:31.903148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:31.903231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:31.903264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:32.024830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:32.024965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:32.025003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:32.025034] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:32.028345] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=19.64%)
[2025-12-24T20:23:32.028631] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-12-24T20:23:32.028752] [INFO ] [sig       ] GRMN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:32.168082] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GRMN.txt
[2025-12-24T20:23:32.168200] [INFO ] [sig       ] [1453/3551] Completed GRMN in 0.3s | 2.86 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-24T20:23:32.168241] [INFO ] [sig       ] [1454/3551] Forecasting GRND...
[2025-12-24T20:23:32.168270] [INFO ] [sig       ] Generating forecast for: GRND
[2025-12-24T20:23:32.168299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-12-24T20:23:32.179692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2025-12-24T20:23:32.180006] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-12-24T20:23:32.180813] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-12-24T20:23:32.180865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:32.180898] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:32.180924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:32.180979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:32.236637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:32.237220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:32.237298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:32.237330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:32.368392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:32.368549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:32.368608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:32.368639] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:32.372071] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-12-24T20:23:32.372400] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-12-24T20:23:32.372540] [INFO ] [sig       ] GRND: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:32.516110] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GRND.txt
[2025-12-24T20:23:32.516285] [INFO ] [sig       ] [1454/3551] Completed GRND in 0.3s | 2.86 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-24T20:23:32.516327] [INFO ] [sig       ] [1455/3551] Forecasting GRPN...
[2025-12-24T20:23:32.516357] [INFO ] [sig       ] Generating forecast for: GRPN
[2025-12-24T20:23:32.516387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2025-12-24T20:23:32.528158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2025-12-24T20:23:32.528511] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2025-12-24T20:23:32.529277] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2025-12-24T20:23:32.529356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:32.529395] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:32.529423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:32.529480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:32.587428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:32.588256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:32.588341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:32.588375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:32.709978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:32.710130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:32.710175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:32.710213] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:32.713688] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: UP (p=50.07%)
[2025-12-24T20:23:32.713953] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2025-12-24T20:23:32.714072] [INFO ] [sig       ] GRPN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:32.854592] [INFO ] [LOCAL     ] Saved forecast: GRPN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GRPN.txt
[2025-12-24T20:23:32.854716] [INFO ] [sig       ] [1455/3551] Completed GRPN in 0.3s | 2.86 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-24T20:23:32.854762] [INFO ] [sig       ] [1456/3551] Forecasting GRVY...
[2025-12-24T20:23:32.854796] [INFO ] [sig       ] Generating forecast for: GRVY
[2025-12-24T20:23:32.854828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2025-12-24T20:23:32.866007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRVY'.
[2025-12-24T20:23:32.866294] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2025-12-24T20:23:32.867240] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2025-12-24T20:23:32.867291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:32.867322] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:32.867348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:32.867403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:32.928673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:32.929399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:32.929501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:32.929538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:33.038690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:33.038812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:33.038848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:33.038876] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:33.042285] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: UP (p=51.25%)
[2025-12-24T20:23:33.042754] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2025-12-24T20:23:33.042873] [INFO ] [sig       ] GRVY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:33.183149] [INFO ] [LOCAL     ] Saved forecast: GRVY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GRVY.txt
[2025-12-24T20:23:33.183263] [INFO ] [sig       ] [1456/3551] Completed GRVY in 0.3s | 2.86 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-24T20:23:33.183304] [INFO ] [sig       ] [1457/3551] Forecasting GRWG...
[2025-12-24T20:23:33.183333] [INFO ] [sig       ] Generating forecast for: GRWG
[2025-12-24T20:23:33.183363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2025-12-24T20:23:33.195038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2025-12-24T20:23:33.195338] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2025-12-24T20:23:33.196124] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2025-12-24T20:23:33.196177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:33.196210] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:33.196239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:33.196300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:33.252651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:33.253296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:33.253374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:33.253406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:33.372308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:33.372450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:33.372491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:33.372523] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:33.375834] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: DOWN (p=11.29%)
[2025-12-24T20:23:33.376103] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2025-12-24T20:23:33.376242] [INFO ] [sig       ] GRWG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:33.514889] [INFO ] [LOCAL     ] Saved forecast: GRWG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GRWG.txt
[2025-12-24T20:23:33.515001] [INFO ] [sig       ] [1457/3551] Completed GRWG in 0.3s | 2.86 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-24T20:23:33.515039] [INFO ] [sig       ] [1458/3551] Forecasting GRX...
[2025-12-24T20:23:33.515068] [INFO ] [sig       ] Generating forecast for: GRX
[2025-12-24T20:23:33.515099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-12-24T20:23:33.525718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2025-12-24T20:23:33.525986] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-12-24T20:23:33.526923] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-12-24T20:23:33.526975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:33.527029] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:33.527058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:33.527114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:33.585061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:33.585719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:33.585801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:33.585834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:33.692425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:33.692589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:33.692629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:33.692658] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:33.696334] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: UP (p=79.62%)
[2025-12-24T20:23:33.696823] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-12-24T20:23:33.696945] [INFO ] [sig       ] GRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:33.838768] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GRX.txt
[2025-12-24T20:23:33.838902] [INFO ] [sig       ] [1458/3551] Completed GRX in 0.3s | 2.86 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-24T20:23:33.838941] [INFO ] [sig       ] [1459/3551] Forecasting GS...
[2025-12-24T20:23:33.838970] [INFO ] [sig       ] Generating forecast for: GS
[2025-12-24T20:23:33.839000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-12-24T20:23:33.850131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2025-12-24T20:23:33.850419] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-12-24T20:23:33.851183] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-12-24T20:23:33.851246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:33.851284] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:33.851316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:33.851390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:33.908067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:33.908700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:33.908778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:33.908810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:34.032802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:34.032920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:34.032957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:34.033007] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:34.036207] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: DOWN (p=32.88%)
[2025-12-24T20:23:34.036471] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-12-24T20:23:34.036607] [INFO ] [sig       ] GS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:34.174076] [INFO ] [LOCAL     ] Saved forecast: GS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GS.txt
[2025-12-24T20:23:34.174185] [INFO ] [sig       ] [1459/3551] Completed GS in 0.3s | 2.86 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-24T20:23:34.174224] [INFO ] [sig       ] [1460/3551] Forecasting GSBC...
[2025-12-24T20:23:34.174252] [INFO ] [sig       ] Generating forecast for: GSBC
[2025-12-24T20:23:34.174282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2025-12-24T20:23:34.185354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2025-12-24T20:23:34.185683] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2025-12-24T20:23:34.186684] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2025-12-24T20:23:34.186738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:34.186771] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:34.186797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:34.186855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:34.242915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:34.243488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:34.243570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:34.243622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:34.359347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:34.359496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:34.359534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:34.359562] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:34.362813] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2025-12-24T20:23:34.363072] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2025-12-24T20:23:34.363188] [INFO ] [sig       ] GSBC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:34.502057] [INFO ] [LOCAL     ] Saved forecast: GSBC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GSBC.txt
[2025-12-24T20:23:34.502175] [INFO ] [sig       ] [1460/3551] Completed GSBC in 0.3s | 2.86 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-24T20:23:34.502214] [INFO ] [sig       ] [1461/3551] Forecasting GSBD...
[2025-12-24T20:23:34.502244] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-12-24T20:23:34.502288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-12-24T20:23:34.513676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2025-12-24T20:23:34.513967] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-12-24T20:23:34.514729] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-12-24T20:23:34.514780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:34.514811] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:34.514838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:34.514894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:34.571448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:34.572065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:34.572155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:34.572188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:34.688822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:34.688927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:34.688963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:34.689017] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:34.692339] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: DOWN (p=21.41%)
[2025-12-24T20:23:34.692650] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-12-24T20:23:34.692773] [INFO ] [sig       ] GSBD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:34.833798] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GSBD.txt
[2025-12-24T20:23:34.833965] [INFO ] [sig       ] [1461/3551] Completed GSBD in 0.3s | 2.86 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-24T20:23:34.834007] [INFO ] [sig       ] [1462/3551] Forecasting GSHD...
[2025-12-24T20:23:34.834036] [INFO ] [sig       ] Generating forecast for: GSHD
[2025-12-24T20:23:34.834066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2025-12-24T20:23:34.846161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2025-12-24T20:23:34.846683] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2025-12-24T20:23:34.847468] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2025-12-24T20:23:34.847522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:34.847555] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:34.847618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:34.847684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:34.905031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:34.905713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:34.905794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:34.905827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:35.025048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:35.025195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:35.025234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:35.025264] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:35.028673] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: DOWN (p=4.72%)
[2025-12-24T20:23:35.028946] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2025-12-24T20:23:35.029067] [INFO ] [sig       ] GSHD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:35.167161] [INFO ] [LOCAL     ] Saved forecast: GSHD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GSHD.txt
[2025-12-24T20:23:35.167307] [INFO ] [sig       ] [1462/3551] Completed GSHD in 0.3s | 2.86 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-24T20:23:35.167347] [INFO ] [sig       ] [1463/3551] Forecasting GSK...
[2025-12-24T20:23:35.167378] [INFO ] [sig       ] Generating forecast for: GSK
[2025-12-24T20:23:35.167407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-12-24T20:23:35.178960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2025-12-24T20:23:35.179265] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-12-24T20:23:35.180110] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-12-24T20:23:35.180163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:35.180195] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:35.180233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:35.180293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:35.238700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:35.239397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:35.239484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:35.239517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:35.361697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:35.361844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:35.361885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:35.361914] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:35.365285] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=58.23%)
[2025-12-24T20:23:35.365555] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-12-24T20:23:35.365696] [INFO ] [sig       ] GSK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:35.504787] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GSK.txt
[2025-12-24T20:23:35.504949] [INFO ] [sig       ] [1463/3551] Completed GSK in 0.3s | 2.86 sym/s | Total: 8.5m | ETA: 12.2m
[2025-12-24T20:23:35.504988] [INFO ] [sig       ] [1464/3551] Forecasting GSL...
[2025-12-24T20:23:35.505018] [INFO ] [sig       ] Generating forecast for: GSL
[2025-12-24T20:23:35.505050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-12-24T20:23:35.516913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2025-12-24T20:23:35.517286] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-12-24T20:23:35.518082] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-12-24T20:23:35.518134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:35.518166] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:35.518192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:35.518249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:35.576295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:35.577176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:35.577271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:35.577305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:35.701595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:35.701749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:35.701788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:35.701816] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:35.705148] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: DOWN (p=9.22%)
[2025-12-24T20:23:35.705458] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-12-24T20:23:35.705797] [INFO ] [sig       ] GSL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:35.848929] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GSL.txt
[2025-12-24T20:23:35.849068] [INFO ] [sig       ] [1464/3551] Completed GSL in 0.3s | 2.86 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-24T20:23:35.849109] [INFO ] [sig       ] [1465/3551] Forecasting GSM...
[2025-12-24T20:23:35.849137] [INFO ] [sig       ] Generating forecast for: GSM
[2025-12-24T20:23:35.849167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2025-12-24T20:23:35.861542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2025-12-24T20:23:35.861879] [INFO ] [FORECASTER] Starting predict_future for GSM
[2025-12-24T20:23:35.862724] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2025-12-24T20:23:35.862778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:35.862810] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:35.862839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:35.862895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:35.918835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:35.919449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:35.919526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:35.919557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:36.035438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:36.035562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:36.035617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:36.035646] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:36.038863] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: DOWN (p=37.89%)
[2025-12-24T20:23:36.039125] [INFO ] [FORECASTER] Completed predict_future for GSM
[2025-12-24T20:23:36.039244] [INFO ] [sig       ] GSM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:36.180054] [INFO ] [LOCAL     ] Saved forecast: GSM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GSM.txt
[2025-12-24T20:23:36.180210] [INFO ] [sig       ] [1465/3551] Completed GSM in 0.3s | 2.86 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-24T20:23:36.180249] [INFO ] [sig       ] [1466/3551] Forecasting GTES...
[2025-12-24T20:23:36.180280] [INFO ] [sig       ] Generating forecast for: GTES
[2025-12-24T20:23:36.180310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-12-24T20:23:36.192196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTES'.
[2025-12-24T20:23:36.192601] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-12-24T20:23:36.193387] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-12-24T20:23:36.193439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:36.193472] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:36.193500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:36.193558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:36.250445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:36.251227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:36.251318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:36.251358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:36.366129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:36.366259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:36.366298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:36.366327] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:36.369820] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=74.35%)
[2025-12-24T20:23:36.370079] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-12-24T20:23:36.370204] [INFO ] [sig       ] GTES: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:36.508997] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GTES.txt
[2025-12-24T20:23:36.509113] [INFO ] [sig       ] [1466/3551] Completed GTES in 0.3s | 2.86 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-24T20:23:36.509152] [INFO ] [sig       ] [1467/3551] Forecasting GTLB...
[2025-12-24T20:23:36.509181] [INFO ] [sig       ] Generating forecast for: GTLB
[2025-12-24T20:23:36.509216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2025-12-24T20:23:36.520751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2025-12-24T20:23:36.521050] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2025-12-24T20:23:36.521889] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2025-12-24T20:23:36.521942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:36.521973] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:36.521999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:36.522055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:36.577672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:36.578261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:36.578340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:36.578372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:36.696329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:36.696463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:36.696502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:36.696532] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:36.699797] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: UP (p=88.46%)
[2025-12-24T20:23:36.700068] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2025-12-24T20:23:36.700188] [INFO ] [sig       ] GTLB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:36.838940] [INFO ] [LOCAL     ] Saved forecast: GTLB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GTLB.txt
[2025-12-24T20:23:36.839095] [INFO ] [sig       ] [1467/3551] Completed GTLB in 0.3s | 2.86 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-24T20:23:36.839135] [INFO ] [sig       ] [1468/3551] Forecasting GTLS...
[2025-12-24T20:23:36.839165] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-12-24T20:23:36.839195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-12-24T20:23:36.851084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2025-12-24T20:23:36.851412] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-12-24T20:23:36.852173] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-12-24T20:23:36.852224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:36.852255] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:36.852282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:36.852338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:36.908325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:36.909104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:36.909211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:36.909244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:37.034488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:37.034618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:37.034655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:37.034683] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:37.037830] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: UP (p=97.58%)
[2025-12-24T20:23:37.038092] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-12-24T20:23:37.038208] [INFO ] [sig       ] GTLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:37.175469] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GTLS.txt
[2025-12-24T20:23:37.175631] [INFO ] [sig       ] [1468/3551] Completed GTLS in 0.3s | 2.86 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-24T20:23:37.175692] [INFO ] [sig       ] [1469/3551] Forecasting GTN...
[2025-12-24T20:23:37.175731] [INFO ] [sig       ] Generating forecast for: GTN
[2025-12-24T20:23:37.175761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-12-24T20:23:37.186405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2025-12-24T20:23:37.186705] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-12-24T20:23:37.187442] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-12-24T20:23:37.187493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:37.187524] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:37.187551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:37.187631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:37.243003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:37.243595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:37.243670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:37.243702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:37.366440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:37.366562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:37.366618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:37.366648] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:37.369938] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: DOWN (p=15.06%)
[2025-12-24T20:23:37.370196] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-12-24T20:23:37.370313] [INFO ] [sig       ] GTN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:37.509830] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GTN.txt
[2025-12-24T20:23:37.509954] [INFO ] [sig       ] [1469/3551] Completed GTN in 0.3s | 2.86 sym/s | Total: 8.5m | ETA: 12.1m
[2025-12-24T20:23:37.509993] [INFO ] [sig       ] [1470/3551] Forecasting GTX...
[2025-12-24T20:23:37.510023] [INFO ] [sig       ] Generating forecast for: GTX
[2025-12-24T20:23:37.510053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2025-12-24T20:23:37.520894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2025-12-24T20:23:37.521185] [INFO ] [FORECASTER] Starting predict_future for GTX
[2025-12-24T20:23:37.521949] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2025-12-24T20:23:37.521999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:37.522030] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:37.522057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:37.522117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:37.582627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:37.583371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:37.583475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:37.583514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:37.704022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:37.704182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:37.704229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:37.704260] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:37.707648] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: DOWN (p=21.84%)
[2025-12-24T20:23:37.707938] [INFO ] [FORECASTER] Completed predict_future for GTX
[2025-12-24T20:23:37.708062] [INFO ] [sig       ] GTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:37.849080] [INFO ] [LOCAL     ] Saved forecast: GTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GTX.txt
[2025-12-24T20:23:37.849248] [INFO ] [sig       ] [1470/3551] Completed GTX in 0.3s | 2.86 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-24T20:23:37.849291] [INFO ] [sig       ] [1471/3551] Forecasting GTY...
[2025-12-24T20:23:37.849350] [INFO ] [sig       ] Generating forecast for: GTY
[2025-12-24T20:23:37.849405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-12-24T20:23:37.861480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2025-12-24T20:23:37.861869] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-12-24T20:23:37.862668] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-12-24T20:23:37.862721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:37.862753] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:37.862780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:37.862844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:37.919527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:37.920815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:37.920897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:37.920929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:38.041480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:38.041642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:38.041683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:38.041713] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:38.044975] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: DOWN (p=17.01%)
[2025-12-24T20:23:38.045238] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-12-24T20:23:38.045353] [INFO ] [sig       ] GTY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:38.186740] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GTY.txt
[2025-12-24T20:23:38.186891] [INFO ] [sig       ] [1471/3551] Completed GTY in 0.3s | 2.86 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-24T20:23:38.186932] [INFO ] [sig       ] [1472/3551] Forecasting GUG...
[2025-12-24T20:23:38.186962] [INFO ] [sig       ] Generating forecast for: GUG
[2025-12-24T20:23:38.186992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-12-24T20:23:38.198835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2025-12-24T20:23:38.199132] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-12-24T20:23:38.203184] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-12-24T20:23:38.203242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:38.203275] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:38.203302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:38.203358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:38.261202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:38.261882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:38.261967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:38.262000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:38.380407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:38.380547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:38.380603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:38.380634] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:38.383924] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: DOWN (p=13.05%)
[2025-12-24T20:23:38.384186] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-12-24T20:23:38.384302] [INFO ] [sig       ] GUG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:38.526128] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GUG.txt
[2025-12-24T20:23:38.526259] [INFO ] [sig       ] [1472/3551] Completed GUG in 0.3s | 2.86 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-24T20:23:38.526298] [INFO ] [sig       ] [1473/3551] Forecasting GVA...
[2025-12-24T20:23:38.526328] [INFO ] [sig       ] Generating forecast for: GVA
[2025-12-24T20:23:38.526358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-12-24T20:23:38.539124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2025-12-24T20:23:38.539566] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-12-24T20:23:38.540334] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-12-24T20:23:38.540385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:38.540416] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:38.540443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:38.540504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:38.597053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:38.597658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:38.597739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:38.597770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:38.715769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:38.715900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:38.715938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:38.715966] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:38.719409] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: DOWN (p=1.22%)
[2025-12-24T20:23:38.719905] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-12-24T20:23:38.720026] [INFO ] [sig       ] GVA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:38.863818] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GVA.txt
[2025-12-24T20:23:38.863977] [INFO ] [sig       ] [1473/3551] Completed GVA in 0.3s | 2.86 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-24T20:23:38.864023] [INFO ] [sig       ] [1474/3551] Forecasting GWH...
[2025-12-24T20:23:38.864054] [INFO ] [sig       ] Generating forecast for: GWH
[2025-12-24T20:23:38.864083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-12-24T20:23:38.876467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2025-12-24T20:23:38.876874] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-12-24T20:23:38.877687] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-12-24T20:23:38.877741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:38.877773] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:38.877798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:38.877854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:38.934455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:38.935230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:38.935337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:38.935371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:39.056700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:39.056819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:39.056856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:39.056884] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:39.060056] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=6.73%)
[2025-12-24T20:23:39.060336] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-12-24T20:23:39.060482] [INFO ] [sig       ] GWH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:39.199062] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GWH.txt
[2025-12-24T20:23:39.199190] [INFO ] [sig       ] [1474/3551] Completed GWH in 0.3s | 2.86 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-24T20:23:39.199228] [INFO ] [sig       ] [1475/3551] Forecasting GWRE...
[2025-12-24T20:23:39.199257] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-12-24T20:23:39.199287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-12-24T20:23:39.211258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2025-12-24T20:23:39.211590] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-12-24T20:23:39.212355] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-12-24T20:23:39.212408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:39.212480] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:39.212511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:39.212590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:39.270963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:39.271747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:39.271836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:39.271870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:39.395917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:39.396074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:39.396114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:39.396145] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:39.399593] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: UP (p=72.16%)
[2025-12-24T20:23:39.399867] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-12-24T20:23:39.399990] [INFO ] [sig       ] GWRE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:39.540705] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GWRE.txt
[2025-12-24T20:23:39.540838] [INFO ] [sig       ] [1475/3551] Completed GWRE in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-24T20:23:39.540878] [INFO ] [sig       ] [1476/3551] Forecasting GWRS...
[2025-12-24T20:23:39.540908] [INFO ] [sig       ] Generating forecast for: GWRS
[2025-12-24T20:23:39.540938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2025-12-24T20:23:39.552089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2025-12-24T20:23:39.552428] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2025-12-24T20:23:39.553176] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2025-12-24T20:23:39.553238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:39.553270] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:39.553297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:39.553353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:39.608871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:39.609644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:39.609727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:39.609758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:39.726250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:39.726407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:39.726446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:39.726476] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:39.730015] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: DOWN (p=45.19%)
[2025-12-24T20:23:39.730293] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2025-12-24T20:23:39.730416] [INFO ] [sig       ] GWRS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:39.876550] [INFO ] [LOCAL     ] Saved forecast: GWRS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/GWRS.txt
[2025-12-24T20:23:39.876735] [INFO ] [sig       ] [1476/3551] Completed GWRS in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-24T20:23:39.876784] [INFO ] [sig       ] [1477/3551] Forecasting GXAI...
[2025-12-24T20:23:39.876816] [INFO ] [sig       ] Generating forecast for: GXAI
[2025-12-24T20:23:39.876846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2025-12-24T20:23:39.891217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2025-12-24T20:23:39.891586] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2025-12-24T20:23:39.892411] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2025-12-24T20:23:39.892469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:39.892500] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:39.892527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:39.892604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:39.954364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:39.955471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:39.955595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:39.955639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:40.071066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:40.071220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:40.071259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:40.071287] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:40.074967] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: UP (p=94.62%)
[2025-12-24T20:23:40.075228] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2025-12-24T20:23:40.075344] [INFO ] [sig       ] GXAI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:40.216028] [INFO ] [LOCAL     ] Saved forecast: GXAI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GXAI.txt
[2025-12-24T20:23:40.216172] [INFO ] [sig       ] [1477/3551] Completed GXAI in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-24T20:23:40.216212] [INFO ] [sig       ] [1478/3551] Forecasting GYRE...
[2025-12-24T20:23:40.216242] [INFO ] [sig       ] Generating forecast for: GYRE
[2025-12-24T20:23:40.216273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2025-12-24T20:23:40.228658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2025-12-24T20:23:40.229034] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2025-12-24T20:23:40.229836] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2025-12-24T20:23:40.229888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:40.229920] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:40.229946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:40.230001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:40.287647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:40.288719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:40.288805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:40.288838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:40.411949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:40.412109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:40.412151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:40.412215] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:40.415800] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: UP (p=87.11%)
[2025-12-24T20:23:40.416133] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2025-12-24T20:23:40.416279] [INFO ] [sig       ] GYRE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:40.572449] [INFO ] [LOCAL     ] Saved forecast: GYRE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/GYRE.txt
[2025-12-24T20:23:40.572651] [INFO ] [sig       ] [1478/3551] Completed GYRE in 0.4s | 2.87 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-24T20:23:40.572708] [INFO ] [sig       ] [1479/3551] Forecasting H...
[2025-12-24T20:23:40.572742] [INFO ] [sig       ] Generating forecast for: H
[2025-12-24T20:23:40.572775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-12-24T20:23:40.585916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2025-12-24T20:23:40.586358] [INFO ] [FORECASTER] Starting predict_future for H
[2025-12-24T20:23:40.587300] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-12-24T20:23:40.587356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:40.587389] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:40.587417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:40.587475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:40.649128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:40.650092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:40.650183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:40.650216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:40.769088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:40.769244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:40.769287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:40.769336] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:40.772778] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: DOWN (p=15.36%)
[2025-12-24T20:23:40.773049] [INFO ] [FORECASTER] Completed predict_future for H
[2025-12-24T20:23:40.773173] [INFO ] [sig       ] H: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:40.915700] [INFO ] [LOCAL     ] Saved forecast: H	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/H.txt
[2025-12-24T20:23:40.915855] [INFO ] [sig       ] [1479/3551] Completed H in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.1m
[2025-12-24T20:23:40.915914] [INFO ] [sig       ] [1480/3551] Forecasting HAE...
[2025-12-24T20:23:40.915948] [INFO ] [sig       ] Generating forecast for: HAE
[2025-12-24T20:23:40.915980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-12-24T20:23:40.927613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2025-12-24T20:23:40.928008] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-12-24T20:23:40.928853] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-12-24T20:23:40.928907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:40.928940] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:40.928968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:40.929025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:40.984816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:40.985542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:40.985645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:40.985679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:41.111402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:41.111586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:41.111630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:41.111659] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:41.115007] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=10.57%)
[2025-12-24T20:23:41.115273] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-12-24T20:23:41.115398] [INFO ] [sig       ] HAE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:41.254400] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HAE.txt
[2025-12-24T20:23:41.254545] [INFO ] [sig       ] [1480/3551] Completed HAE in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-24T20:23:41.254603] [INFO ] [sig       ] [1481/3551] Forecasting HAFC...
[2025-12-24T20:23:41.254634] [INFO ] [sig       ] Generating forecast for: HAFC
[2025-12-24T20:23:41.254664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2025-12-24T20:23:41.266267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2025-12-24T20:23:41.266629] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2025-12-24T20:23:41.267388] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2025-12-24T20:23:41.267439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:41.267470] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:41.267497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:41.267553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:41.323735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:41.324494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:41.324596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:41.324631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:41.446011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:41.446169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:41.446208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:41.446237] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:41.449887] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: UP (p=61.52%)
[2025-12-24T20:23:41.450165] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2025-12-24T20:23:41.450309] [INFO ] [sig       ] HAFC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:41.591245] [INFO ] [LOCAL     ] Saved forecast: HAFC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HAFC.txt
[2025-12-24T20:23:41.591380] [INFO ] [sig       ] [1481/3551] Completed HAFC in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-24T20:23:41.591421] [INFO ] [sig       ] [1482/3551] Forecasting HAIN...
[2025-12-24T20:23:41.591453] [INFO ] [sig       ] Generating forecast for: HAIN
[2025-12-24T20:23:41.591483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'.
[2025-12-24T20:23:41.603600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAIN'.
[2025-12-24T20:23:41.603886] [INFO ] [FORECASTER] Starting predict_future for HAIN
[2025-12-24T20:23:41.604647] [DEBUG] [LOCAL     ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt
[2025-12-24T20:23:41.604699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:41.604730] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:41.604756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:41.604812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:41.661605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:41.662417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:41.662501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:41.662534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:41.784427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:41.784598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:41.784639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:41.784668] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:41.787968] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: DOWN (p=32.11%)
[2025-12-24T20:23:41.788234] [INFO ] [FORECASTER] Completed predict_future for HAIN
[2025-12-24T20:23:41.788355] [INFO ] [sig       ] HAIN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:41.930310] [INFO ] [LOCAL     ] Saved forecast: HAIN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HAIN.txt
[2025-12-24T20:23:41.930444] [INFO ] [sig       ] [1482/3551] Completed HAIN in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-24T20:23:41.930485] [INFO ] [sig       ] [1483/3551] Forecasting HAL...
[2025-12-24T20:23:41.930516] [INFO ] [sig       ] Generating forecast for: HAL
[2025-12-24T20:23:41.930547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-12-24T20:23:41.942749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2025-12-24T20:23:41.943056] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-12-24T20:23:41.943893] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-12-24T20:23:41.943946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:41.943978] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:41.944004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:41.944060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:42.001153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:42.002035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:42.002120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:42.002153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:42.124090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:42.124240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:42.124296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:42.124325] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:42.127877] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: DOWN (p=43.34%)
[2025-12-24T20:23:42.128159] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-12-24T20:23:42.128282] [INFO ] [sig       ] HAL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:42.266627] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HAL.txt
[2025-12-24T20:23:42.266761] [INFO ] [sig       ] [1483/3551] Completed HAL in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-24T20:23:42.266801] [INFO ] [sig       ] [1484/3551] Forecasting HALO...
[2025-12-24T20:23:42.266830] [INFO ] [sig       ] Generating forecast for: HALO
[2025-12-24T20:23:42.266860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2025-12-24T20:23:42.277969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2025-12-24T20:23:42.278271] [INFO ] [FORECASTER] Starting predict_future for HALO
[2025-12-24T20:23:42.279029] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2025-12-24T20:23:42.279081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:42.279112] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:42.279139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:42.279195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:42.334670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:42.335282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:42.335360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:42.335391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:42.454889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:42.455039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:42.455079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:42.455107] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:42.458392] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: UP (p=79.54%)
[2025-12-24T20:23:42.458676] [INFO ] [FORECASTER] Completed predict_future for HALO
[2025-12-24T20:23:42.458794] [INFO ] [sig       ] HALO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:42.599828] [INFO ] [LOCAL     ] Saved forecast: HALO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HALO.txt
[2025-12-24T20:23:42.599990] [INFO ] [sig       ] [1484/3551] Completed HALO in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-24T20:23:42.600032] [INFO ] [sig       ] [1485/3551] Forecasting HAS...
[2025-12-24T20:23:42.600063] [INFO ] [sig       ] Generating forecast for: HAS
[2025-12-24T20:23:42.600093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2025-12-24T20:23:42.611293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2025-12-24T20:23:42.611661] [INFO ] [FORECASTER] Starting predict_future for HAS
[2025-12-24T20:23:42.612409] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2025-12-24T20:23:42.612461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:42.612493] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:42.612520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:42.612600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:42.670899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:42.671754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:42.671896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:42.671930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:42.792169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:42.792332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:42.792372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:42.792400] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:42.796044] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: DOWN (p=4.33%)
[2025-12-24T20:23:42.796316] [INFO ] [FORECASTER] Completed predict_future for HAS
[2025-12-24T20:23:42.796437] [INFO ] [sig       ] HAS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:42.936821] [INFO ] [LOCAL     ] Saved forecast: HAS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HAS.txt
[2025-12-24T20:23:42.936973] [INFO ] [sig       ] [1485/3551] Completed HAS in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-24T20:23:42.937014] [INFO ] [sig       ] [1486/3551] Forecasting HASI...
[2025-12-24T20:23:42.937043] [INFO ] [sig       ] Generating forecast for: HASI
[2025-12-24T20:23:42.937074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-12-24T20:23:42.948949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2025-12-24T20:23:42.949289] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-12-24T20:23:42.950128] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-12-24T20:23:42.950181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:42.950213] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:42.950239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:42.950295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:43.006431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:43.007290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:43.007374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:43.007406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:43.132475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:43.132660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:43.132701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:43.132729] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:43.136141] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: UP (p=85.17%)
[2025-12-24T20:23:43.136400] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-12-24T20:23:43.136517] [INFO ] [sig       ] HASI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:43.277695] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HASI.txt
[2025-12-24T20:23:43.277866] [INFO ] [sig       ] [1486/3551] Completed HASI in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-24T20:23:43.277908] [INFO ] [sig       ] [1487/3551] Forecasting HBAN...
[2025-12-24T20:23:43.277938] [INFO ] [sig       ] Generating forecast for: HBAN
[2025-12-24T20:23:43.277969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'.
[2025-12-24T20:23:43.289813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBAN'.
[2025-12-24T20:23:43.290188] [INFO ] [FORECASTER] Starting predict_future for HBAN
[2025-12-24T20:23:43.290992] [DEBUG] [LOCAL     ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt
[2025-12-24T20:23:43.291044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:43.291089] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:43.291117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:43.291173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:43.347590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:43.348416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:43.348499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:43.348531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:43.470916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:43.471067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:43.471107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:43.471137] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:43.474631] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: DOWN (p=6.26%)
[2025-12-24T20:23:43.474908] [INFO ] [FORECASTER] Completed predict_future for HBAN
[2025-12-24T20:23:43.475045] [INFO ] [sig       ] HBAN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:43.614715] [INFO ] [LOCAL     ] Saved forecast: HBAN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HBAN.txt
[2025-12-24T20:23:43.614848] [INFO ] [sig       ] [1487/3551] Completed HBAN in 0.3s | 2.87 sym/s | Total: 8.6m | ETA: 12.0m
[2025-12-24T20:23:43.614888] [INFO ] [sig       ] [1488/3551] Forecasting HBANL...
[2025-12-24T20:23:43.614918] [INFO ] [sig       ] Generating forecast for: HBANL
[2025-12-24T20:23:43.614948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2025-12-24T20:23:43.626766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2025-12-24T20:23:43.627071] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2025-12-24T20:23:43.627839] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2025-12-24T20:23:43.627890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:43.627922] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:43.627949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:43.628005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:43.683245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:43.684147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:43.684227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:43.684259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:43.796458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:43.796619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:43.796661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:43.796690] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:43.800002] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-12-24T20:23:43.800268] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2025-12-24T20:23:43.800388] [INFO ] [sig       ] HBANL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:43.940095] [INFO ] [LOCAL     ] Saved forecast: HBANL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HBANL.txt
[2025-12-24T20:23:43.940273] [INFO ] [sig       ] [1488/3551] Completed HBANL in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-24T20:23:43.940315] [INFO ] [sig       ] [1489/3551] Forecasting HBANP...
[2025-12-24T20:23:43.940345] [INFO ] [sig       ] Generating forecast for: HBANP
[2025-12-24T20:23:43.940375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2025-12-24T20:23:43.952252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2025-12-24T20:23:43.952659] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2025-12-24T20:23:43.953410] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2025-12-24T20:23:43.953461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:43.953493] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:43.953520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:43.953599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:44.010764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:44.011447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:44.011531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:44.011564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:44.128957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:44.129114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:44.129154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:44.129182] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:44.132660] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: UP (p=59.66%)
[2025-12-24T20:23:44.132933] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2025-12-24T20:23:44.133056] [INFO ] [sig       ] HBANP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:44.279104] [INFO ] [LOCAL     ] Saved forecast: HBANP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HBANP.txt
[2025-12-24T20:23:44.279236] [INFO ] [sig       ] [1489/3551] Completed HBANP in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-24T20:23:44.279276] [INFO ] [sig       ] [1490/3551] Forecasting HBB...
[2025-12-24T20:23:44.279324] [INFO ] [sig       ] Generating forecast for: HBB
[2025-12-24T20:23:44.279357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-12-24T20:23:44.290381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2025-12-24T20:23:44.290690] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-12-24T20:23:44.291440] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-12-24T20:23:44.291495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:44.291526] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:44.291554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:44.291630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:44.348399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:44.349124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:44.349203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:44.349236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:44.462083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:44.462235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:44.462276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:44.462306] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:44.466066] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: DOWN (p=35.15%)
[2025-12-24T20:23:44.466340] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-12-24T20:23:44.466463] [INFO ] [sig       ] HBB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:44.608988] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HBB.txt
[2025-12-24T20:23:44.609122] [INFO ] [sig       ] [1490/3551] Completed HBB in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-24T20:23:44.609161] [INFO ] [sig       ] [1491/3551] Forecasting HBCP...
[2025-12-24T20:23:44.609196] [INFO ] [sig       ] Generating forecast for: HBCP
[2025-12-24T20:23:44.609227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2025-12-24T20:23:44.621144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2025-12-24T20:23:44.621458] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2025-12-24T20:23:44.622217] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2025-12-24T20:23:44.622268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:44.622300] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:44.622327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:44.622382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:44.678277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:44.679042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:44.679123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:44.679155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:44.798910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:44.799072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:44.799124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:44.799154] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:44.802608] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: UP (p=66.68%)
[2025-12-24T20:23:44.803062] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2025-12-24T20:23:44.803180] [INFO ] [sig       ] HBCP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:44.944762] [INFO ] [LOCAL     ] Saved forecast: HBCP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HBCP.txt
[2025-12-24T20:23:44.944928] [INFO ] [sig       ] [1491/3551] Completed HBCP in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-24T20:23:44.944967] [INFO ] [sig       ] [1492/3551] Forecasting HBM...
[2025-12-24T20:23:44.944998] [INFO ] [sig       ] Generating forecast for: HBM
[2025-12-24T20:23:44.945027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-12-24T20:23:44.957681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2025-12-24T20:23:44.958079] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-12-24T20:23:44.958848] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-12-24T20:23:44.958900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:44.958965] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:44.958994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:44.959050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:45.016335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:45.017195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:45.017281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:45.017313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:45.139022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:45.139182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:45.139219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:45.139247] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:45.143061] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: UP (p=89.15%)
[2025-12-24T20:23:45.143334] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-12-24T20:23:45.143467] [INFO ] [sig       ] HBM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:45.289199] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HBM.txt
[2025-12-24T20:23:45.289376] [INFO ] [sig       ] [1492/3551] Completed HBM in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-24T20:23:45.289420] [INFO ] [sig       ] [1493/3551] Forecasting HBNC...
[2025-12-24T20:23:45.289450] [INFO ] [sig       ] Generating forecast for: HBNC
[2025-12-24T20:23:45.289479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2025-12-24T20:23:45.302344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2025-12-24T20:23:45.302974] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2025-12-24T20:23:45.303829] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2025-12-24T20:23:45.303882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:45.303914] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:45.303940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:45.303995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:45.365339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:45.366210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:45.366295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:45.366329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:45.485094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:45.485248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:45.485287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:45.485315] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:45.488781] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: UP (p=51.06%)
[2025-12-24T20:23:45.489066] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2025-12-24T20:23:45.489194] [INFO ] [sig       ] HBNC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:45.629211] [INFO ] [LOCAL     ] Saved forecast: HBNC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HBNC.txt
[2025-12-24T20:23:45.629367] [INFO ] [sig       ] [1493/3551] Completed HBNC in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-24T20:23:45.629409] [INFO ] [sig       ] [1494/3551] Forecasting HCA...
[2025-12-24T20:23:45.629438] [INFO ] [sig       ] Generating forecast for: HCA
[2025-12-24T20:23:45.629468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-12-24T20:23:45.641289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2025-12-24T20:23:45.641712] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-12-24T20:23:45.642513] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-12-24T20:23:45.642566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:45.642616] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:45.642644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:45.642700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:45.699067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:45.699936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:45.700020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:45.700051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:45.817634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:45.817789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:45.817827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:45.817872] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:45.821261] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: DOWN (p=6.24%)
[2025-12-24T20:23:45.821561] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-12-24T20:23:45.821711] [INFO ] [sig       ] HCA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:45.962742] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HCA.txt
[2025-12-24T20:23:45.962900] [INFO ] [sig       ] [1494/3551] Completed HCA in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-24T20:23:45.962941] [INFO ] [sig       ] [1495/3551] Forecasting HCC...
[2025-12-24T20:23:45.962971] [INFO ] [sig       ] Generating forecast for: HCC
[2025-12-24T20:23:45.963001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-12-24T20:23:45.973751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2025-12-24T20:23:45.974036] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-12-24T20:23:45.974819] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-12-24T20:23:45.974871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:45.974903] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:45.974929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:45.974985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:46.032466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:46.033300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:46.033385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:46.033418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:46.158389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:46.158547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:46.158607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:46.158672] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:46.162102] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-12-24T20:23:46.162375] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-12-24T20:23:46.162502] [INFO ] [sig       ] HCC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:46.307547] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HCC.txt
[2025-12-24T20:23:46.307717] [INFO ] [sig       ] [1495/3551] Completed HCC in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 12.0m
[2025-12-24T20:23:46.307761] [INFO ] [sig       ] [1496/3551] Forecasting HCI...
[2025-12-24T20:23:46.307792] [INFO ] [sig       ] Generating forecast for: HCI
[2025-12-24T20:23:46.307823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-12-24T20:23:46.321976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2025-12-24T20:23:46.322360] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-12-24T20:23:46.323157] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-12-24T20:23:46.323210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:46.323242] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:46.323269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:46.323326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:46.381201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:46.382047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:46.382133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:46.382187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:46.498373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:46.498527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:46.498565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:46.498613] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:46.501969] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: UP (p=90.05%)
[2025-12-24T20:23:46.502290] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-12-24T20:23:46.502425] [INFO ] [sig       ] HCI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:46.646902] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HCI.txt
[2025-12-24T20:23:46.647034] [INFO ] [sig       ] [1496/3551] Completed HCI in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-24T20:23:46.647073] [INFO ] [sig       ] [1497/3551] Forecasting HCM...
[2025-12-24T20:23:46.647103] [INFO ] [sig       ] Generating forecast for: HCM
[2025-12-24T20:23:46.647132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2025-12-24T20:23:46.658491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2025-12-24T20:23:46.658784] [INFO ] [FORECASTER] Starting predict_future for HCM
[2025-12-24T20:23:46.659548] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2025-12-24T20:23:46.659617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:46.659650] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:46.659677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:46.659733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:46.715829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:46.716472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:46.716550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:46.716602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:46.838543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:46.838703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:46.838741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:46.838771] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:46.842163] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: UP (p=61.68%)
[2025-12-24T20:23:46.842424] [INFO ] [FORECASTER] Completed predict_future for HCM
[2025-12-24T20:23:46.842542] [INFO ] [sig       ] HCM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:46.983941] [INFO ] [LOCAL     ] Saved forecast: HCM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HCM.txt
[2025-12-24T20:23:46.984061] [INFO ] [sig       ] [1497/3551] Completed HCM in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-24T20:23:46.984099] [INFO ] [sig       ] [1498/3551] Forecasting HCSG...
[2025-12-24T20:23:46.984129] [INFO ] [sig       ] Generating forecast for: HCSG
[2025-12-24T20:23:46.984158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2025-12-24T20:23:46.995842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2025-12-24T20:23:46.996113] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2025-12-24T20:23:46.996874] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2025-12-24T20:23:46.996925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:46.996955] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:46.996982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:46.997049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:47.053312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:47.053952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:47.054031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:47.054063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:47.176296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:47.176442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:47.176480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:47.176508] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:47.179810] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: UP (p=60.70%)
[2025-12-24T20:23:47.180076] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2025-12-24T20:23:47.180195] [INFO ] [sig       ] HCSG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:47.318690] [INFO ] [LOCAL     ] Saved forecast: HCSG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HCSG.txt
[2025-12-24T20:23:47.318815] [INFO ] [sig       ] [1498/3551] Completed HCSG in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-24T20:23:47.318854] [INFO ] [sig       ] [1499/3551] Forecasting HCTI...
[2025-12-24T20:23:47.318883] [INFO ] [sig       ] Generating forecast for: HCTI
[2025-12-24T20:23:47.318913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'.
[2025-12-24T20:23:47.330721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCTI'.
[2025-12-24T20:23:47.331065] [INFO ] [FORECASTER] Starting predict_future for HCTI
[2025-12-24T20:23:47.331879] [DEBUG] [LOCAL     ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt
[2025-12-24T20:23:47.331933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:47.331965] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:47.331993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:47.332051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:47.391682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:47.392289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:47.392367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:47.392400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:47.506350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:47.506487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:47.506527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:47.506557] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:47.509843] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: DOWN (p=28.01%)
[2025-12-24T20:23:47.510109] [INFO ] [FORECASTER] Completed predict_future for HCTI
[2025-12-24T20:23:47.510230] [INFO ] [sig       ] HCTI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:47.650222] [INFO ] [LOCAL     ] Saved forecast: HCTI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HCTI.txt
[2025-12-24T20:23:47.650347] [INFO ] [sig       ] [1499/3551] Completed HCTI in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-24T20:23:47.650386] [INFO ] [sig       ] [1500/3551] Forecasting HD...
[2025-12-24T20:23:47.650415] [INFO ] [sig       ] Generating forecast for: HD
[2025-12-24T20:23:47.650444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-12-24T20:23:47.662349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2025-12-24T20:23:47.662659] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-12-24T20:23:47.663439] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-12-24T20:23:47.663494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:47.663527] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:47.663555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:47.663642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:47.721669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:47.722312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:47.722392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:47.722426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:47.839087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:47.839230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:47.839269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:47.839297] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:47.842598] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=89.37%)
[2025-12-24T20:23:47.842862] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-12-24T20:23:47.842979] [INFO ] [sig       ] HD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:47.983057] [INFO ] [LOCAL     ] Saved forecast: HD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HD.txt
[2025-12-24T20:23:47.983189] [INFO ] [sig       ] [1500/3551] Completed HD in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-24T20:23:47.983228] [INFO ] [sig       ] [1501/3551] Forecasting HDB...
[2025-12-24T20:23:47.983256] [INFO ] [sig       ] Generating forecast for: HDB
[2025-12-24T20:23:47.983284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-12-24T20:23:47.994981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2025-12-24T20:23:47.995280] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-12-24T20:23:47.996080] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-12-24T20:23:47.996132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:47.996164] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:47.996191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:47.996248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:48.057406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:48.058196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:48.058281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:48.058315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:48.183408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:48.183556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:48.183616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:48.183647] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:48.187000] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: DOWN (p=4.78%)
[2025-12-24T20:23:48.187268] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-12-24T20:23:48.187390] [INFO ] [sig       ] HDB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:48.328990] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HDB.txt
[2025-12-24T20:23:48.329114] [INFO ] [sig       ] [1501/3551] Completed HDB in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-24T20:23:48.329153] [INFO ] [sig       ] [1502/3551] Forecasting HDSN...
[2025-12-24T20:23:48.329183] [INFO ] [sig       ] Generating forecast for: HDSN
[2025-12-24T20:23:48.329212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2025-12-24T20:23:48.341312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2025-12-24T20:23:48.341652] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2025-12-24T20:23:48.342395] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2025-12-24T20:23:48.342447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:48.342478] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:48.342505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:48.342561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:48.402258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:48.403146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:48.403263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:48.403299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:48.518639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:48.518787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:48.518827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:48.518855] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:48.522382] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: UP (p=76.31%)
[2025-12-24T20:23:48.522673] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2025-12-24T20:23:48.522797] [INFO ] [sig       ] HDSN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:48.661750] [INFO ] [LOCAL     ] Saved forecast: HDSN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HDSN.txt
[2025-12-24T20:23:48.661878] [INFO ] [sig       ] [1502/3551] Completed HDSN in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-24T20:23:48.661918] [INFO ] [sig       ] [1503/3551] Forecasting HE...
[2025-12-24T20:23:48.661948] [INFO ] [sig       ] Generating forecast for: HE
[2025-12-24T20:23:48.661979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-12-24T20:23:48.675150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2025-12-24T20:23:48.675446] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-12-24T20:23:48.676230] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-12-24T20:23:48.676283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:48.676315] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:48.676344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:48.676402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:48.733168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:48.733907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:48.733989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:48.734022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:48.852752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:48.852900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:48.852940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:48.852969] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:48.856345] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: UP (p=83.49%)
[2025-12-24T20:23:48.856627] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-12-24T20:23:48.856745] [INFO ] [sig       ] HE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:48.996756] [INFO ] [LOCAL     ] Saved forecast: HE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HE.txt
[2025-12-24T20:23:48.996907] [INFO ] [sig       ] [1503/3551] Completed HE in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-24T20:23:48.996952] [INFO ] [sig       ] [1504/3551] Forecasting HEI...
[2025-12-24T20:23:48.996981] [INFO ] [sig       ] Generating forecast for: HEI
[2025-12-24T20:23:48.997011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-12-24T20:23:49.008057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2025-12-24T20:23:49.008402] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-12-24T20:23:49.009187] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-12-24T20:23:49.009240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:49.009272] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:49.009324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:49.009385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:49.067740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:49.068425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:49.068506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:49.068540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:49.190348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:49.190492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:49.190530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:49.190564] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:49.193924] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: DOWN (p=12.67%)
[2025-12-24T20:23:49.194186] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-12-24T20:23:49.194307] [INFO ] [sig       ] HEI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:49.332862] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HEI.txt
[2025-12-24T20:23:49.332984] [INFO ] [sig       ] [1504/3551] Completed HEI in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-24T20:23:49.333023] [INFO ] [sig       ] [1505/3551] Forecasting HELE...
[2025-12-24T20:23:49.333052] [INFO ] [sig       ] Generating forecast for: HELE
[2025-12-24T20:23:49.333081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2025-12-24T20:23:49.344212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2025-12-24T20:23:49.344566] [INFO ] [FORECASTER] Starting predict_future for HELE
[2025-12-24T20:23:49.345356] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2025-12-24T20:23:49.345409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:49.345443] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:49.345471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:49.345529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:49.403376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:49.404052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:49.404135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:49.404168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:49.524471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:49.524633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:49.524676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:49.524708] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:49.528053] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: UP (p=91.60%)
[2025-12-24T20:23:49.528337] [INFO ] [FORECASTER] Completed predict_future for HELE
[2025-12-24T20:23:49.528464] [INFO ] [sig       ] HELE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:49.668179] [INFO ] [LOCAL     ] Saved forecast: HELE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HELE.txt
[2025-12-24T20:23:49.668376] [INFO ] [sig       ] [1505/3551] Completed HELE in 0.3s | 2.87 sym/s | Total: 8.7m | ETA: 11.9m
[2025-12-24T20:23:49.668437] [INFO ] [sig       ] [1506/3551] Forecasting HEPS...
[2025-12-24T20:23:49.668490] [INFO ] [sig       ] Generating forecast for: HEPS
[2025-12-24T20:23:49.668529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2025-12-24T20:23:49.680556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2025-12-24T20:23:49.680941] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2025-12-24T20:23:49.681732] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2025-12-24T20:23:49.681784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:49.681817] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:49.681844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:49.681901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:49.739658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:49.740495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:49.740603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:49.740647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:49.865841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:49.865993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:49.866032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:49.866061] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:49.869431] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: DOWN (p=26.81%)
[2025-12-24T20:23:49.869728] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2025-12-24T20:23:49.869855] [INFO ] [sig       ] HEPS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:50.015921] [INFO ] [LOCAL     ] Saved forecast: HEPS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HEPS.txt
[2025-12-24T20:23:50.016078] [INFO ] [sig       ] [1506/3551] Completed HEPS in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-24T20:23:50.016120] [INFO ] [sig       ] [1507/3551] Forecasting HEQ...
[2025-12-24T20:23:50.016150] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-12-24T20:23:50.016180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-12-24T20:23:50.027670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2025-12-24T20:23:50.027943] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-12-24T20:23:50.028720] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-12-24T20:23:50.028772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:50.028805] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:50.028833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:50.028890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:50.084558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:50.085197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:50.085278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:50.085311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:50.201462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:50.201680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:50.201725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:50.201755] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:50.205207] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=64.66%)
[2025-12-24T20:23:50.205469] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-12-24T20:23:50.205605] [INFO ] [sig       ] HEQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:50.345170] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HEQ.txt
[2025-12-24T20:23:50.345308] [INFO ] [sig       ] [1507/3551] Completed HEQ in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-24T20:23:50.345349] [INFO ] [sig       ] [1508/3551] Forecasting HERO...
[2025-12-24T20:23:50.345380] [INFO ] [sig       ] Generating forecast for: HERO
[2025-12-24T20:23:50.345410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2025-12-24T20:23:50.360351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2025-12-24T20:23:50.360851] [INFO ] [FORECASTER] Starting predict_future for HERO
[2025-12-24T20:23:50.361803] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2025-12-24T20:23:50.361862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:50.361900] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:50.361932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:50.362004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:50.421699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:50.422489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:50.422588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:50.422624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:50.540722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:50.540871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:50.540910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:50.540939] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:50.544240] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: DOWN (p=13.39%)
[2025-12-24T20:23:50.544507] [INFO ] [FORECASTER] Completed predict_future for HERO
[2025-12-24T20:23:50.544658] [INFO ] [sig       ] HERO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:50.684556] [INFO ] [LOCAL     ] Saved forecast: HERO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HERO.txt
[2025-12-24T20:23:50.684700] [INFO ] [sig       ] [1508/3551] Completed HERO in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-24T20:23:50.684744] [INFO ] [sig       ] [1509/3551] Forecasting HESM...
[2025-12-24T20:23:50.684774] [INFO ] [sig       ] Generating forecast for: HESM
[2025-12-24T20:23:50.684803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-12-24T20:23:50.697282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2025-12-24T20:23:50.697610] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-12-24T20:23:50.698426] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-12-24T20:23:50.698480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:50.698540] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:50.698569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:50.698664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:50.756207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:50.757067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:50.757150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:50.757182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:50.882192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:50.882345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:50.882384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:50.882411] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:50.886243] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: DOWN (p=6.70%)
[2025-12-24T20:23:50.886509] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-12-24T20:23:50.886644] [INFO ] [sig       ] HESM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:51.025358] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HESM.txt
[2025-12-24T20:23:51.025478] [INFO ] [sig       ] [1509/3551] Completed HESM in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-24T20:23:51.025517] [INFO ] [sig       ] [1510/3551] Forecasting HFFG...
[2025-12-24T20:23:51.025547] [INFO ] [sig       ] Generating forecast for: HFFG
[2025-12-24T20:23:51.025595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2025-12-24T20:23:51.036912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFFG'.
[2025-12-24T20:23:51.037215] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2025-12-24T20:23:51.037992] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2025-12-24T20:23:51.038045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:51.038076] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:51.038103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:51.038159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:51.093826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:51.094521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:51.094626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:51.094661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:51.211475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:51.211639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:51.211682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:51.211711] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:51.215144] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: UP (p=86.48%)
[2025-12-24T20:23:51.215415] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2025-12-24T20:23:51.215537] [INFO ] [sig       ] HFFG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:51.356651] [INFO ] [LOCAL     ] Saved forecast: HFFG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HFFG.txt
[2025-12-24T20:23:51.356775] [INFO ] [sig       ] [1510/3551] Completed HFFG in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-24T20:23:51.356815] [INFO ] [sig       ] [1511/3551] Forecasting HFRO...
[2025-12-24T20:23:51.357013] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-12-24T20:23:51.357042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-12-24T20:23:51.368353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2025-12-24T20:23:51.368665] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-12-24T20:23:51.369442] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-12-24T20:23:51.369494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:51.369537] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:51.369565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:51.369650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:51.426117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:51.426737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:51.426817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:51.426848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:51.545397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:51.545539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:51.545594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:51.545626] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:51.548930] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-12-24T20:23:51.549193] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-12-24T20:23:51.549325] [INFO ] [sig       ] HFRO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:51.691041] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HFRO.txt
[2025-12-24T20:23:51.691166] [INFO ] [sig       ] [1511/3551] Completed HFRO in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-24T20:23:51.691204] [INFO ] [sig       ] [1512/3551] Forecasting HFWA...
[2025-12-24T20:23:51.691234] [INFO ] [sig       ] Generating forecast for: HFWA
[2025-12-24T20:23:51.691265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2025-12-24T20:23:51.702252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2025-12-24T20:23:51.702537] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2025-12-24T20:23:51.703297] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2025-12-24T20:23:51.703350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:51.703381] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:51.703408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:51.703465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:51.761149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:51.761783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:51.761860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:51.761893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:51.882813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:51.882961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:51.882999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:51.883056] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:51.886387] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: DOWN (p=17.01%)
[2025-12-24T20:23:51.886674] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2025-12-24T20:23:51.886793] [INFO ] [sig       ] HFWA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:52.045214] [INFO ] [LOCAL     ] Saved forecast: HFWA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HFWA.txt
[2025-12-24T20:23:52.045370] [INFO ] [sig       ] [1512/3551] Completed HFWA in 0.4s | 2.87 sym/s | Total: 8.8m | ETA: 11.9m
[2025-12-24T20:23:52.045412] [INFO ] [sig       ] [1513/3551] Forecasting HG...
[2025-12-24T20:23:52.045441] [INFO ] [sig       ] Generating forecast for: HG
[2025-12-24T20:23:52.045471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-12-24T20:23:52.057506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2025-12-24T20:23:52.057804] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-12-24T20:23:52.058554] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-12-24T20:23:52.058622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:52.058655] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:52.058682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:52.058738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:52.114390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:52.115122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:52.115201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:52.115234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:52.235158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:52.235296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:52.235335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:52.235363] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:52.238611] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: DOWN (p=9.63%)
[2025-12-24T20:23:52.238872] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-12-24T20:23:52.239166] [INFO ] [sig       ] HG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:52.379381] [INFO ] [LOCAL     ] Saved forecast: HG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HG.txt
[2025-12-24T20:23:52.379518] [INFO ] [sig       ] [1513/3551] Completed HG in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-24T20:23:52.379561] [INFO ] [sig       ] [1514/3551] Forecasting HGBL...
[2025-12-24T20:23:52.379610] [INFO ] [sig       ] Generating forecast for: HGBL
[2025-12-24T20:23:52.379642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2025-12-24T20:23:52.391072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2025-12-24T20:23:52.391343] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2025-12-24T20:23:52.392099] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2025-12-24T20:23:52.392150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:52.392181] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:52.392207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:52.392263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:52.448219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:52.448812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:52.448890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:52.448921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:52.562074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:52.562212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:52.562249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:52.562278] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:52.565745] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: DOWN (p=7.87%)
[2025-12-24T20:23:52.566009] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2025-12-24T20:23:52.566141] [INFO ] [sig       ] HGBL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:52.705070] [INFO ] [LOCAL     ] Saved forecast: HGBL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HGBL.txt
[2025-12-24T20:23:52.705206] [INFO ] [sig       ] [1514/3551] Completed HGBL in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-24T20:23:52.705252] [INFO ] [sig       ] [1515/3551] Forecasting HGLB...
[2025-12-24T20:23:52.705282] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-12-24T20:23:52.705312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-12-24T20:23:52.716913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2025-12-24T20:23:52.717187] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-12-24T20:23:52.717944] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-12-24T20:23:52.717996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:52.718027] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:52.718053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:52.718109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:52.774529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:52.775170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:52.775253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:52.775286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:52.897519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:52.897684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:52.897728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:52.897755] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:52.901036] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: UP (p=66.07%)
[2025-12-24T20:23:52.901295] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-12-24T20:23:52.901415] [INFO ] [sig       ] HGLB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:53.043488] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HGLB.txt
[2025-12-24T20:23:53.043644] [INFO ] [sig       ] [1515/3551] Completed HGLB in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-24T20:23:53.043686] [INFO ] [sig       ] [1516/3551] Forecasting HGTY...
[2025-12-24T20:23:53.043716] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-12-24T20:23:53.043745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-12-24T20:23:53.056178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2025-12-24T20:23:53.056550] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-12-24T20:23:53.057611] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-12-24T20:23:53.057668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:53.057701] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:53.057728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:53.057785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:53.114605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:53.115432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:53.115513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:53.115546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:53.234387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:53.234529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:53.234584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:53.234616] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:53.237892] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: DOWN (p=6.98%)
[2025-12-24T20:23:53.238154] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-12-24T20:23:53.238289] [INFO ] [sig       ] HGTY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:53.378398] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HGTY.txt
[2025-12-24T20:23:53.378524] [INFO ] [sig       ] [1516/3551] Completed HGTY in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-24T20:23:53.378565] [INFO ] [sig       ] [1517/3551] Forecasting HHH...
[2025-12-24T20:23:53.378614] [INFO ] [sig       ] Generating forecast for: HHH
[2025-12-24T20:23:53.378646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-12-24T20:23:53.389824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2025-12-24T20:23:53.390117] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-12-24T20:23:53.390907] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-12-24T20:23:53.390959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:53.390990] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:53.391016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:53.391072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:53.446342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:53.446962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:53.447039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:53.447071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:53.565112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:53.565249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:53.565286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:53.565315] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:53.568562] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=29.29%)
[2025-12-24T20:23:53.568849] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-12-24T20:23:53.568966] [INFO ] [sig       ] HHH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:53.706642] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HHH.txt
[2025-12-24T20:23:53.706768] [INFO ] [sig       ] [1517/3551] Completed HHH in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-24T20:23:53.706807] [INFO ] [sig       ] [1518/3551] Forecasting HI...
[2025-12-24T20:23:53.706836] [INFO ] [sig       ] Generating forecast for: HI
[2025-12-24T20:23:53.706866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-12-24T20:23:53.719197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HI'.
[2025-12-24T20:23:53.719650] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-12-24T20:23:53.720464] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-12-24T20:23:53.720518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:53.720551] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:53.720598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:53.720657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:53.779719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:53.780808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:53.780907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:53.780939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:53.907118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:53.907276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:53.907317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:53.907363] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:53.911235] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: UP (p=58.09%)
[2025-12-24T20:23:53.911524] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-12-24T20:23:53.911676] [INFO ] [sig       ] HI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:54.052895] [INFO ] [LOCAL     ] Saved forecast: HI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HI.txt
[2025-12-24T20:23:54.053048] [INFO ] [sig       ] [1518/3551] Completed HI in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-24T20:23:54.053089] [INFO ] [sig       ] [1519/3551] Forecasting HIFS...
[2025-12-24T20:23:54.053118] [INFO ] [sig       ] Generating forecast for: HIFS
[2025-12-24T20:23:54.053148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2025-12-24T20:23:54.063879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2025-12-24T20:23:54.064145] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2025-12-24T20:23:54.064909] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2025-12-24T20:23:54.064961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:54.064992] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:54.065020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:54.065075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:54.123923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:54.125158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:54.125279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:54.125312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:54.238124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:54.238275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:54.238313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:54.238342] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:54.241765] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-12-24T20:23:54.242179] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2025-12-24T20:23:54.242299] [INFO ] [sig       ] HIFS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:54.389525] [INFO ] [LOCAL     ] Saved forecast: HIFS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HIFS.txt
[2025-12-24T20:23:54.389709] [INFO ] [sig       ] [1519/3551] Completed HIFS in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-24T20:23:54.389759] [INFO ] [sig       ] [1520/3551] Forecasting HIG...
[2025-12-24T20:23:54.389795] [INFO ] [sig       ] Generating forecast for: HIG
[2025-12-24T20:23:54.389832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-12-24T20:23:54.401700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2025-12-24T20:23:54.402001] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-12-24T20:23:54.402790] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-12-24T20:23:54.402841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:54.402872] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:54.402898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:54.402952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:54.459876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:54.460730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:54.460833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:54.460867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:54.581222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:54.581369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:54.581409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:54.581439] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:54.584758] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: DOWN (p=1.32%)
[2025-12-24T20:23:54.585030] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-12-24T20:23:54.585153] [INFO ] [sig       ] HIG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:54.722874] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HIG.txt
[2025-12-24T20:23:54.722995] [INFO ] [sig       ] [1520/3551] Completed HIG in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-24T20:23:54.723034] [INFO ] [sig       ] [1521/3551] Forecasting HII...
[2025-12-24T20:23:54.723063] [INFO ] [sig       ] Generating forecast for: HII
[2025-12-24T20:23:54.723092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-12-24T20:23:54.734528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2025-12-24T20:23:54.734843] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-12-24T20:23:54.735802] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-12-24T20:23:54.735856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:54.735887] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:54.735913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:54.735969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:54.793401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:54.794055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:54.794133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:54.794165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:54.920880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:54.921070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:54.921113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:54.921142] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:54.925126] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: DOWN (p=17.02%)
[2025-12-24T20:23:54.925403] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-12-24T20:23:54.925525] [INFO ] [sig       ] HII: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:55.067939] [INFO ] [LOCAL     ] Saved forecast: HII	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HII.txt
[2025-12-24T20:23:55.068063] [INFO ] [sig       ] [1521/3551] Completed HII in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-24T20:23:55.068103] [INFO ] [sig       ] [1522/3551] Forecasting HIMS...
[2025-12-24T20:23:55.068134] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-12-24T20:23:55.068164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-12-24T20:23:55.079894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2025-12-24T20:23:55.080216] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-12-24T20:23:55.081081] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-12-24T20:23:55.081135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:55.081169] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:55.081208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:55.081267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:55.139510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:55.140533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:55.140639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:55.140674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:55.256614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:55.256753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:55.256792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:55.256820] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:55.260274] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: UP (p=56.47%)
[2025-12-24T20:23:55.260553] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-12-24T20:23:55.260699] [INFO ] [sig       ] HIMS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:55.401266] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HIMS.txt
[2025-12-24T20:23:55.401412] [INFO ] [sig       ] [1522/3551] Completed HIMS in 0.3s | 2.87 sym/s | Total: 8.8m | ETA: 11.8m
[2025-12-24T20:23:55.401476] [INFO ] [sig       ] [1523/3551] Forecasting HIMX...
[2025-12-24T20:23:55.401522] [INFO ] [sig       ] Generating forecast for: HIMX
[2025-12-24T20:23:55.401563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2025-12-24T20:23:55.413843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2025-12-24T20:23:55.414189] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2025-12-24T20:23:55.415015] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2025-12-24T20:23:55.415069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:55.415101] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:55.415128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:55.415184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:55.472857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:55.473632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:55.473719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:55.473753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:55.596076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:55.596230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:55.596271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:55.596301] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:55.599785] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: UP (p=52.81%)
[2025-12-24T20:23:55.600061] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2025-12-24T20:23:55.600190] [INFO ] [sig       ] HIMX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:55.741381] [INFO ] [LOCAL     ] Saved forecast: HIMX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HIMX.txt
[2025-12-24T20:23:55.741523] [INFO ] [sig       ] [1523/3551] Completed HIMX in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-24T20:23:55.741564] [INFO ] [sig       ] [1524/3551] Forecasting HIO...
[2025-12-24T20:23:55.741612] [INFO ] [sig       ] Generating forecast for: HIO
[2025-12-24T20:23:55.741643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-12-24T20:23:55.752617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2025-12-24T20:23:55.752893] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-12-24T20:23:55.753690] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-12-24T20:23:55.753741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:55.753772] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:55.753799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:55.753854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:55.810455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:55.811535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:55.811634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:55.811668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:55.936543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:55.936713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:55.936755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:55.936787] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:55.940351] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=62.18%)
[2025-12-24T20:23:55.940639] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-12-24T20:23:55.940776] [INFO ] [sig       ] HIO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:56.089928] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HIO.txt
[2025-12-24T20:23:56.090079] [INFO ] [sig       ] [1524/3551] Completed HIO in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-24T20:23:56.090119] [INFO ] [sig       ] [1525/3551] Forecasting HIPO...
[2025-12-24T20:23:56.090148] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-12-24T20:23:56.090178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-12-24T20:23:56.101804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2025-12-24T20:23:56.102132] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-12-24T20:23:56.102914] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-12-24T20:23:56.102966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:56.102998] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:56.103025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:56.103081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:56.163075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:56.164092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:56.164191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:56.164231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:56.288895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:56.289052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:56.289094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:56.289125] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:56.292542] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: DOWN (p=20.60%)
[2025-12-24T20:23:56.292825] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-12-24T20:23:56.292947] [INFO ] [sig       ] HIPO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:56.439489] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HIPO.txt
[2025-12-24T20:23:56.439667] [INFO ] [sig       ] [1525/3551] Completed HIPO in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-24T20:23:56.439710] [INFO ] [sig       ] [1526/3551] Forecasting HITI...
[2025-12-24T20:23:56.439740] [INFO ] [sig       ] Generating forecast for: HITI
[2025-12-24T20:23:56.439779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2025-12-24T20:23:56.451749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2025-12-24T20:23:56.452104] [INFO ] [FORECASTER] Starting predict_future for HITI
[2025-12-24T20:23:56.452885] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2025-12-24T20:23:56.452938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:56.453018] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:56.453047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:56.453104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:56.510106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:56.510867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:56.511139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:56.511171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:56.630449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:56.630619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:56.630660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:56.630688] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:56.634204] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: UP (p=81.56%)
[2025-12-24T20:23:56.634470] [INFO ] [FORECASTER] Completed predict_future for HITI
[2025-12-24T20:23:56.634606] [INFO ] [sig       ] HITI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:56.772546] [INFO ] [LOCAL     ] Saved forecast: HITI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HITI.txt
[2025-12-24T20:23:56.772692] [INFO ] [sig       ] [1526/3551] Completed HITI in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-24T20:23:56.772733] [INFO ] [sig       ] [1527/3551] Forecasting HIVE...
[2025-12-24T20:23:56.772761] [INFO ] [sig       ] Generating forecast for: HIVE
[2025-12-24T20:23:56.772791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2025-12-24T20:23:56.783609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2025-12-24T20:23:56.783900] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2025-12-24T20:23:56.784658] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2025-12-24T20:23:56.784709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:56.784739] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:56.784767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:56.784823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:56.839942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:56.840760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:56.840846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:56.840879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:56.956452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:56.956599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:56.956638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:56.956666] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:56.959894] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: DOWN (p=15.49%)
[2025-12-24T20:23:56.960157] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2025-12-24T20:23:56.960275] [INFO ] [sig       ] HIVE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:57.097798] [INFO ] [LOCAL     ] Saved forecast: HIVE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HIVE.txt
[2025-12-24T20:23:57.097952] [INFO ] [sig       ] [1527/3551] Completed HIVE in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-24T20:23:57.097994] [INFO ] [sig       ] [1528/3551] Forecasting HIX...
[2025-12-24T20:23:57.098023] [INFO ] [sig       ] Generating forecast for: HIX
[2025-12-24T20:23:57.098053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-12-24T20:23:57.108658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2025-12-24T20:23:57.108946] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-12-24T20:23:57.109784] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-12-24T20:23:57.109839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:57.109872] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:57.109899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:57.109955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:57.165617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:57.166318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:57.166399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:57.166431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:57.284273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:57.284431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:57.284476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:57.284505] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:57.287903] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: DOWN (p=10.74%)
[2025-12-24T20:23:57.288165] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-12-24T20:23:57.288284] [INFO ] [sig       ] HIX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:57.427587] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HIX.txt
[2025-12-24T20:23:57.427712] [INFO ] [sig       ] [1528/3551] Completed HIX in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.8m
[2025-12-24T20:23:57.427751] [INFO ] [sig       ] [1529/3551] Forecasting HL...
[2025-12-24T20:23:57.427781] [INFO ] [sig       ] Generating forecast for: HL
[2025-12-24T20:23:57.427811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-12-24T20:23:57.439154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2025-12-24T20:23:57.439496] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-12-24T20:23:57.440286] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-12-24T20:23:57.440338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:57.440371] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:57.440397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:57.440454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:57.498625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:57.499703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:57.499795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:57.499829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:57.623456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:57.623628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:57.623669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:57.623733] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:57.627119] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: DOWN (p=2.94%)
[2025-12-24T20:23:57.627395] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-12-24T20:23:57.627520] [INFO ] [sig       ] HL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:57.764626] [INFO ] [LOCAL     ] Saved forecast: HL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HL.txt
[2025-12-24T20:23:57.764752] [INFO ] [sig       ] [1529/3551] Completed HL in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-24T20:23:57.764791] [INFO ] [sig       ] [1530/3551] Forecasting HLAL...
[2025-12-24T20:23:57.764824] [INFO ] [sig       ] Generating forecast for: HLAL
[2025-12-24T20:23:57.764854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2025-12-24T20:23:57.776013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2025-12-24T20:23:57.776289] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2025-12-24T20:23:57.777061] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2025-12-24T20:23:57.777112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:57.777144] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:57.777169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:57.777224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:57.833893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:57.834829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:57.834917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:57.834948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:57.955684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:57.955834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:57.955872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:57.955900] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:57.959171] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: UP (p=80.97%)
[2025-12-24T20:23:57.959452] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2025-12-24T20:23:57.959589] [INFO ] [sig       ] HLAL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:58.098016] [INFO ] [LOCAL     ] Saved forecast: HLAL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HLAL.txt
[2025-12-24T20:23:58.098149] [INFO ] [sig       ] [1530/3551] Completed HLAL in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-24T20:23:58.098188] [INFO ] [sig       ] [1531/3551] Forecasting HLF...
[2025-12-24T20:23:58.098217] [INFO ] [sig       ] Generating forecast for: HLF
[2025-12-24T20:23:58.098247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-12-24T20:23:58.109726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2025-12-24T20:23:58.110038] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-12-24T20:23:58.110795] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-12-24T20:23:58.110847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:58.110878] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:58.110905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:58.110961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:58.167424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:58.168301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:58.168379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:58.168411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:58.287782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:58.287955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:58.287995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:58.288025] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:58.291391] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=25.36%)
[2025-12-24T20:23:58.291676] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-12-24T20:23:58.291797] [INFO ] [sig       ] HLF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:58.431772] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HLF.txt
[2025-12-24T20:23:58.431904] [INFO ] [sig       ] [1531/3551] Completed HLF in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-24T20:23:58.431942] [INFO ] [sig       ] [1532/3551] Forecasting HLI...
[2025-12-24T20:23:58.431971] [INFO ] [sig       ] Generating forecast for: HLI
[2025-12-24T20:23:58.432001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-12-24T20:23:58.443591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2025-12-24T20:23:58.443880] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-12-24T20:23:58.444636] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-12-24T20:23:58.444687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:58.444718] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:58.444746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:58.444801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:58.500549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:58.501271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:58.501352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:58.501384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:58.618747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:58.618919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:58.618958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:58.618987] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:58.622528] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: DOWN (p=17.45%)
[2025-12-24T20:23:58.622807] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-12-24T20:23:58.622929] [INFO ] [sig       ] HLI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:58.762653] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HLI.txt
[2025-12-24T20:23:58.762781] [INFO ] [sig       ] [1532/3551] Completed HLI in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-24T20:23:58.762820] [INFO ] [sig       ] [1533/3551] Forecasting HLIO...
[2025-12-24T20:23:58.762850] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-12-24T20:23:58.762880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-12-24T20:23:58.774169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2025-12-24T20:23:58.774472] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-12-24T20:23:58.775233] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-12-24T20:23:58.775285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:58.775317] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:58.775345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:58.775401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:58.830947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:58.831643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:58.831724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:58.831756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:58.959177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:58.959356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:58.959398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:58.959427] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:58.962787] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: DOWN (p=10.08%)
[2025-12-24T20:23:58.963059] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-12-24T20:23:58.963182] [INFO ] [sig       ] HLIO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:59.106508] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HLIO.txt
[2025-12-24T20:23:59.106684] [INFO ] [sig       ] [1533/3551] Completed HLIO in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-24T20:23:59.106727] [INFO ] [sig       ] [1534/3551] Forecasting HLLY...
[2025-12-24T20:23:59.106759] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-12-24T20:23:59.106789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-12-24T20:23:59.118892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2025-12-24T20:23:59.119335] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-12-24T20:23:59.120180] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-12-24T20:23:59.120237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:59.120270] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:59.120297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:59.120356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:59.179081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:59.179925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:59.180009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:59.180042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:59.298029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:59.298176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:59.298214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:59.298242] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:59.301548] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2025-12-24T20:23:59.301836] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-12-24T20:23:59.301956] [INFO ] [sig       ] HLLY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:23:59.440836] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HLLY.txt
[2025-12-24T20:23:59.440986] [INFO ] [sig       ] [1534/3551] Completed HLLY in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-24T20:23:59.441024] [INFO ] [sig       ] [1535/3551] Forecasting HLMN...
[2025-12-24T20:23:59.441053] [INFO ] [sig       ] Generating forecast for: HLMN
[2025-12-24T20:23:59.441082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2025-12-24T20:23:59.452207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2025-12-24T20:23:59.452509] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2025-12-24T20:23:59.453255] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2025-12-24T20:23:59.453317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:59.453350] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:59.453376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:59.453432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:59.510435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:59.511415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:59.511504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:59.511538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:59.638406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:59.638559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:59.638620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:59.638649] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:59.642067] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-12-24T20:23:59.642340] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2025-12-24T20:23:59.642466] [INFO ] [sig       ] HLMN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:23:59.785299] [INFO ] [LOCAL     ] Saved forecast: HLMN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HLMN.txt
[2025-12-24T20:23:59.785459] [INFO ] [sig       ] [1535/3551] Completed HLMN in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-24T20:23:59.785502] [INFO ] [sig       ] [1536/3551] Forecasting HLN...
[2025-12-24T20:23:59.785532] [INFO ] [sig       ] Generating forecast for: HLN
[2025-12-24T20:23:59.785563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-12-24T20:23:59.797399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2025-12-24T20:23:59.797793] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-12-24T20:23:59.798557] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-12-24T20:23:59.798630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:23:59.798663] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:23:59.798693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:23:59.798751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:23:59.863512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:23:59.864684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:23:59.864799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:23:59.864832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:23:59.982190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:23:59.982342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:23:59.982383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:23:59.982411] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:23:59.985849] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: DOWN (p=1.14%)
[2025-12-24T20:23:59.986141] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-12-24T20:23:59.986264] [INFO ] [sig       ] HLN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:00.128438] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HLN.txt
[2025-12-24T20:24:00.128596] [INFO ] [sig       ] [1536/3551] Completed HLN in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-24T20:24:00.128640] [INFO ] [sig       ] [1537/3551] Forecasting HLNE...
[2025-12-24T20:24:00.128670] [INFO ] [sig       ] Generating forecast for: HLNE
[2025-12-24T20:24:00.128700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2025-12-24T20:24:00.141703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2025-12-24T20:24:00.142066] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2025-12-24T20:24:00.142903] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2025-12-24T20:24:00.142958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:00.142991] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:00.143018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:00.143074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:00.198718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:00.199387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:00.199471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:00.199507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:00.316251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:00.316376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:00.316415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:00.316443] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:00.319840] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: DOWN (p=5.20%)
[2025-12-24T20:24:00.320113] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2025-12-24T20:24:00.320237] [INFO ] [sig       ] HLNE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:00.460634] [INFO ] [LOCAL     ] Saved forecast: HLNE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HLNE.txt
[2025-12-24T20:24:00.460766] [INFO ] [sig       ] [1537/3551] Completed HLNE in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-24T20:24:00.460807] [INFO ] [sig       ] [1538/3551] Forecasting HLX...
[2025-12-24T20:24:00.460836] [INFO ] [sig       ] Generating forecast for: HLX
[2025-12-24T20:24:00.460864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-12-24T20:24:00.472563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2025-12-24T20:24:00.472886] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-12-24T20:24:00.473650] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-12-24T20:24:00.473701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:00.473733] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:00.473760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:00.473817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:00.530202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:00.531137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:00.531228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:00.531261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:00.647322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:00.647479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:00.647518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:00.647547] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:00.651033] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: UP (p=86.55%)
[2025-12-24T20:24:00.651314] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-12-24T20:24:00.651441] [INFO ] [sig       ] HLX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:00.792600] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HLX.txt
[2025-12-24T20:24:00.792733] [INFO ] [sig       ] [1538/3551] Completed HLX in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-24T20:24:00.792782] [INFO ] [sig       ] [1539/3551] Forecasting HMC...
[2025-12-24T20:24:00.792813] [INFO ] [sig       ] Generating forecast for: HMC
[2025-12-24T20:24:00.792843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-12-24T20:24:00.805202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2025-12-24T20:24:00.805604] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-12-24T20:24:00.806386] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-12-24T20:24:00.806437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:00.806469] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:00.806495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:00.806551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:00.862586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:00.863199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:00.863278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:00.863310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:00.981609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:00.981763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:00.981802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:00.981832] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:00.985237] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: DOWN (p=16.21%)
[2025-12-24T20:24:00.985507] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-12-24T20:24:00.985646] [INFO ] [sig       ] HMC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:01.139166] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HMC.txt
[2025-12-24T20:24:01.139344] [INFO ] [sig       ] [1539/3551] Completed HMC in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-24T20:24:01.139388] [INFO ] [sig       ] [1540/3551] Forecasting HMN...
[2025-12-24T20:24:01.139418] [INFO ] [sig       ] Generating forecast for: HMN
[2025-12-24T20:24:01.139448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-12-24T20:24:01.150982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2025-12-24T20:24:01.151260] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-12-24T20:24:01.152019] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-12-24T20:24:01.152070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:01.152103] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:01.152131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:01.152373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:01.213499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:01.214223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:01.214302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:01.214334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:01.334845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:01.334991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:01.335029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:01.335057] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:01.338360] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: DOWN (p=42.53%)
[2025-12-24T20:24:01.338680] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-12-24T20:24:01.338803] [INFO ] [sig       ] HMN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:01.481990] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HMN.txt
[2025-12-24T20:24:01.482307] [INFO ] [sig       ] [1540/3551] Completed HMN in 0.3s | 2.87 sym/s | Total: 8.9m | ETA: 11.7m
[2025-12-24T20:24:01.482346] [INFO ] [sig       ] [1541/3551] Forecasting HMY...
[2025-12-24T20:24:01.482375] [INFO ] [sig       ] Generating forecast for: HMY
[2025-12-24T20:24:01.482404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-12-24T20:24:01.494739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2025-12-24T20:24:01.495037] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-12-24T20:24:01.496014] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-12-24T20:24:01.496085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:01.496121] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:01.496161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:01.496413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:01.553340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:01.553944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:01.554022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:01.554054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:01.676481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:01.676642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:01.676680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:01.676708] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:01.680017] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: DOWN (p=26.12%)
[2025-12-24T20:24:01.680288] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-12-24T20:24:01.680410] [INFO ] [sig       ] HMY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:01.823301] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HMY.txt
[2025-12-24T20:24:01.823449] [INFO ] [sig       ] [1541/3551] Completed HMY in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-24T20:24:01.823492] [INFO ] [sig       ] [1542/3551] Forecasting HNDL...
[2025-12-24T20:24:01.823523] [INFO ] [sig       ] Generating forecast for: HNDL
[2025-12-24T20:24:01.823553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'.
[2025-12-24T20:24:01.835650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNDL'.
[2025-12-24T20:24:01.835994] [INFO ] [FORECASTER] Starting predict_future for HNDL
[2025-12-24T20:24:01.836776] [DEBUG] [LOCAL     ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt
[2025-12-24T20:24:01.836830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:01.836863] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:01.836892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:01.836954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:01.896346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:01.897195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:01.897282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:01.897328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:02.024795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:02.024986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:02.025076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:02.025122] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:02.028951] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: DOWN (p=4.70%)
[2025-12-24T20:24:02.029345] [INFO ] [FORECASTER] Completed predict_future for HNDL
[2025-12-24T20:24:02.029511] [INFO ] [sig       ] HNDL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:02.184178] [INFO ] [LOCAL     ] Saved forecast: HNDL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HNDL.txt
[2025-12-24T20:24:02.184354] [INFO ] [sig       ] [1542/3551] Completed HNDL in 0.4s | 2.87 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-24T20:24:02.184404] [INFO ] [sig       ] [1543/3551] Forecasting HNI...
[2025-12-24T20:24:02.184437] [INFO ] [sig       ] Generating forecast for: HNI
[2025-12-24T20:24:02.184468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-12-24T20:24:02.197904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2025-12-24T20:24:02.198304] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-12-24T20:24:02.199142] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-12-24T20:24:02.199210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:02.199339] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:02.199387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:02.199463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:02.259022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:02.260053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:02.260138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:02.260170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:02.383126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:02.383286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:02.383326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:02.383358] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:02.386967] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: UP (p=87.06%)
[2025-12-24T20:24:02.387270] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-12-24T20:24:02.387411] [INFO ] [sig       ] HNI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:02.548454] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HNI.txt
[2025-12-24T20:24:02.548638] [INFO ] [sig       ] [1543/3551] Completed HNI in 0.4s | 2.87 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-24T20:24:02.548683] [INFO ] [sig       ] [1544/3551] Forecasting HNRG...
[2025-12-24T20:24:02.548714] [INFO ] [sig       ] Generating forecast for: HNRG
[2025-12-24T20:24:02.548745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2025-12-24T20:24:02.560790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2025-12-24T20:24:02.561157] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2025-12-24T20:24:02.561930] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2025-12-24T20:24:02.561982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:02.562014] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:02.562041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:02.562097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:02.625521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:02.626491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:02.626604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:02.626657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:02.749068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:02.749229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:02.749269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:02.749296] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:02.752690] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: DOWN (p=11.63%)
[2025-12-24T20:24:02.752970] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2025-12-24T20:24:02.753093] [INFO ] [sig       ] HNRG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:02.901846] [INFO ] [LOCAL     ] Saved forecast: HNRG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HNRG.txt
[2025-12-24T20:24:02.901987] [INFO ] [sig       ] [1544/3551] Completed HNRG in 0.4s | 2.87 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-24T20:24:02.902029] [INFO ] [sig       ] [1545/3551] Forecasting HOG...
[2025-12-24T20:24:02.902059] [INFO ] [sig       ] Generating forecast for: HOG
[2025-12-24T20:24:02.902089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-12-24T20:24:02.913828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2025-12-24T20:24:02.914125] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-12-24T20:24:02.914932] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-12-24T20:24:02.914986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:02.915019] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:02.915047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:02.915103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:02.972765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:02.973530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:02.973631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:02.973667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:03.095203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:03.095356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:03.095398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:03.095427] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:03.098824] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: UP (p=64.44%)
[2025-12-24T20:24:03.099098] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-12-24T20:24:03.099223] [INFO ] [sig       ] HOG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:03.245374] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HOG.txt
[2025-12-24T20:24:03.245504] [INFO ] [sig       ] [1545/3551] Completed HOG in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.7m
[2025-12-24T20:24:03.245544] [INFO ] [sig       ] [1546/3551] Forecasting HOLO...
[2025-12-24T20:24:03.245590] [INFO ] [sig       ] Generating forecast for: HOLO
[2025-12-24T20:24:03.245624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2025-12-24T20:24:03.256870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2025-12-24T20:24:03.257312] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2025-12-24T20:24:03.258077] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2025-12-24T20:24:03.258300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:03.258343] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:03.258372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:03.258428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:03.314638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:03.315239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:03.315317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:03.315349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:03.435175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:03.435332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:03.435377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:03.435441] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:03.438920] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: UP (p=55.57%)
[2025-12-24T20:24:03.439197] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2025-12-24T20:24:03.439344] [INFO ] [sig       ] HOLO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:03.580898] [INFO ] [LOCAL     ] Saved forecast: HOLO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HOLO.txt
[2025-12-24T20:24:03.581026] [INFO ] [sig       ] [1546/3551] Completed HOLO in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-24T20:24:03.581066] [INFO ] [sig       ] [1547/3551] Forecasting HOLX...
[2025-12-24T20:24:03.581096] [INFO ] [sig       ] Generating forecast for: HOLX
[2025-12-24T20:24:03.581127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2025-12-24T20:24:03.592707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2025-12-24T20:24:03.592988] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2025-12-24T20:24:03.593753] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2025-12-24T20:24:03.593806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:03.593838] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:03.593865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:03.593921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:03.650934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:03.651591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:03.651671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:03.651704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:03.780957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:03.781137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:03.781192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:03.781233] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:03.785908] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: DOWN (p=14.09%)
[2025-12-24T20:24:03.786276] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2025-12-24T20:24:03.786438] [INFO ] [sig       ] HOLX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:03.933260] [INFO ] [LOCAL     ] Saved forecast: HOLX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HOLX.txt
[2025-12-24T20:24:03.933414] [INFO ] [sig       ] [1547/3551] Completed HOLX in 0.4s | 2.87 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-24T20:24:03.933457] [INFO ] [sig       ] [1548/3551] Forecasting HOMB...
[2025-12-24T20:24:03.933487] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-12-24T20:24:03.933519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-12-24T20:24:03.944886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2025-12-24T20:24:03.945214] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-12-24T20:24:03.946022] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-12-24T20:24:03.946074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:03.946107] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:03.946137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:03.946196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:04.004141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:04.004902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:04.004984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:04.005018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:04.127153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:04.127507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:04.127553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:04.127603] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:04.131308] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=87.33%)
[2025-12-24T20:24:04.131606] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-12-24T20:24:04.131730] [INFO ] [sig       ] HOMB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:04.276692] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HOMB.txt
[2025-12-24T20:24:04.276831] [INFO ] [sig       ] [1548/3551] Completed HOMB in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-24T20:24:04.276872] [INFO ] [sig       ] [1549/3551] Forecasting HON...
[2025-12-24T20:24:04.276901] [INFO ] [sig       ] Generating forecast for: HON
[2025-12-24T20:24:04.276932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2025-12-24T20:24:04.288564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2025-12-24T20:24:04.288936] [INFO ] [FORECASTER] Starting predict_future for HON
[2025-12-24T20:24:04.289759] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2025-12-24T20:24:04.289812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:04.289846] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:04.289875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:04.289933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:04.349107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:04.349863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:04.349947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:04.349981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:04.474638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:04.474780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:04.474819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:04.474850] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:04.478217] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: UP (p=74.44%)
[2025-12-24T20:24:04.478484] [INFO ] [FORECASTER] Completed predict_future for HON
[2025-12-24T20:24:04.478627] [INFO ] [sig       ] HON: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:04.623847] [INFO ] [LOCAL     ] Saved forecast: HON	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HON.txt
[2025-12-24T20:24:04.623978] [INFO ] [sig       ] [1549/3551] Completed HON in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-24T20:24:04.624018] [INFO ] [sig       ] [1550/3551] Forecasting HOOD...
[2025-12-24T20:24:04.624053] [INFO ] [sig       ] Generating forecast for: HOOD
[2025-12-24T20:24:04.624084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2025-12-24T20:24:04.635729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2025-12-24T20:24:04.636072] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2025-12-24T20:24:04.636949] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2025-12-24T20:24:04.637004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:04.637038] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:04.637067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:04.637125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:04.693938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:04.694725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:04.694810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:04.694844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:04.817680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:04.817825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:04.817870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:04.817910] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:04.821385] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: UP (p=60.96%)
[2025-12-24T20:24:04.821669] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2025-12-24T20:24:04.821790] [INFO ] [sig       ] HOOD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:04.963391] [INFO ] [LOCAL     ] Saved forecast: HOOD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HOOD.txt
[2025-12-24T20:24:04.963526] [INFO ] [sig       ] [1550/3551] Completed HOOD in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-24T20:24:04.963566] [INFO ] [sig       ] [1551/3551] Forecasting HOPE...
[2025-12-24T20:24:04.963615] [INFO ] [sig       ] Generating forecast for: HOPE
[2025-12-24T20:24:04.963656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2025-12-24T20:24:04.975802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2025-12-24T20:24:04.976150] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2025-12-24T20:24:04.977341] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2025-12-24T20:24:04.977394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:04.977427] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:04.977454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:04.977511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:05.035972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:05.036739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:05.036822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:05.036855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:05.152612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:05.152774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:05.152824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:05.152856] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:05.156593] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: DOWN (p=6.13%)
[2025-12-24T20:24:05.156870] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2025-12-24T20:24:05.157017] [INFO ] [sig       ] HOPE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:05.300136] [INFO ] [LOCAL     ] Saved forecast: HOPE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HOPE.txt
[2025-12-24T20:24:05.300294] [INFO ] [sig       ] [1551/3551] Completed HOPE in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-24T20:24:05.300333] [INFO ] [sig       ] [1552/3551] Forecasting HOTH...
[2025-12-24T20:24:05.300559] [INFO ] [sig       ] Generating forecast for: HOTH
[2025-12-24T20:24:05.300613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'.
[2025-12-24T20:24:05.311819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOTH'.
[2025-12-24T20:24:05.312161] [INFO ] [FORECASTER] Starting predict_future for HOTH
[2025-12-24T20:24:05.312961] [DEBUG] [LOCAL     ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt
[2025-12-24T20:24:05.313014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:05.313049] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:05.313076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:05.313134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:05.370676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:05.371326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:05.371406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:05.371440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:05.492347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:05.492494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:05.492534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:05.492564] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:05.496068] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: UP (p=94.48%)
[2025-12-24T20:24:05.496355] [INFO ] [FORECASTER] Completed predict_future for HOTH
[2025-12-24T20:24:05.496477] [INFO ] [sig       ] HOTH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:05.636427] [INFO ] [LOCAL     ] Saved forecast: HOTH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HOTH.txt
[2025-12-24T20:24:05.636589] [INFO ] [sig       ] [1552/3551] Completed HOTH in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-24T20:24:05.636638] [INFO ] [sig       ] [1553/3551] Forecasting HOUS...
[2025-12-24T20:24:05.636670] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-12-24T20:24:05.636702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-12-24T20:24:05.647699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOUS'.
[2025-12-24T20:24:05.648012] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-12-24T20:24:05.648773] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-12-24T20:24:05.648824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:05.648856] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:05.648884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:05.648941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:05.705819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:05.706456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:05.706562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:05.706612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:05.828635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:05.828778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:05.828817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:05.828863] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:05.832661] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: UP (p=66.97%)
[2025-12-24T20:24:05.832932] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-12-24T20:24:05.833062] [INFO ] [sig       ] HOUS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:05.973297] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HOUS.txt
[2025-12-24T20:24:05.973431] [INFO ] [sig       ] [1553/3551] Completed HOUS in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-24T20:24:05.973472] [INFO ] [sig       ] [1554/3551] Forecasting HP...
[2025-12-24T20:24:05.973502] [INFO ] [sig       ] Generating forecast for: HP
[2025-12-24T20:24:05.973531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-12-24T20:24:05.984340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2025-12-24T20:24:05.984674] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-12-24T20:24:05.985407] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-12-24T20:24:05.985459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:05.985490] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:05.985517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:05.985595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:06.043976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:06.044753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:06.044833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:06.044865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:06.163660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:06.163809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:06.163858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:06.163888] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:06.167390] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: UP (p=94.80%)
[2025-12-24T20:24:06.167681] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-12-24T20:24:06.167805] [INFO ] [sig       ] HP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:06.312442] [INFO ] [LOCAL     ] Saved forecast: HP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HP.txt
[2025-12-24T20:24:06.312613] [INFO ] [sig       ] [1554/3551] Completed HP in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-24T20:24:06.312658] [INFO ] [sig       ] [1555/3551] Forecasting HPE...
[2025-12-24T20:24:06.312689] [INFO ] [sig       ] Generating forecast for: HPE
[2025-12-24T20:24:06.312720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-12-24T20:24:06.324516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2025-12-24T20:24:06.324856] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-12-24T20:24:06.325653] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-12-24T20:24:06.325706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:06.325739] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:06.325767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:06.325824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:06.384484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:06.385245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:06.385334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:06.385385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:06.505838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:06.505988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:06.506027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:06.506055] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:06.509398] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: DOWN (p=15.97%)
[2025-12-24T20:24:06.509691] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-12-24T20:24:06.509817] [INFO ] [sig       ] HPE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:06.665826] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HPE.txt
[2025-12-24T20:24:06.665974] [INFO ] [sig       ] [1555/3551] Completed HPE in 0.4s | 2.87 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-24T20:24:06.666015] [INFO ] [sig       ] [1556/3551] Forecasting HPF...
[2025-12-24T20:24:06.666044] [INFO ] [sig       ] Generating forecast for: HPF
[2025-12-24T20:24:06.666075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-12-24T20:24:06.677516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2025-12-24T20:24:06.677821] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-12-24T20:24:06.678564] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-12-24T20:24:06.678635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:06.678668] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:06.678694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:06.678750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:06.736972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:06.737770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:06.737855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:06.737889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:06.861853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:06.862008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:06.862050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:06.862080] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:06.865566] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: DOWN (p=38.76%)
[2025-12-24T20:24:06.865864] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-12-24T20:24:06.865990] [INFO ] [sig       ] HPF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:07.008037] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HPF.txt
[2025-12-24T20:24:07.008200] [INFO ] [sig       ] [1556/3551] Completed HPF in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-24T20:24:07.008244] [INFO ] [sig       ] [1557/3551] Forecasting HPI...
[2025-12-24T20:24:07.008275] [INFO ] [sig       ] Generating forecast for: HPI
[2025-12-24T20:24:07.008308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-12-24T20:24:07.019812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2025-12-24T20:24:07.020165] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-12-24T20:24:07.020964] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-12-24T20:24:07.021018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:07.021052] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:07.021080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:07.021150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:07.078034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:07.078721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:07.078804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:07.078838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:07.194857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:07.195006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:07.195050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:07.195092] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:07.198545] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: DOWN (p=21.28%)
[2025-12-24T20:24:07.198836] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-12-24T20:24:07.198957] [INFO ] [sig       ] HPI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:07.337456] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HPI.txt
[2025-12-24T20:24:07.337599] [INFO ] [sig       ] [1557/3551] Completed HPI in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-24T20:24:07.337641] [INFO ] [sig       ] [1558/3551] Forecasting HPK...
[2025-12-24T20:24:07.337669] [INFO ] [sig       ] Generating forecast for: HPK
[2025-12-24T20:24:07.337699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'.
[2025-12-24T20:24:07.348557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPK'.
[2025-12-24T20:24:07.348892] [INFO ] [FORECASTER] Starting predict_future for HPK
[2025-12-24T20:24:07.349712] [DEBUG] [LOCAL     ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt
[2025-12-24T20:24:07.349763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:07.349795] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:07.349822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:07.349878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:07.406754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:07.407386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:07.407466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:07.407499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:07.531438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:07.531594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:07.531635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:07.531663] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:07.534929] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2025-12-24T20:24:07.535190] [INFO ] [FORECASTER] Completed predict_future for HPK
[2025-12-24T20:24:07.535313] [INFO ] [sig       ] HPK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:07.674936] [INFO ] [LOCAL     ] Saved forecast: HPK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HPK.txt
[2025-12-24T20:24:07.675063] [INFO ] [sig       ] [1558/3551] Completed HPK in 0.3s | 2.87 sym/s | Total: 9.0m | ETA: 11.6m
[2025-12-24T20:24:07.675101] [INFO ] [sig       ] [1559/3551] Forecasting HPP...
[2025-12-24T20:24:07.675132] [INFO ] [sig       ] Generating forecast for: HPP
[2025-12-24T20:24:07.675162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-12-24T20:24:07.687228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2025-12-24T20:24:07.687513] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-12-24T20:24:07.688276] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-12-24T20:24:07.688339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:07.688371] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:07.688399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:07.688455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:07.745802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:07.746423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:07.746504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:07.746536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:07.870432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:07.870596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:07.870638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:07.870669] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:07.874081] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: UP (p=77.08%)
[2025-12-24T20:24:07.874341] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-12-24T20:24:07.874461] [INFO ] [sig       ] HPP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:08.015630] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HPP.txt
[2025-12-24T20:24:08.015759] [INFO ] [sig       ] [1559/3551] Completed HPP in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-24T20:24:08.015798] [INFO ] [sig       ] [1560/3551] Forecasting HPQ...
[2025-12-24T20:24:08.015827] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-12-24T20:24:08.015857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-12-24T20:24:08.027513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2025-12-24T20:24:08.027897] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-12-24T20:24:08.028729] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-12-24T20:24:08.028782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:08.028840] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:08.028881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:08.028975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:08.086621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:08.087484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:08.087569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:08.087623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:08.212431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:08.212599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:08.212641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:08.212669] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:08.216140] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-12-24T20:24:08.216644] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-12-24T20:24:08.216776] [INFO ] [sig       ] HPQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:08.357617] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HPQ.txt
[2025-12-24T20:24:08.357780] [INFO ] [sig       ] [1560/3551] Completed HPQ in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-24T20:24:08.357820] [INFO ] [sig       ] [1561/3551] Forecasting HPS...
[2025-12-24T20:24:08.357850] [INFO ] [sig       ] Generating forecast for: HPS
[2025-12-24T20:24:08.357878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-12-24T20:24:08.369960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2025-12-24T20:24:08.370353] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-12-24T20:24:08.371183] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-12-24T20:24:08.371236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:08.371291] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:08.371329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:08.371386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:08.428775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:08.429621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:08.429705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:08.429739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:08.552039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:08.552194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:08.552431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:08.552461] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:08.556182] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: DOWN (p=7.65%)
[2025-12-24T20:24:08.556454] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-12-24T20:24:08.556593] [INFO ] [sig       ] HPS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:08.698944] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HPS.txt
[2025-12-24T20:24:08.699072] [INFO ] [sig       ] [1561/3551] Completed HPS in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-24T20:24:08.699110] [INFO ] [sig       ] [1562/3551] Forecasting HQI...
[2025-12-24T20:24:08.699140] [INFO ] [sig       ] Generating forecast for: HQI
[2025-12-24T20:24:08.699171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2025-12-24T20:24:08.710693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2025-12-24T20:24:08.710991] [INFO ] [FORECASTER] Starting predict_future for HQI
[2025-12-24T20:24:08.711762] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2025-12-24T20:24:08.711813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:08.711845] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:08.711871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:08.711927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:08.768893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:08.769541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:08.769640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:08.769675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:08.874872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:08.875020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:08.875058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:08.875087] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:08.878814] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: DOWN (p=12.12%)
[2025-12-24T20:24:08.879085] [INFO ] [FORECASTER] Completed predict_future for HQI
[2025-12-24T20:24:08.879211] [INFO ] [sig       ] HQI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:09.018664] [INFO ] [LOCAL     ] Saved forecast: HQI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HQI.txt
[2025-12-24T20:24:09.018798] [INFO ] [sig       ] [1562/3551] Completed HQI in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.6m
[2025-12-24T20:24:09.018838] [INFO ] [sig       ] [1563/3551] Forecasting HQL...
[2025-12-24T20:24:09.018867] [INFO ] [sig       ] Generating forecast for: HQL
[2025-12-24T20:24:09.018898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-12-24T20:24:09.030687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2025-12-24T20:24:09.031087] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-12-24T20:24:09.031949] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-12-24T20:24:09.032003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:09.032035] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:09.032066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:09.032125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:09.091588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:09.092430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:09.092517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:09.092551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:09.214366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:09.214514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:09.214555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:09.214602] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:09.218514] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: DOWN (p=13.88%)
[2025-12-24T20:24:09.218798] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-12-24T20:24:09.218918] [INFO ] [sig       ] HQL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:09.361522] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HQL.txt
[2025-12-24T20:24:09.361672] [INFO ] [sig       ] [1563/3551] Completed HQL in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-24T20:24:09.361713] [INFO ] [sig       ] [1564/3551] Forecasting HQY...
[2025-12-24T20:24:09.361742] [INFO ] [sig       ] Generating forecast for: HQY
[2025-12-24T20:24:09.361779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2025-12-24T20:24:09.373710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2025-12-24T20:24:09.374030] [INFO ] [FORECASTER] Starting predict_future for HQY
[2025-12-24T20:24:09.374867] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2025-12-24T20:24:09.374921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:09.374954] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:09.374981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:09.375038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:09.434418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:09.435107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:09.435186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:09.435220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:09.555144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:09.555284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:09.555323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:09.555352] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:09.558654] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: UP (p=85.65%)
[2025-12-24T20:24:09.558943] [INFO ] [FORECASTER] Completed predict_future for HQY
[2025-12-24T20:24:09.559066] [INFO ] [sig       ] HQY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:09.713650] [INFO ] [LOCAL     ] Saved forecast: HQY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HQY.txt
[2025-12-24T20:24:09.713834] [INFO ] [sig       ] [1564/3551] Completed HQY in 0.4s | 2.87 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-24T20:24:09.713897] [INFO ] [sig       ] [1565/3551] Forecasting HRB...
[2025-12-24T20:24:09.713937] [INFO ] [sig       ] Generating forecast for: HRB
[2025-12-24T20:24:09.713972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-12-24T20:24:09.727489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2025-12-24T20:24:09.727919] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-12-24T20:24:09.728740] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-12-24T20:24:09.728793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:09.728825] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:09.728853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:09.728910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:09.791985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:09.793091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:09.793177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:09.793212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:09.920957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:09.921116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:09.921157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:09.921186] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:09.924857] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: DOWN (p=4.70%)
[2025-12-24T20:24:09.925211] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-12-24T20:24:09.925354] [INFO ] [sig       ] HRB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:10.071316] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HRB.txt
[2025-12-24T20:24:10.071466] [INFO ] [sig       ] [1565/3551] Completed HRB in 0.4s | 2.87 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-24T20:24:10.071505] [INFO ] [sig       ] [1566/3551] Forecasting HRL...
[2025-12-24T20:24:10.071535] [INFO ] [sig       ] Generating forecast for: HRL
[2025-12-24T20:24:10.071564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-12-24T20:24:10.082722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2025-12-24T20:24:10.083076] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-12-24T20:24:10.083876] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-12-24T20:24:10.083928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:10.083960] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:10.083986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:10.084042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:10.140594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:10.141428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:10.141512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:10.141558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:10.261194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:10.261536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:10.261608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:10.261640] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:10.265332] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: DOWN (p=2.67%)
[2025-12-24T20:24:10.265630] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-12-24T20:24:10.265756] [INFO ] [sig       ] HRL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:10.408437] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HRL.txt
[2025-12-24T20:24:10.408608] [INFO ] [sig       ] [1566/3551] Completed HRL in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-24T20:24:10.408655] [INFO ] [sig       ] [1567/3551] Forecasting HRMY...
[2025-12-24T20:24:10.408686] [INFO ] [sig       ] Generating forecast for: HRMY
[2025-12-24T20:24:10.408718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2025-12-24T20:24:10.419815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2025-12-24T20:24:10.420124] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2025-12-24T20:24:10.420896] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2025-12-24T20:24:10.420948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:10.420981] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:10.421008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:10.421064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:10.478332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:10.479259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:10.479373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:10.479407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:10.595915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:10.596067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:10.596109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:10.596140] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:10.599907] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: UP (p=68.25%)
[2025-12-24T20:24:10.600179] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2025-12-24T20:24:10.600494] [INFO ] [sig       ] HRMY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:10.741098] [INFO ] [LOCAL     ] Saved forecast: HRMY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HRMY.txt
[2025-12-24T20:24:10.741268] [INFO ] [sig       ] [1567/3551] Completed HRMY in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-24T20:24:10.741311] [INFO ] [sig       ] [1568/3551] Forecasting HRTG...
[2025-12-24T20:24:10.741342] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-12-24T20:24:10.741373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-12-24T20:24:10.757281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2025-12-24T20:24:10.757721] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-12-24T20:24:10.758635] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-12-24T20:24:10.758690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:10.758721] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:10.758747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:10.758801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:10.816697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:10.817685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:10.817786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:10.817820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:10.938739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:10.938892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:10.938931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:10.938962] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:10.942552] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=6.89%)
[2025-12-24T20:24:10.942849] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-12-24T20:24:10.942975] [INFO ] [sig       ] HRTG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:11.085107] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HRTG.txt
[2025-12-24T20:24:11.085287] [INFO ] [sig       ] [1568/3551] Completed HRTG in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-24T20:24:11.085340] [INFO ] [sig       ] [1569/3551] Forecasting HRTX...
[2025-12-24T20:24:11.085379] [INFO ] [sig       ] Generating forecast for: HRTX
[2025-12-24T20:24:11.085420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2025-12-24T20:24:11.098805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2025-12-24T20:24:11.099211] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2025-12-24T20:24:11.100022] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2025-12-24T20:24:11.100075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:11.100107] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:11.100135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:11.100193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:11.156850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:11.157716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:11.157798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:11.157831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:11.275062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:11.275214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:11.275255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:11.275283] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:11.278553] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: DOWN (p=20.36%)
[2025-12-24T20:24:11.278838] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2025-12-24T20:24:11.278957] [INFO ] [sig       ] HRTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:11.421483] [INFO ] [LOCAL     ] Saved forecast: HRTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HRTX.txt
[2025-12-24T20:24:11.421642] [INFO ] [sig       ] [1569/3551] Completed HRTX in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-24T20:24:11.421685] [INFO ] [sig       ] [1570/3551] Forecasting HRZN...
[2025-12-24T20:24:11.421715] [INFO ] [sig       ] Generating forecast for: HRZN
[2025-12-24T20:24:11.421744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2025-12-24T20:24:11.433275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2025-12-24T20:24:11.433636] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2025-12-24T20:24:11.434386] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2025-12-24T20:24:11.434438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:11.434481] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:11.434510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:11.434566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:11.491487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:11.492274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:11.492393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:11.492639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:11.613072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:11.613218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:11.613256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:11.613285] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:11.616551] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: DOWN (p=38.03%)
[2025-12-24T20:24:11.616830] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2025-12-24T20:24:11.616948] [INFO ] [sig       ] HRZN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:11.760135] [INFO ] [LOCAL     ] Saved forecast: HRZN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HRZN.txt
[2025-12-24T20:24:11.760264] [INFO ] [sig       ] [1570/3551] Completed HRZN in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-24T20:24:11.760304] [INFO ] [sig       ] [1571/3551] Forecasting HSAI...
[2025-12-24T20:24:11.760332] [INFO ] [sig       ] Generating forecast for: HSAI
[2025-12-24T20:24:11.760360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2025-12-24T20:24:11.771508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2025-12-24T20:24:11.771830] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2025-12-24T20:24:11.772598] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2025-12-24T20:24:11.772650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:11.772682] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:11.772710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:11.772768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:11.828814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:11.832611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:11.832713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:11.832746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:11.957775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:11.957925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:11.957964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:11.957992] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:11.961366] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: DOWN (p=4.87%)
[2025-12-24T20:24:11.961652] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2025-12-24T20:24:11.961773] [INFO ] [sig       ] HSAI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:12.155238] [INFO ] [LOCAL     ] Saved forecast: HSAI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HSAI.txt
[2025-12-24T20:24:12.155379] [INFO ] [sig       ] [1571/3551] Completed HSAI in 0.4s | 2.87 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-24T20:24:12.155422] [INFO ] [sig       ] [1572/3551] Forecasting HSBC...
[2025-12-24T20:24:12.155452] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-12-24T20:24:12.155482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-12-24T20:24:12.166128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2025-12-24T20:24:12.166421] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-12-24T20:24:12.167174] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-12-24T20:24:12.167225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:12.167257] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:12.167283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:12.167339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:12.223074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:12.223723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:12.223819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:12.223851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:12.341863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:12.342004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:12.342043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:12.342071] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:12.345365] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: DOWN (p=37.86%)
[2025-12-24T20:24:12.345657] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-12-24T20:24:12.345780] [INFO ] [sig       ] HSBC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:12.484696] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HSBC.txt
[2025-12-24T20:24:12.484827] [INFO ] [sig       ] [1572/3551] Completed HSBC in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-24T20:24:12.484866] [INFO ] [sig       ] [1573/3551] Forecasting HSCS...
[2025-12-24T20:24:12.484896] [INFO ] [sig       ] Generating forecast for: HSCS
[2025-12-24T20:24:12.484926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2025-12-24T20:24:12.495805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2025-12-24T20:24:12.496084] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2025-12-24T20:24:12.496867] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2025-12-24T20:24:12.496919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:12.496951] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:12.496978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:12.497034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:12.552930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:12.553706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:12.553791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:12.553825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:12.670157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:12.670315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:12.670356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:12.670388] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:12.673870] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: UP (p=87.11%)
[2025-12-24T20:24:12.674132] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2025-12-24T20:24:12.674254] [INFO ] [sig       ] HSCS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:12.823991] [INFO ] [LOCAL     ] Saved forecast: HSCS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HSCS.txt
[2025-12-24T20:24:12.824209] [INFO ] [sig       ] [1573/3551] Completed HSCS in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-24T20:24:12.824266] [INFO ] [sig       ] [1574/3551] Forecasting HSHP...
[2025-12-24T20:24:12.824299] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-12-24T20:24:12.824331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-12-24T20:24:12.839708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2025-12-24T20:24:12.840248] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-12-24T20:24:12.841151] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-12-24T20:24:12.841217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:12.841254] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:12.841283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:12.841341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:12.897533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:12.898620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:12.898756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:12.898815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:13.025133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:13.025311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:13.025355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:13.025385] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:13.028921] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: DOWN (p=22.81%)
[2025-12-24T20:24:13.029207] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-12-24T20:24:13.029371] [INFO ] [sig       ] HSHP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:13.171089] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HSHP.txt
[2025-12-24T20:24:13.171243] [INFO ] [sig       ] [1574/3551] Completed HSHP in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-24T20:24:13.171283] [INFO ] [sig       ] [1575/3551] Forecasting HSIC...
[2025-12-24T20:24:13.171313] [INFO ] [sig       ] Generating forecast for: HSIC
[2025-12-24T20:24:13.171532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2025-12-24T20:24:13.183717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2025-12-24T20:24:13.184028] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2025-12-24T20:24:13.184990] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2025-12-24T20:24:13.185042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:13.185073] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:13.185100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:13.185155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:13.243133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:13.243989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:13.244077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:13.244112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:13.366869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:13.367030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:13.367073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:13.367101] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:13.370585] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: DOWN (p=39.69%)
[2025-12-24T20:24:13.370855] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2025-12-24T20:24:13.370989] [INFO ] [sig       ] HSIC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:13.509443] [INFO ] [LOCAL     ] Saved forecast: HSIC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HSIC.txt
[2025-12-24T20:24:13.509631] [INFO ] [sig       ] [1575/3551] Completed HSIC in 0.3s | 2.87 sym/s | Total: 9.1m | ETA: 11.5m
[2025-12-24T20:24:13.509674] [INFO ] [sig       ] [1576/3551] Forecasting HSTM...
[2025-12-24T20:24:13.509704] [INFO ] [sig       ] Generating forecast for: HSTM
[2025-12-24T20:24:13.509732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2025-12-24T20:24:13.521304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2025-12-24T20:24:13.521676] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2025-12-24T20:24:13.522425] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2025-12-24T20:24:13.522476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:13.522507] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:13.522533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:13.522618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:13.581905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:13.582848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:13.582980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:13.583019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:13.701964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:13.702122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:13.702162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:13.702192] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:13.705596] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-12-24T20:24:13.705869] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2025-12-24T20:24:13.705991] [INFO ] [sig       ] HSTM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:13.846764] [INFO ] [LOCAL     ] Saved forecast: HSTM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HSTM.txt
[2025-12-24T20:24:13.846902] [INFO ] [sig       ] [1576/3551] Completed HSTM in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-24T20:24:13.846946] [INFO ] [sig       ] [1577/3551] Forecasting HSY...
[2025-12-24T20:24:13.846975] [INFO ] [sig       ] Generating forecast for: HSY
[2025-12-24T20:24:13.847005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-12-24T20:24:13.858977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2025-12-24T20:24:13.859291] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-12-24T20:24:13.860107] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-12-24T20:24:13.860165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:13.860230] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:13.860262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:13.860322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:13.918532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:13.919323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:13.919410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:13.919445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:14.036957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:14.037113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:14.037153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:14.037200] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:14.040552] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2025-12-24T20:24:14.040843] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-12-24T20:24:14.040970] [INFO ] [sig       ] HSY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:14.181005] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HSY.txt
[2025-12-24T20:24:14.181138] [INFO ] [sig       ] [1577/3551] Completed HSY in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-24T20:24:14.181179] [INFO ] [sig       ] [1578/3551] Forecasting HTBK...
[2025-12-24T20:24:14.181209] [INFO ] [sig       ] Generating forecast for: HTBK
[2025-12-24T20:24:14.181238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2025-12-24T20:24:14.192348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2025-12-24T20:24:14.192853] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2025-12-24T20:24:14.193797] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2025-12-24T20:24:14.193848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:14.193878] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:14.193903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:14.193958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:14.251503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:14.252264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:14.252348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:14.252382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:14.369619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:14.369776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:14.369817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:14.369845] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:14.373171] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: UP (p=84.79%)
[2025-12-24T20:24:14.373442] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2025-12-24T20:24:14.373560] [INFO ] [sig       ] HTBK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:14.515559] [INFO ] [LOCAL     ] Saved forecast: HTBK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HTBK.txt
[2025-12-24T20:24:14.515734] [INFO ] [sig       ] [1578/3551] Completed HTBK in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-24T20:24:14.515773] [INFO ] [sig       ] [1579/3551] Forecasting HTD...
[2025-12-24T20:24:14.515804] [INFO ] [sig       ] Generating forecast for: HTD
[2025-12-24T20:24:14.515834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-12-24T20:24:14.527348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2025-12-24T20:24:14.527672] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-12-24T20:24:14.528407] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-12-24T20:24:14.528459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:14.528491] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:14.528518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:14.528592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:14.584613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:14.585395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:14.585495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:14.585528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:14.707403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:14.707560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:14.707621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:14.707652] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:14.711115] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=92.00%)
[2025-12-24T20:24:14.711407] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-12-24T20:24:14.711540] [INFO ] [sig       ] HTD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:14.850975] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HTD.txt
[2025-12-24T20:24:14.851123] [INFO ] [sig       ] [1579/3551] Completed HTD in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.5m
[2025-12-24T20:24:14.851165] [INFO ] [sig       ] [1580/3551] Forecasting HTGC...
[2025-12-24T20:24:14.851194] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-12-24T20:24:14.851224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-12-24T20:24:14.863327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2025-12-24T20:24:14.863758] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-12-24T20:24:14.864515] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-12-24T20:24:14.864584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:14.864618] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:14.864646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:14.864701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:14.920527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:14.921369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:14.921453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:14.921485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:15.042033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:15.042181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:15.042220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:15.042283] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:15.045627] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=82.60%)
[2025-12-24T20:24:15.045897] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-12-24T20:24:15.046018] [INFO ] [sig       ] HTGC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:15.186863] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HTGC.txt
[2025-12-24T20:24:15.187025] [INFO ] [sig       ] [1580/3551] Completed HTGC in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-24T20:24:15.187065] [INFO ] [sig       ] [1581/3551] Forecasting HTH...
[2025-12-24T20:24:15.187094] [INFO ] [sig       ] Generating forecast for: HTH
[2025-12-24T20:24:15.187124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-12-24T20:24:15.199156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2025-12-24T20:24:15.199564] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-12-24T20:24:15.200358] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-12-24T20:24:15.200411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:15.200444] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:15.200484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:15.200543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:15.258275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:15.259152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:15.259247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:15.259286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:15.373644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:15.373759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:15.373797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:15.373825] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:15.377081] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: UP (p=79.92%)
[2025-12-24T20:24:15.377345] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-12-24T20:24:15.377463] [INFO ] [sig       ] HTH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:15.517827] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HTH.txt
[2025-12-24T20:24:15.517964] [INFO ] [sig       ] [1581/3551] Completed HTH in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-24T20:24:15.518004] [INFO ] [sig       ] [1582/3551] Forecasting HTLD...
[2025-12-24T20:24:15.518033] [INFO ] [sig       ] Generating forecast for: HTLD
[2025-12-24T20:24:15.518063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2025-12-24T20:24:15.529141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2025-12-24T20:24:15.529460] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2025-12-24T20:24:15.530230] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2025-12-24T20:24:15.530289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:15.530320] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:15.530346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:15.530402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:15.585947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:15.586636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:15.586719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:15.586751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:15.702748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:15.702901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:15.702941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:15.702969] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:15.706256] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: UP (p=88.03%)
[2025-12-24T20:24:15.706535] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2025-12-24T20:24:15.706677] [INFO ] [sig       ] HTLD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:15.846874] [INFO ] [LOCAL     ] Saved forecast: HTLD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HTLD.txt
[2025-12-24T20:24:15.847018] [INFO ] [sig       ] [1582/3551] Completed HTLD in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-24T20:24:15.847059] [INFO ] [sig       ] [1583/3551] Forecasting HTOO...
[2025-12-24T20:24:15.847088] [INFO ] [sig       ] Generating forecast for: HTOO
[2025-12-24T20:24:15.847118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2025-12-24T20:24:15.859270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2025-12-24T20:24:15.859625] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2025-12-24T20:24:15.860458] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2025-12-24T20:24:15.860512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:15.860544] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:15.860599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:15.860661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:15.917876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:15.918658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:15.918742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:15.918776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:16.034952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:16.035107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:16.035147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:16.035177] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:16.038532] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: UP (p=80.90%)
[2025-12-24T20:24:16.038822] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2025-12-24T20:24:16.038945] [INFO ] [sig       ] HTOO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:16.179712] [INFO ] [LOCAL     ] Saved forecast: HTOO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HTOO.txt
[2025-12-24T20:24:16.179842] [INFO ] [sig       ] [1583/3551] Completed HTOO in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-24T20:24:16.179883] [INFO ] [sig       ] [1584/3551] Forecasting HTZ...
[2025-12-24T20:24:16.179912] [INFO ] [sig       ] Generating forecast for: HTZ
[2025-12-24T20:24:16.179941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2025-12-24T20:24:16.190805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2025-12-24T20:24:16.191113] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2025-12-24T20:24:16.191893] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2025-12-24T20:24:16.191946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:16.191980] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:16.192009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:16.192067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:16.248174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:16.248818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:16.248898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:16.248932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:16.371400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:16.371552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:16.371619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:16.371651] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:16.375076] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: UP (p=54.22%)
[2025-12-24T20:24:16.375349] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2025-12-24T20:24:16.375474] [INFO ] [sig       ] HTZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:16.515218] [INFO ] [LOCAL     ] Saved forecast: HTZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HTZ.txt
[2025-12-24T20:24:16.515349] [INFO ] [sig       ] [1584/3551] Completed HTZ in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-24T20:24:16.515389] [INFO ] [sig       ] [1585/3551] Forecasting HUBB...
[2025-12-24T20:24:16.515417] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-12-24T20:24:16.515453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-12-24T20:24:16.527554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2025-12-24T20:24:16.527907] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-12-24T20:24:16.528684] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-12-24T20:24:16.528736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:16.528768] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:16.528795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:16.528850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:16.583644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:16.584250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:16.584329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:16.584361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:16.699735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:16.699884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:16.699922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:16.699950] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:16.703685] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: DOWN (p=8.37%)
[2025-12-24T20:24:16.703955] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-12-24T20:24:16.704074] [INFO ] [sig       ] HUBB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:16.844700] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HUBB.txt
[2025-12-24T20:24:16.844841] [INFO ] [sig       ] [1585/3551] Completed HUBB in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-24T20:24:16.844882] [INFO ] [sig       ] [1586/3551] Forecasting HUBG...
[2025-12-24T20:24:16.844912] [INFO ] [sig       ] Generating forecast for: HUBG
[2025-12-24T20:24:16.844942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2025-12-24T20:24:16.856026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2025-12-24T20:24:16.856328] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2025-12-24T20:24:16.857099] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2025-12-24T20:24:16.857151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:16.857183] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:16.857211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:16.857269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:16.912417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:16.913067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:16.913148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:16.913180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:17.027877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:17.028032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:17.028073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:17.028101] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:17.031394] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: UP (p=52.24%)
[2025-12-24T20:24:17.031679] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2025-12-24T20:24:17.031804] [INFO ] [sig       ] HUBG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:17.168667] [INFO ] [LOCAL     ] Saved forecast: HUBG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HUBG.txt
[2025-12-24T20:24:17.168828] [INFO ] [sig       ] [1586/3551] Completed HUBG in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-24T20:24:17.168869] [INFO ] [sig       ] [1587/3551] Forecasting HUBS...
[2025-12-24T20:24:17.168899] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-12-24T20:24:17.168930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-12-24T20:24:17.180066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2025-12-24T20:24:17.180360] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-12-24T20:24:17.181119] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-12-24T20:24:17.181170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:17.181201] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:17.181229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:17.181285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:17.236334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:17.236988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:17.237093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:17.237126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:17.356917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:17.357076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:17.357116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:17.357143] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:17.360486] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: UP (p=86.49%)
[2025-12-24T20:24:17.360769] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-12-24T20:24:17.360890] [INFO ] [sig       ] HUBS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:17.501183] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HUBS.txt
[2025-12-24T20:24:17.501324] [INFO ] [sig       ] [1587/3551] Completed HUBS in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-24T20:24:17.501365] [INFO ] [sig       ] [1588/3551] Forecasting HUM...
[2025-12-24T20:24:17.501395] [INFO ] [sig       ] Generating forecast for: HUM
[2025-12-24T20:24:17.501424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-12-24T20:24:17.512957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2025-12-24T20:24:17.513258] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-12-24T20:24:17.514022] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-12-24T20:24:17.514072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:17.514102] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:17.514129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:17.514185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:17.568960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:17.569654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:17.569733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:17.569766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:17.688125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:17.688285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:17.688350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:17.688397] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:17.691745] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: DOWN (p=1.31%)
[2025-12-24T20:24:17.692013] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-12-24T20:24:17.692131] [INFO ] [sig       ] HUM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:17.831141] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HUM.txt
[2025-12-24T20:24:17.831259] [INFO ] [sig       ] [1588/3551] Completed HUM in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-24T20:24:17.831298] [INFO ] [sig       ] [1589/3551] Forecasting HUMA...
[2025-12-24T20:24:17.831327] [INFO ] [sig       ] Generating forecast for: HUMA
[2025-12-24T20:24:17.831357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'.
[2025-12-24T20:24:17.843726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUMA'.
[2025-12-24T20:24:17.844022] [INFO ] [FORECASTER] Starting predict_future for HUMA
[2025-12-24T20:24:17.844783] [DEBUG] [LOCAL     ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt
[2025-12-24T20:24:17.844834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:17.844865] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:17.844892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:17.844947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:17.900670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:17.901253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:17.901331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:17.901362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:18.020244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:18.020390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:18.020427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:18.020456] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:18.023731] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: DOWN (p=16.86%)
[2025-12-24T20:24:18.023994] [INFO ] [FORECASTER] Completed predict_future for HUMA
[2025-12-24T20:24:18.024114] [INFO ] [sig       ] HUMA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:18.163368] [INFO ] [LOCAL     ] Saved forecast: HUMA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HUMA.txt
[2025-12-24T20:24:18.163490] [INFO ] [sig       ] [1589/3551] Completed HUMA in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-24T20:24:18.163528] [INFO ] [sig       ] [1590/3551] Forecasting HUN...
[2025-12-24T20:24:18.163557] [INFO ] [sig       ] Generating forecast for: HUN
[2025-12-24T20:24:18.163605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-12-24T20:24:18.176020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2025-12-24T20:24:18.176353] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-12-24T20:24:18.177159] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-12-24T20:24:18.177211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:18.177245] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:18.177272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:18.177329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:18.236814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:18.237555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:18.237656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:18.237690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:18.355620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:18.355777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:18.355818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:18.355849] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:18.359289] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=93.49%)
[2025-12-24T20:24:18.359620] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-12-24T20:24:18.359769] [INFO ] [sig       ] HUN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:18.519072] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HUN.txt
[2025-12-24T20:24:18.519283] [INFO ] [sig       ] [1590/3551] Completed HUN in 0.4s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-24T20:24:18.519354] [INFO ] [sig       ] [1591/3551] Forecasting HURC...
[2025-12-24T20:24:18.519385] [INFO ] [sig       ] Generating forecast for: HURC
[2025-12-24T20:24:18.519414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2025-12-24T20:24:18.530479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2025-12-24T20:24:18.530906] [INFO ] [FORECASTER] Starting predict_future for HURC
[2025-12-24T20:24:18.531756] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2025-12-24T20:24:18.531811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:18.531845] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:18.531871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:18.531929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:18.591080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:18.591978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:18.592065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:18.592099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:18.715819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:18.715984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:18.716027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:18.716057] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:18.719719] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: DOWN (p=6.56%)
[2025-12-24T20:24:18.720097] [INFO ] [FORECASTER] Completed predict_future for HURC
[2025-12-24T20:24:18.720243] [INFO ] [sig       ] HURC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:18.862306] [INFO ] [LOCAL     ] Saved forecast: HURC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HURC.txt
[2025-12-24T20:24:18.862449] [INFO ] [sig       ] [1591/3551] Completed HURC in 0.3s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-24T20:24:18.862489] [INFO ] [sig       ] [1592/3551] Forecasting HURN...
[2025-12-24T20:24:18.862518] [INFO ] [sig       ] Generating forecast for: HURN
[2025-12-24T20:24:18.862548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2025-12-24T20:24:18.875060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2025-12-24T20:24:18.875401] [INFO ] [FORECASTER] Starting predict_future for HURN
[2025-12-24T20:24:18.876211] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2025-12-24T20:24:18.876265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:18.876298] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:18.876326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:18.876402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:18.934379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:18.935167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:18.935245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:18.935278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:19.053405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:19.053565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:19.053628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:19.053658] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:19.057081] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: UP (p=55.03%)
[2025-12-24T20:24:19.057368] [INFO ] [FORECASTER] Completed predict_future for HURN
[2025-12-24T20:24:19.057497] [INFO ] [sig       ] HURN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:19.222688] [INFO ] [LOCAL     ] Saved forecast: HURN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HURN.txt
[2025-12-24T20:24:19.222861] [INFO ] [sig       ] [1592/3551] Completed HURN in 0.4s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-24T20:24:19.222907] [INFO ] [sig       ] [1593/3551] Forecasting HUYA...
[2025-12-24T20:24:19.222939] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-12-24T20:24:19.222971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-12-24T20:24:19.238360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2025-12-24T20:24:19.238878] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-12-24T20:24:19.239975] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-12-24T20:24:19.240032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:19.240065] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:19.240091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:19.240147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:19.299335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:19.300291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:19.300385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:19.300424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:19.433626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:19.433798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:19.433842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:19.433872] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:19.437525] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=42.32%)
[2025-12-24T20:24:19.437877] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-12-24T20:24:19.438053] [INFO ] [sig       ] HUYA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:19.644151] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HUYA.txt
[2025-12-24T20:24:19.644330] [INFO ] [sig       ] [1593/3551] Completed HUYA in 0.4s | 2.87 sym/s | Total: 9.2m | ETA: 11.4m
[2025-12-24T20:24:19.644373] [INFO ] [sig       ] [1594/3551] Forecasting HWC...
[2025-12-24T20:24:19.644404] [INFO ] [sig       ] Generating forecast for: HWC
[2025-12-24T20:24:19.644441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2025-12-24T20:24:19.668107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2025-12-24T20:24:19.668718] [INFO ] [FORECASTER] Starting predict_future for HWC
[2025-12-24T20:24:19.670063] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2025-12-24T20:24:19.670181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:19.670264] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:19.670302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:19.670387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:19.761496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:19.762774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:19.762905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:19.762963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:19.927309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:19.927479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:19.927521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:19.927551] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:19.931475] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: DOWN (p=14.71%)
[2025-12-24T20:24:19.931924] [INFO ] [FORECASTER] Completed predict_future for HWC
[2025-12-24T20:24:19.932106] [INFO ] [sig       ] HWC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:20.152259] [INFO ] [LOCAL     ] Saved forecast: HWC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HWC.txt
[2025-12-24T20:24:20.152437] [INFO ] [sig       ] [1594/3551] Completed HWC in 0.5s | 2.87 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-24T20:24:20.152482] [INFO ] [sig       ] [1595/3551] Forecasting HWH...
[2025-12-24T20:24:20.152511] [INFO ] [sig       ] Generating forecast for: HWH
[2025-12-24T20:24:20.152544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2025-12-24T20:24:20.164883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2025-12-24T20:24:20.165331] [INFO ] [FORECASTER] Starting predict_future for HWH
[2025-12-24T20:24:20.166305] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2025-12-24T20:24:20.166365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:20.166399] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:20.166427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:20.166486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:20.229164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:20.230111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:20.230204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:20.230238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:20.384709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:20.384918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:20.384985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:20.385028] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:20.388826] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: DOWN (p=4.04%)
[2025-12-24T20:24:20.389114] [INFO ] [FORECASTER] Completed predict_future for HWH
[2025-12-24T20:24:20.389245] [INFO ] [sig       ] HWH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:20.536412] [INFO ] [LOCAL     ] Saved forecast: HWH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HWH.txt
[2025-12-24T20:24:20.536630] [INFO ] [sig       ] [1595/3551] Completed HWH in 0.4s | 2.87 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-24T20:24:20.536695] [INFO ] [sig       ] [1596/3551] Forecasting HWKN...
[2025-12-24T20:24:20.536741] [INFO ] [sig       ] Generating forecast for: HWKN
[2025-12-24T20:24:20.536779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2025-12-24T20:24:20.549431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2025-12-24T20:24:20.549812] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2025-12-24T20:24:20.550635] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2025-12-24T20:24:20.550687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:20.550721] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:20.550750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:20.550806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:20.614824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:20.615619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:20.615712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:20.615758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:20.746979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:20.747132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:20.747176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:20.747218] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:20.751292] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: DOWN (p=22.61%)
[2025-12-24T20:24:20.751605] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2025-12-24T20:24:20.751751] [INFO ] [sig       ] HWKN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:20.902650] [INFO ] [LOCAL     ] Saved forecast: HWKN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HWKN.txt
[2025-12-24T20:24:20.902794] [INFO ] [sig       ] [1596/3551] Completed HWKN in 0.4s | 2.87 sym/s | Total: 9.3m | ETA: 11.4m
[2025-12-24T20:24:20.902834] [INFO ] [sig       ] [1597/3551] Forecasting HWM...
[2025-12-24T20:24:20.902864] [INFO ] [sig       ] Generating forecast for: HWM
[2025-12-24T20:24:20.902904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-12-24T20:24:20.914663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2025-12-24T20:24:20.914986] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-12-24T20:24:20.915753] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-12-24T20:24:20.915805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:20.915836] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:20.915862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:20.915918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:20.972688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:20.973464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:20.973551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:20.973602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:21.093362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:21.093515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:21.093555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:21.093648] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:21.097380] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: DOWN (p=7.12%)
[2025-12-24T20:24:21.097683] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-12-24T20:24:21.097828] [INFO ] [sig       ] HWM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:21.243464] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HWM.txt
[2025-12-24T20:24:21.243625] [INFO ] [sig       ] [1597/3551] Completed HWM in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-24T20:24:21.243667] [INFO ] [sig       ] [1598/3551] Forecasting HXL...
[2025-12-24T20:24:21.243696] [INFO ] [sig       ] Generating forecast for: HXL
[2025-12-24T20:24:21.243726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-12-24T20:24:21.255442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2025-12-24T20:24:21.255988] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-12-24T20:24:21.256934] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-12-24T20:24:21.256986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:21.257017] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:21.257043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:21.257098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:21.313736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:21.314382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:21.314668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:21.314702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:21.440844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:21.441000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:21.441041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:21.441071] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:21.444395] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: UP (p=88.49%)
[2025-12-24T20:24:21.444686] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-12-24T20:24:21.444810] [INFO ] [sig       ] HXL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:21.588160] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HXL.txt
[2025-12-24T20:24:21.588334] [INFO ] [sig       ] [1598/3551] Completed HXL in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-24T20:24:21.588383] [INFO ] [sig       ] [1599/3551] Forecasting HY...
[2025-12-24T20:24:21.588414] [INFO ] [sig       ] Generating forecast for: HY
[2025-12-24T20:24:21.588444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-12-24T20:24:21.600808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2025-12-24T20:24:21.601178] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-12-24T20:24:21.602030] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-12-24T20:24:21.602084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:21.602117] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:21.602144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:21.602201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:21.664855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:21.665727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:21.665813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:21.665847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:21.800269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:21.800440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:21.800498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:21.800545] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:21.804660] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: UP (p=82.14%)
[2025-12-24T20:24:21.804995] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-12-24T20:24:21.805129] [INFO ] [sig       ] HY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:21.960923] [INFO ] [LOCAL     ] Saved forecast: HY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HY.txt
[2025-12-24T20:24:21.961083] [INFO ] [sig       ] [1599/3551] Completed HY in 0.4s | 2.87 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-24T20:24:21.961124] [INFO ] [sig       ] [1600/3551] Forecasting HYFM...
[2025-12-24T20:24:21.961156] [INFO ] [sig       ] Generating forecast for: HYFM
[2025-12-24T20:24:21.961187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2025-12-24T20:24:21.973523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2025-12-24T20:24:21.973917] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2025-12-24T20:24:21.975003] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2025-12-24T20:24:21.975067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:21.975111] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:21.975149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:21.975226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:22.037500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:22.038377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:22.038468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:22.038501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:22.168198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:22.168353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:22.168393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:22.168422] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:22.172026] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2025-12-24T20:24:22.172404] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2025-12-24T20:24:22.172570] [INFO ] [sig       ] HYFM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:22.338222] [INFO ] [LOCAL     ] Saved forecast: HYFM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HYFM.txt
[2025-12-24T20:24:22.338391] [INFO ] [sig       ] [1600/3551] Completed HYFM in 0.4s | 2.87 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-24T20:24:22.338433] [INFO ] [sig       ] [1601/3551] Forecasting HYI...
[2025-12-24T20:24:22.338464] [INFO ] [sig       ] Generating forecast for: HYI
[2025-12-24T20:24:22.338497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-12-24T20:24:22.351055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2025-12-24T20:24:22.351469] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-12-24T20:24:22.352301] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-12-24T20:24:22.352355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:22.352388] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:22.352416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:22.352474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:22.413218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:22.414164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:22.414254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:22.414288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:22.545762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:22.545921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:22.545981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:22.546012] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:22.549871] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: DOWN (p=2.67%)
[2025-12-24T20:24:22.550169] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-12-24T20:24:22.550312] [INFO ] [sig       ] HYI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:22.708911] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HYI.txt
[2025-12-24T20:24:22.709078] [INFO ] [sig       ] [1601/3551] Completed HYI in 0.4s | 2.87 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-24T20:24:22.709127] [INFO ] [sig       ] [1602/3551] Forecasting HYLS...
[2025-12-24T20:24:22.709167] [INFO ] [sig       ] Generating forecast for: HYLS
[2025-12-24T20:24:22.709199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2025-12-24T20:24:22.722772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2025-12-24T20:24:22.723174] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2025-12-24T20:24:22.724166] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2025-12-24T20:24:22.724232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:22.724279] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:22.724313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:22.724390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:22.790241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:22.791167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:22.791253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:22.791290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:22.912617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:22.912770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:22.912810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:22.912838] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:22.916435] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: UP (p=93.53%)
[2025-12-24T20:24:22.916781] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2025-12-24T20:24:22.916927] [INFO ] [sig       ] HYLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:23.056440] [INFO ] [LOCAL     ] Saved forecast: HYLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/HYLS.txt
[2025-12-24T20:24:23.056605] [INFO ] [sig       ] [1602/3551] Completed HYLS in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-24T20:24:23.056649] [INFO ] [sig       ] [1603/3551] Forecasting HYMC...
[2025-12-24T20:24:23.056679] [INFO ] [sig       ] Generating forecast for: HYMC
[2025-12-24T20:24:23.056709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2025-12-24T20:24:23.068531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2025-12-24T20:24:23.068952] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2025-12-24T20:24:23.069841] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2025-12-24T20:24:23.069896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:23.069930] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:23.069957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:23.070014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:23.126247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:23.127108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:23.127190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:23.127223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:23.245784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:23.245933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:23.245972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:23.246000] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:23.249447] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: DOWN (p=13.95%)
[2025-12-24T20:24:23.249758] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2025-12-24T20:24:23.249887] [INFO ] [sig       ] HYMC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:23.394350] [INFO ] [LOCAL     ] Saved forecast: HYMC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HYMC.txt
[2025-12-24T20:24:23.394503] [INFO ] [sig       ] [1603/3551] Completed HYMC in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-24T20:24:23.394544] [INFO ] [sig       ] [1604/3551] Forecasting HYXF...
[2025-12-24T20:24:23.394590] [INFO ] [sig       ] Generating forecast for: HYXF
[2025-12-24T20:24:23.394622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2025-12-24T20:24:23.406216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2025-12-24T20:24:23.406630] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2025-12-24T20:24:23.407459] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2025-12-24T20:24:23.407515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:23.407548] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:23.407601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:23.407862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:23.465397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:23.466232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:23.466391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:23.466445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:23.578132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:23.578289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:23.578330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:23.578361] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:23.582183] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: DOWN (p=46.05%)
[2025-12-24T20:24:23.582469] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2025-12-24T20:24:23.582617] [INFO ] [sig       ] HYXF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:23.729560] [INFO ] [LOCAL     ] Saved forecast: HYXF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HYXF.txt
[2025-12-24T20:24:23.729729] [INFO ] [sig       ] [1604/3551] Completed HYXF in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-24T20:24:23.729769] [INFO ] [sig       ] [1605/3551] Forecasting HYZD...
[2025-12-24T20:24:23.729799] [INFO ] [sig       ] Generating forecast for: HYZD
[2025-12-24T20:24:23.729830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2025-12-24T20:24:23.741281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2025-12-24T20:24:23.741588] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2025-12-24T20:24:23.742341] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2025-12-24T20:24:23.742414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:23.742468] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:23.742506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:23.742595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:23.801160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:23.801993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:23.802078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:23.802111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:23.922836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:23.922982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:23.923021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:23.923049] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:23.926308] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: DOWN (p=41.16%)
[2025-12-24T20:24:23.926592] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2025-12-24T20:24:23.926710] [INFO ] [sig       ] HYZD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:24.073758] [INFO ] [LOCAL     ] Saved forecast: HYZD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HYZD.txt
[2025-12-24T20:24:24.073911] [INFO ] [sig       ] [1605/3551] Completed HYZD in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-24T20:24:24.073952] [INFO ] [sig       ] [1606/3551] Forecasting HZO...
[2025-12-24T20:24:24.073981] [INFO ] [sig       ] Generating forecast for: HZO
[2025-12-24T20:24:24.074011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-12-24T20:24:24.085112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2025-12-24T20:24:24.085500] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-12-24T20:24:24.086314] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-12-24T20:24:24.086369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:24.086402] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:24.086430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:24.086488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:24.146383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:24.147227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:24.147315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:24.147349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:24.275109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:24.275258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:24.275298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:24.275329] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:24.278895] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=10.09%)
[2025-12-24T20:24:24.279167] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-12-24T20:24:24.279284] [INFO ] [sig       ] HZO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:24.425640] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/HZO.txt
[2025-12-24T20:24:24.425801] [INFO ] [sig       ] [1606/3551] Completed HZO in 0.4s | 2.87 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-24T20:24:24.425844] [INFO ] [sig       ] [1607/3551] Forecasting IAC...
[2025-12-24T20:24:24.425877] [INFO ] [sig       ] Generating forecast for: IAC
[2025-12-24T20:24:24.425910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2025-12-24T20:24:24.439723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2025-12-24T20:24:24.440318] [INFO ] [FORECASTER] Starting predict_future for IAC
[2025-12-24T20:24:24.441223] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2025-12-24T20:24:24.441280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:24.441329] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:24.441358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:24.441424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:24.499450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:24.500398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:24.500505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:24.500546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:24.626035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:24.626197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:24.626236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:24.626264] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:24.629837] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: UP (p=76.50%)
[2025-12-24T20:24:24.630112] [INFO ] [FORECASTER] Completed predict_future for IAC
[2025-12-24T20:24:24.630235] [INFO ] [sig       ] IAC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:24.778085] [INFO ] [LOCAL     ] Saved forecast: IAC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IAC.txt
[2025-12-24T20:24:24.778298] [INFO ] [sig       ] [1607/3551] Completed IAC in 0.4s | 2.87 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-24T20:24:24.778342] [INFO ] [sig       ] [1608/3551] Forecasting IAE...
[2025-12-24T20:24:24.778372] [INFO ] [sig       ] Generating forecast for: IAE
[2025-12-24T20:24:24.778403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-12-24T20:24:24.791401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2025-12-24T20:24:24.791743] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-12-24T20:24:24.792492] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-12-24T20:24:24.792543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:24.792600] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:24.792630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:24.792691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:24.849800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:24.850610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:24.850693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:24.850725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:24.966550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:24.966726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:24.966767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:24.966795] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:24.970205] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=67.52%)
[2025-12-24T20:24:24.970499] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-12-24T20:24:24.970647] [INFO ] [sig       ] IAE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:25.113978] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IAE.txt
[2025-12-24T20:24:25.114135] [INFO ] [sig       ] [1608/3551] Completed IAE in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-24T20:24:25.114177] [INFO ] [sig       ] [1609/3551] Forecasting IAG...
[2025-12-24T20:24:25.114213] [INFO ] [sig       ] Generating forecast for: IAG
[2025-12-24T20:24:25.114246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-12-24T20:24:25.126869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2025-12-24T20:24:25.127244] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-12-24T20:24:25.128024] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-12-24T20:24:25.128075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:25.128106] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:25.128133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:25.128190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:25.185070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:25.186122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:25.186204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:25.186236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:25.314165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:25.314322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:25.314362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:25.314391] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:25.317862] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: UP (p=90.27%)
[2025-12-24T20:24:25.318143] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-12-24T20:24:25.318270] [INFO ] [sig       ] IAG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:25.461922] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IAG.txt
[2025-12-24T20:24:25.462070] [INFO ] [sig       ] [1609/3551] Completed IAG in 0.3s | 2.87 sym/s | Total: 9.3m | ETA: 11.3m
[2025-12-24T20:24:25.462111] [INFO ] [sig       ] [1610/3551] Forecasting IBB...
[2025-12-24T20:24:25.462141] [INFO ] [sig       ] Generating forecast for: IBB
[2025-12-24T20:24:25.462172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2025-12-24T20:24:25.473919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2025-12-24T20:24:25.474233] [INFO ] [FORECASTER] Starting predict_future for IBB
[2025-12-24T20:24:25.475027] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2025-12-24T20:24:25.475084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:25.475118] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:25.475148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:25.475206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:25.540061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:25.541205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:25.541312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:25.541348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:25.665455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:25.665627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:25.665676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:25.665709] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:25.669255] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: DOWN (p=7.03%)
[2025-12-24T20:24:25.669558] [INFO ] [FORECASTER] Completed predict_future for IBB
[2025-12-24T20:24:25.669721] [INFO ] [sig       ] IBB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:25.828359] [INFO ] [LOCAL     ] Saved forecast: IBB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IBB.txt
[2025-12-24T20:24:25.828515] [INFO ] [sig       ] [1610/3551] Completed IBB in 0.4s | 2.87 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-24T20:24:25.828559] [INFO ] [sig       ] [1611/3551] Forecasting IBBQ...
[2025-12-24T20:24:25.828619] [INFO ] [sig       ] Generating forecast for: IBBQ
[2025-12-24T20:24:25.828663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2025-12-24T20:24:25.841468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2025-12-24T20:24:25.841789] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2025-12-24T20:24:25.842608] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2025-12-24T20:24:25.842662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:25.842721] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:25.842751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:25.842820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:25.910834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:25.911727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:25.911813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:25.911847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:26.019552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:26.019725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:26.019766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:26.019795] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:26.023249] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-12-24T20:24:26.023523] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2025-12-24T20:24:26.023667] [INFO ] [sig       ] IBBQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:26.165727] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IBBQ.txt
[2025-12-24T20:24:26.165872] [INFO ] [sig       ] [1611/3551] Completed IBBQ in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-24T20:24:26.165913] [INFO ] [sig       ] [1612/3551] Forecasting IBCP...
[2025-12-24T20:24:26.165942] [INFO ] [sig       ] Generating forecast for: IBCP
[2025-12-24T20:24:26.165973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2025-12-24T20:24:26.178727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2025-12-24T20:24:26.179148] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2025-12-24T20:24:26.179968] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2025-12-24T20:24:26.180020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:26.180052] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:26.180079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:26.180135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:26.236238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:26.237107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:26.237198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:26.237232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:26.351476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:26.351760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:26.351814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:26.351861] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:26.355392] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: UP (p=59.11%)
[2025-12-24T20:24:26.355745] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2025-12-24T20:24:26.355880] [INFO ] [sig       ] IBCP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:26.502798] [INFO ] [LOCAL     ] Saved forecast: IBCP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IBCP.txt
[2025-12-24T20:24:26.502964] [INFO ] [sig       ] [1612/3551] Completed IBCP in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-24T20:24:26.503005] [INFO ] [sig       ] [1613/3551] Forecasting IBEX...
[2025-12-24T20:24:26.503034] [INFO ] [sig       ] Generating forecast for: IBEX
[2025-12-24T20:24:26.503064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2025-12-24T20:24:26.515638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2025-12-24T20:24:26.516032] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2025-12-24T20:24:26.516894] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2025-12-24T20:24:26.516951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:26.516985] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:26.517014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:26.517073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:26.576694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:26.577541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:26.577648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:26.577684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:26.705925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:26.706081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:26.706122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:26.706151] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:26.709655] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: UP (p=86.92%)
[2025-12-24T20:24:26.709950] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2025-12-24T20:24:26.710079] [INFO ] [sig       ] IBEX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:26.851675] [INFO ] [LOCAL     ] Saved forecast: IBEX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IBEX.txt
[2025-12-24T20:24:26.851804] [INFO ] [sig       ] [1613/3551] Completed IBEX in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-24T20:24:26.851844] [INFO ] [sig       ] [1614/3551] Forecasting IBM...
[2025-12-24T20:24:26.851873] [INFO ] [sig       ] Generating forecast for: IBM
[2025-12-24T20:24:26.851904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-12-24T20:24:26.864038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2025-12-24T20:24:26.864323] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-12-24T20:24:26.865117] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-12-24T20:24:26.865168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:26.865200] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:26.865226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:26.865282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:26.920134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:26.920743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:26.920818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:26.920863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:27.043238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:27.043376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:27.043414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:27.043471] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:27.047086] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-12-24T20:24:27.047355] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-12-24T20:24:27.047476] [INFO ] [sig       ] IBM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:27.186932] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IBM.txt
[2025-12-24T20:24:27.187050] [INFO ] [sig       ] [1614/3551] Completed IBM in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.3m
[2025-12-24T20:24:27.187088] [INFO ] [sig       ] [1615/3551] Forecasting IBN...
[2025-12-24T20:24:27.187116] [INFO ] [sig       ] Generating forecast for: IBN
[2025-12-24T20:24:27.187146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-12-24T20:24:27.203471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2025-12-24T20:24:27.203830] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-12-24T20:24:27.204653] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-12-24T20:24:27.204705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:27.204737] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:27.204763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:27.204819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:27.262137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:27.262943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:27.263029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:27.263063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:27.381486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:27.381633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:27.381671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:27.381699] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:27.384887] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: DOWN (p=12.78%)
[2025-12-24T20:24:27.385148] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-12-24T20:24:27.385283] [INFO ] [sig       ] IBN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:27.526877] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IBN.txt
[2025-12-24T20:24:27.527028] [INFO ] [sig       ] [1615/3551] Completed IBN in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-24T20:24:27.527069] [INFO ] [sig       ] [1616/3551] Forecasting IBOC...
[2025-12-24T20:24:27.527098] [INFO ] [sig       ] Generating forecast for: IBOC
[2025-12-24T20:24:27.527128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2025-12-24T20:24:27.542618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2025-12-24T20:24:27.543269] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2025-12-24T20:24:27.544187] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2025-12-24T20:24:27.544242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:27.544275] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:27.544314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:27.544378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:27.608135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:27.609040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:27.609129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:27.609163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:27.725523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:27.725715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:27.725757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:27.725786] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:27.729154] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: DOWN (p=3.09%)
[2025-12-24T20:24:27.729461] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2025-12-24T20:24:27.729618] [INFO ] [sig       ] IBOC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:27.870804] [INFO ] [LOCAL     ] Saved forecast: IBOC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IBOC.txt
[2025-12-24T20:24:27.870948] [INFO ] [sig       ] [1616/3551] Completed IBOC in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-24T20:24:27.870988] [INFO ] [sig       ] [1617/3551] Forecasting IBP...
[2025-12-24T20:24:27.871018] [INFO ] [sig       ] Generating forecast for: IBP
[2025-12-24T20:24:27.871049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-12-24T20:24:27.882588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2025-12-24T20:24:27.882867] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-12-24T20:24:27.883650] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-12-24T20:24:27.883703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:27.883735] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:27.883761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:27.883817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:27.941293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:27.942259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:27.942342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:27.942376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:28.065939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:28.066084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:28.066122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:28.066150] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:28.069449] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=8.95%)
[2025-12-24T20:24:28.069729] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-12-24T20:24:28.069850] [INFO ] [sig       ] IBP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:28.211717] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IBP.txt
[2025-12-24T20:24:28.212073] [INFO ] [sig       ] [1617/3551] Completed IBP in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-24T20:24:28.212111] [INFO ] [sig       ] [1618/3551] Forecasting IBRX...
[2025-12-24T20:24:28.212143] [INFO ] [sig       ] Generating forecast for: IBRX
[2025-12-24T20:24:28.212173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2025-12-24T20:24:28.224189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2025-12-24T20:24:28.224473] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2025-12-24T20:24:28.225248] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2025-12-24T20:24:28.225299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:28.225331] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:28.225358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:28.225414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:28.283910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:28.284766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:28.284849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:28.284881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:28.406757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:28.406920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:28.406959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:28.406987] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:28.410426] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: UP (p=75.46%)
[2025-12-24T20:24:28.410707] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2025-12-24T20:24:28.410828] [INFO ] [sig       ] IBRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:28.552886] [INFO ] [LOCAL     ] Saved forecast: IBRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IBRX.txt
[2025-12-24T20:24:28.553033] [INFO ] [sig       ] [1618/3551] Completed IBRX in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-24T20:24:28.553073] [INFO ] [sig       ] [1619/3551] Forecasting IBTG...
[2025-12-24T20:24:28.553103] [INFO ] [sig       ] Generating forecast for: IBTG
[2025-12-24T20:24:28.553133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2025-12-24T20:24:28.564548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2025-12-24T20:24:28.564940] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2025-12-24T20:24:28.565759] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2025-12-24T20:24:28.565812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:28.565845] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:28.565873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:28.565930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:28.623442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:28.624261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:28.624366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:28.624403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:28.742794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:28.743128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:28.743168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:28.743197] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:28.746523] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-24T20:24:28.746812] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2025-12-24T20:24:28.746935] [INFO ] [sig       ] IBTG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:28.888821] [INFO ] [LOCAL     ] Saved forecast: IBTG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IBTG.txt
[2025-12-24T20:24:28.888971] [INFO ] [sig       ] [1619/3551] Completed IBTG in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-24T20:24:28.889013] [INFO ] [sig       ] [1620/3551] Forecasting IBTH...
[2025-12-24T20:24:28.889042] [INFO ] [sig       ] Generating forecast for: IBTH
[2025-12-24T20:24:28.889079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2025-12-24T20:24:28.900959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2025-12-24T20:24:28.901326] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2025-12-24T20:24:28.902175] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2025-12-24T20:24:28.902240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:28.902277] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:28.902304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:28.902362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:28.959356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:28.960210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:28.960298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:28.960333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:29.080500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:29.080675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:29.080746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:29.080782] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:29.084183] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: UP (p=93.41%)
[2025-12-24T20:24:29.084458] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2025-12-24T20:24:29.084611] [INFO ] [sig       ] IBTH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:29.226395] [INFO ] [LOCAL     ] Saved forecast: IBTH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IBTH.txt
[2025-12-24T20:24:29.226542] [INFO ] [sig       ] [1620/3551] Completed IBTH in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-24T20:24:29.226605] [INFO ] [sig       ] [1621/3551] Forecasting IBTI...
[2025-12-24T20:24:29.226637] [INFO ] [sig       ] Generating forecast for: IBTI
[2025-12-24T20:24:29.226668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2025-12-24T20:24:29.237873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2025-12-24T20:24:29.238175] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2025-12-24T20:24:29.238970] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2025-12-24T20:24:29.239021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:29.239053] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:29.239080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:29.239135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:29.296190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:29.297037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:29.297149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:29.297184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:29.417896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:29.418046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:29.418085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:29.418114] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:29.421448] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: UP (p=83.85%)
[2025-12-24T20:24:29.421732] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2025-12-24T20:24:29.421852] [INFO ] [sig       ] IBTI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:29.562346] [INFO ] [LOCAL     ] Saved forecast: IBTI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IBTI.txt
[2025-12-24T20:24:29.562489] [INFO ] [sig       ] [1621/3551] Completed IBTI in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-24T20:24:29.562530] [INFO ] [sig       ] [1622/3551] Forecasting IBTJ...
[2025-12-24T20:24:29.562559] [INFO ] [sig       ] Generating forecast for: IBTJ
[2025-12-24T20:24:29.562609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2025-12-24T20:24:29.574707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2025-12-24T20:24:29.574978] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2025-12-24T20:24:29.575758] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2025-12-24T20:24:29.575809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:29.575840] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:29.575867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:29.575924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:29.632413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:29.633250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:29.633336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:29.633369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:29.751259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:29.751410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:29.751451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:29.751480] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:29.754938] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: UP (p=73.39%)
[2025-12-24T20:24:29.755215] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2025-12-24T20:24:29.755339] [INFO ] [sig       ] IBTJ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:29.900482] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IBTJ.txt
[2025-12-24T20:24:29.900637] [INFO ] [sig       ] [1622/3551] Completed IBTJ in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-24T20:24:29.900678] [INFO ] [sig       ] [1623/3551] Forecasting IBTK...
[2025-12-24T20:24:29.900708] [INFO ] [sig       ] Generating forecast for: IBTK
[2025-12-24T20:24:29.900737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2025-12-24T20:24:29.912312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2025-12-24T20:24:29.912648] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2025-12-24T20:24:29.913404] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2025-12-24T20:24:29.913455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:29.913486] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:29.913513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:29.913586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:29.971744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:29.972455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:29.972560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:29.972612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:30.096877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:30.097029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:30.097068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:30.097096] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:30.101187] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-12-24T20:24:30.101507] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2025-12-24T20:24:30.101652] [INFO ] [sig       ] IBTK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:30.242522] [INFO ] [LOCAL     ] Saved forecast: IBTK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IBTK.txt
[2025-12-24T20:24:30.242674] [INFO ] [sig       ] [1623/3551] Completed IBTK in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-24T20:24:30.242716] [INFO ] [sig       ] [1624/3551] Forecasting IBTL...
[2025-12-24T20:24:30.242746] [INFO ] [sig       ] Generating forecast for: IBTL
[2025-12-24T20:24:30.242775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2025-12-24T20:24:30.254653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2025-12-24T20:24:30.255136] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2025-12-24T20:24:30.255935] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2025-12-24T20:24:30.255988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:30.256022] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:30.256050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:30.256107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:30.312912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:30.313715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:30.313814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:30.313861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:30.454128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:30.454278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:30.454319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:30.454353] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:30.458231] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: DOWN (p=4.23%)
[2025-12-24T20:24:30.458561] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2025-12-24T20:24:30.458727] [INFO ] [sig       ] IBTL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:30.610614] [INFO ] [LOCAL     ] Saved forecast: IBTL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IBTL.txt
[2025-12-24T20:24:30.610783] [INFO ] [sig       ] [1624/3551] Completed IBTL in 0.4s | 2.87 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-24T20:24:30.610825] [INFO ] [sig       ] [1625/3551] Forecasting IBTM...
[2025-12-24T20:24:30.610854] [INFO ] [sig       ] Generating forecast for: IBTM
[2025-12-24T20:24:30.610884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2025-12-24T20:24:30.621850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2025-12-24T20:24:30.622202] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2025-12-24T20:24:30.622987] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2025-12-24T20:24:30.623039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:30.623071] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:30.623098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:30.623159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:30.682894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:30.683714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:30.683794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:30.683825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:30.800589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:30.800744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:30.800786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:30.800815] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:30.804134] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: DOWN (p=7.24%)
[2025-12-24T20:24:30.804400] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2025-12-24T20:24:30.804520] [INFO ] [sig       ] IBTM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:30.943939] [INFO ] [LOCAL     ] Saved forecast: IBTM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IBTM.txt
[2025-12-24T20:24:30.944088] [INFO ] [sig       ] [1625/3551] Completed IBTM in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-24T20:24:30.944127] [INFO ] [sig       ] [1626/3551] Forecasting IBTO...
[2025-12-24T20:24:30.944158] [INFO ] [sig       ] Generating forecast for: IBTO
[2025-12-24T20:24:30.944188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2025-12-24T20:24:30.955071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2025-12-24T20:24:30.955424] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2025-12-24T20:24:30.956200] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2025-12-24T20:24:30.956251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:30.956282] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:30.956309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:30.956364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:31.011889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:31.012689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:31.012770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:31.012803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:31.136162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:31.136317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:31.136357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:31.136386] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:31.139872] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: DOWN (p=22.11%)
[2025-12-24T20:24:31.140137] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2025-12-24T20:24:31.140257] [INFO ] [sig       ] IBTO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:31.280056] [INFO ] [LOCAL     ] Saved forecast: IBTO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IBTO.txt
[2025-12-24T20:24:31.280188] [INFO ] [sig       ] [1626/3551] Completed IBTO in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-24T20:24:31.280227] [INFO ] [sig       ] [1627/3551] Forecasting ICE...
[2025-12-24T20:24:31.280256] [INFO ] [sig       ] Generating forecast for: ICE
[2025-12-24T20:24:31.280286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-12-24T20:24:31.291203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2025-12-24T20:24:31.291508] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-12-24T20:24:31.292286] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-12-24T20:24:31.292338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:31.292370] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:31.292396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:31.292451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:31.348615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:31.349362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:31.349443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:31.349476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:31.470682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:31.470837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:31.470876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:31.470905] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:31.474358] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: DOWN (p=33.72%)
[2025-12-24T20:24:31.474645] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-12-24T20:24:31.474765] [INFO ] [sig       ] ICE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:31.612876] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ICE.txt
[2025-12-24T20:24:31.613007] [INFO ] [sig       ] [1627/3551] Completed ICE in 0.3s | 2.87 sym/s | Total: 9.4m | ETA: 11.2m
[2025-12-24T20:24:31.613045] [INFO ] [sig       ] [1628/3551] Forecasting ICFI...
[2025-12-24T20:24:31.613075] [INFO ] [sig       ] Generating forecast for: ICFI
[2025-12-24T20:24:31.613105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2025-12-24T20:24:31.624099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2025-12-24T20:24:31.624392] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2025-12-24T20:24:31.625151] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2025-12-24T20:24:31.625202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:31.625269] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:31.625297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:31.625359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:31.680941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:31.681592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:31.681680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:31.681712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:31.801768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:31.801910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:31.801948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:31.801977] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:31.805234] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: DOWN (p=36.62%)
[2025-12-24T20:24:31.805496] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2025-12-24T20:24:31.805633] [INFO ] [sig       ] ICFI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:31.954502] [INFO ] [LOCAL     ] Saved forecast: ICFI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ICFI.txt
[2025-12-24T20:24:31.954680] [INFO ] [sig       ] [1628/3551] Completed ICFI in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-24T20:24:31.954726] [INFO ] [sig       ] [1629/3551] Forecasting ICL...
[2025-12-24T20:24:31.954758] [INFO ] [sig       ] Generating forecast for: ICL
[2025-12-24T20:24:31.954795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-12-24T20:24:31.966774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2025-12-24T20:24:31.967095] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-12-24T20:24:31.967900] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-12-24T20:24:31.967965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:31.967999] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:31.968026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:31.968084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:32.026076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:32.026964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:32.027049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:32.027081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:32.154111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:32.154265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:32.154305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:32.154334] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:32.157650] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=73.52%)
[2025-12-24T20:24:32.157912] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-12-24T20:24:32.158033] [INFO ] [sig       ] ICL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:32.302250] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ICL.txt
[2025-12-24T20:24:32.302378] [INFO ] [sig       ] [1629/3551] Completed ICL in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-24T20:24:32.302417] [INFO ] [sig       ] [1630/3551] Forecasting ICLN...
[2025-12-24T20:24:32.302446] [INFO ] [sig       ] Generating forecast for: ICLN
[2025-12-24T20:24:32.302476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2025-12-24T20:24:32.314052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2025-12-24T20:24:32.314378] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2025-12-24T20:24:32.315338] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2025-12-24T20:24:32.315390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:32.315422] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:32.315449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:32.315505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:32.374131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:32.374800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:32.374881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:32.374914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:32.496233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:32.496378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:32.496416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:32.496444] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:32.499773] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: UP (p=92.72%)
[2025-12-24T20:24:32.500033] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2025-12-24T20:24:32.500150] [INFO ] [sig       ] ICLN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:32.639053] [INFO ] [LOCAL     ] Saved forecast: ICLN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ICLN.txt
[2025-12-24T20:24:32.639196] [INFO ] [sig       ] [1630/3551] Completed ICLN in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.2m
[2025-12-24T20:24:32.639234] [INFO ] [sig       ] [1631/3551] Forecasting ICMB...
[2025-12-24T20:24:32.639263] [INFO ] [sig       ] Generating forecast for: ICMB
[2025-12-24T20:24:32.639318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2025-12-24T20:24:32.651023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2025-12-24T20:24:32.651422] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2025-12-24T20:24:32.652240] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2025-12-24T20:24:32.652293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:32.652326] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:32.652353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:32.652409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:32.710412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:32.711483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:32.711608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:32.711668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:32.821760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:32.821918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:32.821958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:32.822020] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:32.825410] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: DOWN (p=38.86%)
[2025-12-24T20:24:32.825726] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2025-12-24T20:24:32.825856] [INFO ] [sig       ] ICMB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:32.968071] [INFO ] [LOCAL     ] Saved forecast: ICMB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ICMB.txt
[2025-12-24T20:24:32.968199] [INFO ] [sig       ] [1631/3551] Completed ICMB in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-24T20:24:32.968239] [INFO ] [sig       ] [1632/3551] Forecasting ICOP...
[2025-12-24T20:24:32.968269] [INFO ] [sig       ] Generating forecast for: ICOP
[2025-12-24T20:24:32.968300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2025-12-24T20:24:32.979376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2025-12-24T20:24:32.979815] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2025-12-24T20:24:32.980610] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2025-12-24T20:24:32.980665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:32.980700] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:32.980729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:32.980787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:33.044993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:33.045956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:33.046047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:33.046084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:33.163486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:33.163661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:33.163704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:33.163734] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:33.167261] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: UP (p=83.51%)
[2025-12-24T20:24:33.167551] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2025-12-24T20:24:33.167697] [INFO ] [sig       ] ICOP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:33.308717] [INFO ] [LOCAL     ] Saved forecast: ICOP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ICOP.txt
[2025-12-24T20:24:33.308863] [INFO ] [sig       ] [1632/3551] Completed ICOP in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-24T20:24:33.308903] [INFO ] [sig       ] [1633/3551] Forecasting ICUI...
[2025-12-24T20:24:33.308934] [INFO ] [sig       ] Generating forecast for: ICUI
[2025-12-24T20:24:33.308965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2025-12-24T20:24:33.321745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2025-12-24T20:24:33.322278] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2025-12-24T20:24:33.323043] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2025-12-24T20:24:33.323095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:33.323126] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:33.323153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:33.323210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:33.381074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:33.381940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:33.382034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:33.382082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:33.503062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:33.503217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:33.503258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:33.503291] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:33.506727] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: DOWN (p=8.40%)
[2025-12-24T20:24:33.507008] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2025-12-24T20:24:33.507133] [INFO ] [sig       ] ICUI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:33.648905] [INFO ] [LOCAL     ] Saved forecast: ICUI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ICUI.txt
[2025-12-24T20:24:33.649069] [INFO ] [sig       ] [1633/3551] Completed ICUI in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-24T20:24:33.649113] [INFO ] [sig       ] [1634/3551] Forecasting IDA...
[2025-12-24T20:24:33.649145] [INFO ] [sig       ] Generating forecast for: IDA
[2025-12-24T20:24:33.649177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-12-24T20:24:33.666828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2025-12-24T20:24:33.667300] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-12-24T20:24:33.668364] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-12-24T20:24:33.668432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:33.668479] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:33.668520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:33.668627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:33.731927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:33.732682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:33.732764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:33.732796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:33.850277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:33.850427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:33.850465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:33.850495] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:33.853831] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: DOWN (p=45.74%)
[2025-12-24T20:24:33.854122] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-12-24T20:24:33.854243] [INFO ] [sig       ] IDA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:33.998941] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IDA.txt
[2025-12-24T20:24:33.999078] [INFO ] [sig       ] [1634/3551] Completed IDA in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-24T20:24:33.999117] [INFO ] [sig       ] [1635/3551] Forecasting IDAI...
[2025-12-24T20:24:33.999148] [INFO ] [sig       ] Generating forecast for: IDAI
[2025-12-24T20:24:33.999177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2025-12-24T20:24:34.009999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2025-12-24T20:24:34.010276] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2025-12-24T20:24:34.011055] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2025-12-24T20:24:34.011106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:34.011139] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:34.011166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:34.011222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:34.067176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:34.067822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:34.067911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:34.067945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:34.187296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:34.187433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:34.187471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:34.187500] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:34.191008] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: UP (p=73.53%)
[2025-12-24T20:24:34.191278] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2025-12-24T20:24:34.191398] [INFO ] [sig       ] IDAI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:34.340720] [INFO ] [LOCAL     ] Saved forecast: IDAI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IDAI.txt
[2025-12-24T20:24:34.340869] [INFO ] [sig       ] [1635/3551] Completed IDAI in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-24T20:24:34.340911] [INFO ] [sig       ] [1636/3551] Forecasting IDCC...
[2025-12-24T20:24:34.340940] [INFO ] [sig       ] Generating forecast for: IDCC
[2025-12-24T20:24:34.340970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2025-12-24T20:24:34.352139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2025-12-24T20:24:34.352425] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2025-12-24T20:24:34.353194] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2025-12-24T20:24:34.353245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:34.353277] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:34.353304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:34.353359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:34.410432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:34.411282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:34.411365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:34.411397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:34.529483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:34.529642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:34.529706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:34.529742] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:34.533035] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: DOWN (p=48.79%)
[2025-12-24T20:24:34.533297] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2025-12-24T20:24:34.533413] [INFO ] [sig       ] IDCC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:34.671534] [INFO ] [LOCAL     ] Saved forecast: IDCC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IDCC.txt
[2025-12-24T20:24:34.671712] [INFO ] [sig       ] [1636/3551] Completed IDCC in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-24T20:24:34.671755] [INFO ] [sig       ] [1637/3551] Forecasting IDE...
[2025-12-24T20:24:34.671785] [INFO ] [sig       ] Generating forecast for: IDE
[2025-12-24T20:24:34.671815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-12-24T20:24:34.683091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2025-12-24T20:24:34.683437] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-12-24T20:24:34.684209] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-12-24T20:24:34.684260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:34.684291] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:34.684318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:34.684374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:34.743744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:34.744596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:34.744682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:34.744716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:34.863751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:34.863924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:34.863963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:34.863991] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:34.867291] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: DOWN (p=20.11%)
[2025-12-24T20:24:34.867554] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-12-24T20:24:34.867701] [INFO ] [sig       ] IDE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:35.010852] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IDE.txt
[2025-12-24T20:24:35.010987] [INFO ] [sig       ] [1637/3551] Completed IDE in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-24T20:24:35.011026] [INFO ] [sig       ] [1638/3551] Forecasting IDN...
[2025-12-24T20:24:35.011055] [INFO ] [sig       ] Generating forecast for: IDN
[2025-12-24T20:24:35.011085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2025-12-24T20:24:35.025025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2025-12-24T20:24:35.025472] [INFO ] [FORECASTER] Starting predict_future for IDN
[2025-12-24T20:24:35.026239] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2025-12-24T20:24:35.026290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:35.026320] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:35.026347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:35.026403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:35.082447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:35.083171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:35.083277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:35.083310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:35.198447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:35.198610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:35.198649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:35.198686] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:35.202038] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: UP (p=94.54%)
[2025-12-24T20:24:35.202301] [INFO ] [FORECASTER] Completed predict_future for IDN
[2025-12-24T20:24:35.202419] [INFO ] [sig       ] IDN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:35.340934] [INFO ] [LOCAL     ] Saved forecast: IDN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IDN.txt
[2025-12-24T20:24:35.341075] [INFO ] [sig       ] [1638/3551] Completed IDN in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-24T20:24:35.341113] [INFO ] [sig       ] [1639/3551] Forecasting IDXX...
[2025-12-24T20:24:35.341144] [INFO ] [sig       ] Generating forecast for: IDXX
[2025-12-24T20:24:35.341175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2025-12-24T20:24:35.352698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2025-12-24T20:24:35.353207] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2025-12-24T20:24:35.354193] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2025-12-24T20:24:35.354245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:35.354276] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:35.354302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:35.354358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:35.409892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:35.410548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:35.410644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:35.410678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:35.531313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:35.531464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:35.531504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:35.531533] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:35.534939] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: DOWN (p=16.56%)
[2025-12-24T20:24:35.535208] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2025-12-24T20:24:35.535331] [INFO ] [sig       ] IDXX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:35.676310] [INFO ] [LOCAL     ] Saved forecast: IDXX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IDXX.txt
[2025-12-24T20:24:35.676458] [INFO ] [sig       ] [1639/3551] Completed IDXX in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-24T20:24:35.676499] [INFO ] [sig       ] [1640/3551] Forecasting IDYA...
[2025-12-24T20:24:35.676529] [INFO ] [sig       ] Generating forecast for: IDYA
[2025-12-24T20:24:35.676559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2025-12-24T20:24:35.688392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2025-12-24T20:24:35.688781] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2025-12-24T20:24:35.689596] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2025-12-24T20:24:35.689649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:35.689693] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:35.689721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:35.689777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:35.746392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:35.747201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:35.747283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:35.747317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:35.870065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:35.870250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:35.870289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:35.870317] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:35.873693] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: DOWN (p=1.93%)
[2025-12-24T20:24:35.873966] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2025-12-24T20:24:35.874090] [INFO ] [sig       ] IDYA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:36.047926] [INFO ] [LOCAL     ] Saved forecast: IDYA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IDYA.txt
[2025-12-24T20:24:36.048084] [INFO ] [sig       ] [1640/3551] Completed IDYA in 0.4s | 2.87 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-24T20:24:36.048126] [INFO ] [sig       ] [1641/3551] Forecasting IEF...
[2025-12-24T20:24:36.048155] [INFO ] [sig       ] Generating forecast for: IEF
[2025-12-24T20:24:36.048186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2025-12-24T20:24:36.060661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2025-12-24T20:24:36.061158] [INFO ] [FORECASTER] Starting predict_future for IEF
[2025-12-24T20:24:36.061956] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2025-12-24T20:24:36.062011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:36.062044] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:36.062071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:36.062127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:36.120102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:36.120935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:36.121021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:36.121053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:36.243812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:36.243975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:36.244012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:36.244042] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:36.247389] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: DOWN (p=8.40%)
[2025-12-24T20:24:36.247698] [INFO ] [FORECASTER] Completed predict_future for IEF
[2025-12-24T20:24:36.247839] [INFO ] [sig       ] IEF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:36.389607] [INFO ] [LOCAL     ] Saved forecast: IEF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IEF.txt
[2025-12-24T20:24:36.389778] [INFO ] [sig       ] [1641/3551] Completed IEF in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-24T20:24:36.389817] [INFO ] [sig       ] [1642/3551] Forecasting IEI...
[2025-12-24T20:24:36.389848] [INFO ] [sig       ] Generating forecast for: IEI
[2025-12-24T20:24:36.389878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2025-12-24T20:24:36.401201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2025-12-24T20:24:36.401507] [INFO ] [FORECASTER] Starting predict_future for IEI
[2025-12-24T20:24:36.402323] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2025-12-24T20:24:36.402375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:36.402407] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:36.402434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:36.402490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:36.460137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:36.461002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:36.461085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:36.461117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:36.582541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:36.582707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:36.582751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:36.582779] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:36.586104] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: UP (p=50.16%)
[2025-12-24T20:24:36.586371] [INFO ] [FORECASTER] Completed predict_future for IEI
[2025-12-24T20:24:36.586490] [INFO ] [sig       ] IEI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:36.727491] [INFO ] [LOCAL     ] Saved forecast: IEI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IEI.txt
[2025-12-24T20:24:36.727632] [INFO ] [sig       ] [1642/3551] Completed IEI in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-24T20:24:36.727673] [INFO ] [sig       ] [1643/3551] Forecasting IEP...
[2025-12-24T20:24:36.727702] [INFO ] [sig       ] Generating forecast for: IEP
[2025-12-24T20:24:36.727734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2025-12-24T20:24:36.740039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2025-12-24T20:24:36.740354] [INFO ] [FORECASTER] Starting predict_future for IEP
[2025-12-24T20:24:36.741128] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2025-12-24T20:24:36.741180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:36.741212] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:36.741239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:36.741294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:36.798646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:36.799324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:36.799407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:36.799439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:36.922398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:36.922555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:36.922624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:36.922654] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:36.926398] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: DOWN (p=13.93%)
[2025-12-24T20:24:36.926696] [INFO ] [FORECASTER] Completed predict_future for IEP
[2025-12-24T20:24:36.926823] [INFO ] [sig       ] IEP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:37.069851] [INFO ] [LOCAL     ] Saved forecast: IEP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IEP.txt
[2025-12-24T20:24:37.070005] [INFO ] [sig       ] [1643/3551] Completed IEP in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-24T20:24:37.070046] [INFO ] [sig       ] [1644/3551] Forecasting IESC...
[2025-12-24T20:24:37.070083] [INFO ] [sig       ] Generating forecast for: IESC
[2025-12-24T20:24:37.070116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2025-12-24T20:24:37.084370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2025-12-24T20:24:37.084788] [INFO ] [FORECASTER] Starting predict_future for IESC
[2025-12-24T20:24:37.085618] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2025-12-24T20:24:37.085679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:37.085714] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:37.085742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:37.085799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:37.147589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:37.148341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:37.148425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:37.148459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:37.272095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:37.272235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:37.272274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:37.272303] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:37.275557] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: DOWN (p=14.19%)
[2025-12-24T20:24:37.275841] [INFO ] [FORECASTER] Completed predict_future for IESC
[2025-12-24T20:24:37.275967] [INFO ] [sig       ] IESC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:37.416855] [INFO ] [LOCAL     ] Saved forecast: IESC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IESC.txt
[2025-12-24T20:24:37.416980] [INFO ] [sig       ] [1644/3551] Completed IESC in 0.3s | 2.87 sym/s | Total: 9.5m | ETA: 11.1m
[2025-12-24T20:24:37.417019] [INFO ] [sig       ] [1645/3551] Forecasting IEX...
[2025-12-24T20:24:37.417049] [INFO ] [sig       ] Generating forecast for: IEX
[2025-12-24T20:24:37.417079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-12-24T20:24:37.428896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2025-12-24T20:24:37.429189] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-12-24T20:24:37.429982] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-12-24T20:24:37.430032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:37.430088] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:37.430117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:37.430173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:37.489259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:37.490116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:37.490197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:37.490231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:37.607898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:37.608054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:37.608093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:37.608122] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:37.611501] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: DOWN (p=18.57%)
[2025-12-24T20:24:37.611793] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-12-24T20:24:37.611918] [INFO ] [sig       ] IEX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:37.761754] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IEX.txt
[2025-12-24T20:24:37.761921] [INFO ] [sig       ] [1645/3551] Completed IEX in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-24T20:24:37.761963] [INFO ] [sig       ] [1646/3551] Forecasting IFF...
[2025-12-24T20:24:37.761993] [INFO ] [sig       ] Generating forecast for: IFF
[2025-12-24T20:24:37.762024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-12-24T20:24:37.773833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFF'.
[2025-12-24T20:24:37.774115] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-12-24T20:24:37.774879] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-12-24T20:24:37.774930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:37.774961] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:37.774987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:37.775043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:37.832157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:37.832829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:37.832921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:37.832953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:37.959407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:37.959563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:37.959620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:37.959649] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:37.963382] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: DOWN (p=41.06%)
[2025-12-24T20:24:37.963666] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-12-24T20:24:37.963787] [INFO ] [sig       ] IFF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:38.124124] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IFF.txt
[2025-12-24T20:24:38.124279] [INFO ] [sig       ] [1646/3551] Completed IFF in 0.4s | 2.87 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-24T20:24:38.124318] [INFO ] [sig       ] [1647/3551] Forecasting IFN...
[2025-12-24T20:24:38.124349] [INFO ] [sig       ] Generating forecast for: IFN
[2025-12-24T20:24:38.124378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-12-24T20:24:38.140730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2025-12-24T20:24:38.141369] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-12-24T20:24:38.142608] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-12-24T20:24:38.142675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:38.142718] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:38.142753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:38.142828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:38.203307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:38.204415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:38.204507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:38.204540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:38.327152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:38.327310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:38.327361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:38.327421] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:38.331241] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: DOWN (p=8.44%)
[2025-12-24T20:24:38.331544] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-12-24T20:24:38.331701] [INFO ] [sig       ] IFN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:38.488501] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IFN.txt
[2025-12-24T20:24:38.488714] [INFO ] [sig       ] [1647/3551] Completed IFN in 0.4s | 2.87 sym/s | Total: 9.6m | ETA: 11.1m
[2025-12-24T20:24:38.488776] [INFO ] [sig       ] [1648/3551] Forecasting IFS...
[2025-12-24T20:24:38.488812] [INFO ] [sig       ] Generating forecast for: IFS
[2025-12-24T20:24:38.488846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-12-24T20:24:38.503769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2025-12-24T20:24:38.504351] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-12-24T20:24:38.505378] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-12-24T20:24:38.505436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:38.505472] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:38.505501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:38.505565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:38.567314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:38.568797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:38.568924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:38.568959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:38.694644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:38.694868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:38.694915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:38.694989] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:38.698867] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: UP (p=95.27%)
[2025-12-24T20:24:38.699178] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-12-24T20:24:38.699339] [INFO ] [sig       ] IFS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:38.851200] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IFS.txt
[2025-12-24T20:24:38.851374] [INFO ] [sig       ] [1648/3551] Completed IFS in 0.4s | 2.87 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-24T20:24:38.851417] [INFO ] [sig       ] [1649/3551] Forecasting IGA...
[2025-12-24T20:24:38.851449] [INFO ] [sig       ] Generating forecast for: IGA
[2025-12-24T20:24:38.851481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-12-24T20:24:38.864368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2025-12-24T20:24:38.864735] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-12-24T20:24:38.865885] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-12-24T20:24:38.865951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:38.865989] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:38.866017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:38.866073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:38.923012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:38.923876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:38.923973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:38.924033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:39.045444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:39.045626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:39.045678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:39.045736] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:39.049236] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=21.52%)
[2025-12-24T20:24:39.049549] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-12-24T20:24:39.049707] [INFO ] [sig       ] IGA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:39.192874] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IGA.txt
[2025-12-24T20:24:39.193044] [INFO ] [sig       ] [1649/3551] Completed IGA in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-24T20:24:39.193085] [INFO ] [sig       ] [1650/3551] Forecasting IGD...
[2025-12-24T20:24:39.193115] [INFO ] [sig       ] Generating forecast for: IGD
[2025-12-24T20:24:39.193147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-12-24T20:24:39.204766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2025-12-24T20:24:39.205095] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-12-24T20:24:39.205873] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-12-24T20:24:39.205925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:39.205956] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:39.205983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:39.206040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:39.262818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:39.263665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:39.263770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:39.263804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:39.381422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:39.381598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:39.381640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:39.381671] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:39.385000] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: UP (p=59.33%)
[2025-12-24T20:24:39.385267] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-12-24T20:24:39.385389] [INFO ] [sig       ] IGD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:39.541779] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IGD.txt
[2025-12-24T20:24:39.541933] [INFO ] [sig       ] [1650/3551] Completed IGD in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-24T20:24:39.541973] [INFO ] [sig       ] [1651/3551] Forecasting IGF...
[2025-12-24T20:24:39.542003] [INFO ] [sig       ] Generating forecast for: IGF
[2025-12-24T20:24:39.542033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2025-12-24T20:24:39.554899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2025-12-24T20:24:39.555249] [INFO ] [FORECASTER] Starting predict_future for IGF
[2025-12-24T20:24:39.556026] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2025-12-24T20:24:39.556078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:39.556109] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:39.556135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:39.556221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:39.613005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:39.613790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:39.613876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:39.613908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:39.740551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:39.740734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:39.740788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:39.740824] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:39.745021] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: DOWN (p=13.79%)
[2025-12-24T20:24:39.745311] [INFO ] [FORECASTER] Completed predict_future for IGF
[2025-12-24T20:24:39.745442] [INFO ] [sig       ] IGF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:39.901038] [INFO ] [LOCAL     ] Saved forecast: IGF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IGF.txt
[2025-12-24T20:24:39.901195] [INFO ] [sig       ] [1651/3551] Completed IGF in 0.4s | 2.87 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-24T20:24:39.901236] [INFO ] [sig       ] [1652/3551] Forecasting IGI...
[2025-12-24T20:24:39.901266] [INFO ] [sig       ] Generating forecast for: IGI
[2025-12-24T20:24:39.901299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-12-24T20:24:39.913199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2025-12-24T20:24:39.913543] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-12-24T20:24:39.914337] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-12-24T20:24:39.914392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:39.914425] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:39.914453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:39.914511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:39.977482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:39.978363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:39.978467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:39.978507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:40.087478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:40.087656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:40.087698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:40.087728] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:40.091543] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: UP (p=74.92%)
[2025-12-24T20:24:40.091897] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-12-24T20:24:40.092040] [INFO ] [sig       ] IGI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:40.245849] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IGI.txt
[2025-12-24T20:24:40.246029] [INFO ] [sig       ] [1652/3551] Completed IGI in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-24T20:24:40.246083] [INFO ] [sig       ] [1653/3551] Forecasting IGIB...
[2025-12-24T20:24:40.246115] [INFO ] [sig       ] Generating forecast for: IGIB
[2025-12-24T20:24:40.246145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2025-12-24T20:24:40.259358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2025-12-24T20:24:40.259761] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2025-12-24T20:24:40.260555] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2025-12-24T20:24:40.260640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:40.260674] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:40.260701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:40.260758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:40.321693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:40.322681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:40.322776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:40.322810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:40.450817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:40.450981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:40.451021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:40.451049] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:40.454472] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: DOWN (p=6.62%)
[2025-12-24T20:24:40.454791] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2025-12-24T20:24:40.454923] [INFO ] [sig       ] IGIB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:40.607104] [INFO ] [LOCAL     ] Saved forecast: IGIB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IGIB.txt
[2025-12-24T20:24:40.607271] [INFO ] [sig       ] [1653/3551] Completed IGIB in 0.4s | 2.87 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-24T20:24:40.607310] [INFO ] [sig       ] [1654/3551] Forecasting IGIC...
[2025-12-24T20:24:40.607340] [INFO ] [sig       ] Generating forecast for: IGIC
[2025-12-24T20:24:40.607370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2025-12-24T20:24:40.619794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2025-12-24T20:24:40.620074] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2025-12-24T20:24:40.620928] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2025-12-24T20:24:40.620992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:40.621026] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:40.621051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:40.621106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:40.680116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:40.680953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:40.681038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:40.681072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:40.802880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:40.803065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:40.803121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:40.803153] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:40.806783] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: UP (p=79.46%)
[2025-12-24T20:24:40.807052] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2025-12-24T20:24:40.807171] [INFO ] [sig       ] IGIC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:40.955181] [INFO ] [LOCAL     ] Saved forecast: IGIC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IGIC.txt
[2025-12-24T20:24:40.955304] [INFO ] [sig       ] [1654/3551] Completed IGIC in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-24T20:24:40.955342] [INFO ] [sig       ] [1655/3551] Forecasting IGSB...
[2025-12-24T20:24:40.955371] [INFO ] [sig       ] Generating forecast for: IGSB
[2025-12-24T20:24:40.955410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2025-12-24T20:24:40.966975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2025-12-24T20:24:40.967259] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2025-12-24T20:24:40.968074] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2025-12-24T20:24:40.968126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:40.968157] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:40.968184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:40.968240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:41.027203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:41.027937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:41.028046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:41.028082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:41.151515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:41.151676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:41.151721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:41.151755] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:41.155088] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: DOWN (p=42.41%)
[2025-12-24T20:24:41.155352] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2025-12-24T20:24:41.155469] [INFO ] [sig       ] IGSB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:41.300442] [INFO ] [LOCAL     ] Saved forecast: IGSB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IGSB.txt
[2025-12-24T20:24:41.300586] [INFO ] [sig       ] [1655/3551] Completed IGSB in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-24T20:24:41.300629] [INFO ] [sig       ] [1656/3551] Forecasting IHD...
[2025-12-24T20:24:41.300659] [INFO ] [sig       ] Generating forecast for: IHD
[2025-12-24T20:24:41.300689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-12-24T20:24:41.311674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2025-12-24T20:24:41.311947] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-12-24T20:24:41.312737] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-12-24T20:24:41.312789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:41.312824] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:41.312857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:41.312928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:41.371650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:41.372293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:41.372373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:41.372406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:41.492946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:41.493107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:41.493148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:41.493178] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:41.496874] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-12-24T20:24:41.497182] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-12-24T20:24:41.497308] [INFO ] [sig       ] IHD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:41.646954] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IHD.txt
[2025-12-24T20:24:41.647099] [INFO ] [sig       ] [1656/3551] Completed IHD in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-24T20:24:41.647141] [INFO ] [sig       ] [1657/3551] Forecasting IHG...
[2025-12-24T20:24:41.647173] [INFO ] [sig       ] Generating forecast for: IHG
[2025-12-24T20:24:41.647203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-12-24T20:24:41.659182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2025-12-24T20:24:41.659503] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-12-24T20:24:41.660316] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-12-24T20:24:41.660369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:41.660402] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:41.660429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:41.660486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:41.719354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:41.720082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:41.720162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:41.720197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:41.841098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:41.841247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:41.841288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:41.841317] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:41.844702] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: UP (p=70.89%)
[2025-12-24T20:24:41.844969] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-12-24T20:24:41.845087] [INFO ] [sig       ] IHG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:41.992015] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IHG.txt
[2025-12-24T20:24:41.992150] [INFO ] [sig       ] [1657/3551] Completed IHG in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-24T20:24:41.992190] [INFO ] [sig       ] [1658/3551] Forecasting IHS...
[2025-12-24T20:24:41.992220] [INFO ] [sig       ] Generating forecast for: IHS
[2025-12-24T20:24:41.992250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-12-24T20:24:42.003904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2025-12-24T20:24:42.004179] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-12-24T20:24:42.004972] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-12-24T20:24:42.005029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:42.005063] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:42.005091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:42.005148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:42.062462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:42.063187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:42.063268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:42.063301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:42.179660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:42.179802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:42.179847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:42.179883] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:42.183232] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: DOWN (p=23.22%)
[2025-12-24T20:24:42.183523] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-12-24T20:24:42.183671] [INFO ] [sig       ] IHS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:42.325988] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IHS.txt
[2025-12-24T20:24:42.326164] [INFO ] [sig       ] [1658/3551] Completed IHS in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-24T20:24:42.326205] [INFO ] [sig       ] [1659/3551] Forecasting IIF...
[2025-12-24T20:24:42.326235] [INFO ] [sig       ] Generating forecast for: IIF
[2025-12-24T20:24:42.326265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-12-24T20:24:42.337722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2025-12-24T20:24:42.337984] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-12-24T20:24:42.338745] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-12-24T20:24:42.338797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:42.338828] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:42.338856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:42.338915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:42.396042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:42.396974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:42.397058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:42.397090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:42.513103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:42.513258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:42.513298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:42.513327] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:42.516683] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=26.44%)
[2025-12-24T20:24:42.516952] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-12-24T20:24:42.517070] [INFO ] [sig       ] IIF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:42.658979] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IIF.txt
[2025-12-24T20:24:42.659110] [INFO ] [sig       ] [1659/3551] Completed IIF in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-24T20:24:42.659150] [INFO ] [sig       ] [1660/3551] Forecasting III...
[2025-12-24T20:24:42.659178] [INFO ] [sig       ] Generating forecast for: III
[2025-12-24T20:24:42.659209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2025-12-24T20:24:42.671444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2025-12-24T20:24:42.671762] [INFO ] [FORECASTER] Starting predict_future for III
[2025-12-24T20:24:42.672536] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2025-12-24T20:24:42.672605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:42.672638] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:42.672665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:42.672721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:42.729613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:42.730241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:42.730320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:42.730352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:42.849619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:42.849790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:42.849832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:42.849860] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:42.853237] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: UP (p=71.54%)
[2025-12-24T20:24:42.853509] [INFO ] [FORECASTER] Completed predict_future for III
[2025-12-24T20:24:42.853649] [INFO ] [sig       ] III: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:42.999322] [INFO ] [LOCAL     ] Saved forecast: III	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/III.txt
[2025-12-24T20:24:42.999508] [INFO ] [sig       ] [1660/3551] Completed III in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-24T20:24:42.999553] [INFO ] [sig       ] [1661/3551] Forecasting IIIN...
[2025-12-24T20:24:42.999605] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-12-24T20:24:42.999637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-12-24T20:24:43.011938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2025-12-24T20:24:43.012336] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-12-24T20:24:43.013149] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-12-24T20:24:43.013205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:43.013238] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:43.013266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:43.013328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:43.072272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:43.073006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:43.073090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:43.073314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:43.198701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:43.198857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:43.198897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:43.198926] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:43.202278] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=91.15%)
[2025-12-24T20:24:43.202543] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-12-24T20:24:43.202680] [INFO ] [sig       ] IIIN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:43.341330] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IIIN.txt
[2025-12-24T20:24:43.341482] [INFO ] [sig       ] [1661/3551] Completed IIIN in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-24T20:24:43.341522] [INFO ] [sig       ] [1662/3551] Forecasting IIM...
[2025-12-24T20:24:43.341551] [INFO ] [sig       ] Generating forecast for: IIM
[2025-12-24T20:24:43.341598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-12-24T20:24:43.353808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2025-12-24T20:24:43.354127] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-12-24T20:24:43.354897] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-12-24T20:24:43.354948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:43.355005] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:43.355033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:43.355089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:43.411269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:43.412057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:43.412139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:43.412170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:43.529039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:43.529199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:43.529238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:43.529266] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:43.532977] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: DOWN (p=6.59%)
[2025-12-24T20:24:43.533274] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-12-24T20:24:43.533401] [INFO ] [sig       ] IIM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:43.674498] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IIM.txt
[2025-12-24T20:24:43.674674] [INFO ] [sig       ] [1662/3551] Completed IIM in 0.3s | 2.87 sym/s | Total: 9.6m | ETA: 11.0m
[2025-12-24T20:24:43.674719] [INFO ] [sig       ] [1663/3551] Forecasting ILMN...
[2025-12-24T20:24:43.674749] [INFO ] [sig       ] Generating forecast for: ILMN
[2025-12-24T20:24:43.674780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2025-12-24T20:24:43.686418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2025-12-24T20:24:43.686744] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2025-12-24T20:24:43.687514] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2025-12-24T20:24:43.687565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:43.687614] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:43.687641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:43.687696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:43.747364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:43.748111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:43.748191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:43.748223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:43.873724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:43.873882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:43.873922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:43.873953] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:43.877299] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2025-12-24T20:24:43.877569] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2025-12-24T20:24:43.877711] [INFO ] [sig       ] ILMN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:44.019534] [INFO ] [LOCAL     ] Saved forecast: ILMN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ILMN.txt
[2025-12-24T20:24:44.019696] [INFO ] [sig       ] [1663/3551] Completed ILMN in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-24T20:24:44.019736] [INFO ] [sig       ] [1664/3551] Forecasting IMAX...
[2025-12-24T20:24:44.019765] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-12-24T20:24:44.019795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-12-24T20:24:44.032653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2025-12-24T20:24:44.033103] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-12-24T20:24:44.033989] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-12-24T20:24:44.034045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:44.034092] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:44.034120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:44.034177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:44.090933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:44.091796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:44.091881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:44.091920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:44.217813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:44.217963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:44.218002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:44.218031] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:44.222144] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: DOWN (p=8.16%)
[2025-12-24T20:24:44.222423] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-12-24T20:24:44.222543] [INFO ] [sig       ] IMAX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:44.373070] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IMAX.txt
[2025-12-24T20:24:44.373198] [INFO ] [sig       ] [1664/3551] Completed IMAX in 0.4s | 2.87 sym/s | Total: 9.7m | ETA: 11.0m
[2025-12-24T20:24:44.373237] [INFO ] [sig       ] [1665/3551] Forecasting IMKTA...
[2025-12-24T20:24:44.373266] [INFO ] [sig       ] Generating forecast for: IMKTA
[2025-12-24T20:24:44.373296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'.
[2025-12-24T20:24:44.384386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'.
[2025-12-24T20:24:44.384659] [INFO ] [FORECASTER] Starting predict_future for IMKTA
[2025-12-24T20:24:44.385413] [DEBUG] [LOCAL     ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt
[2025-12-24T20:24:44.385464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:44.385495] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:44.385521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:44.385603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:44.442174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:44.443418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:44.443502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:44.443536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:44.556745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:44.556900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:44.556946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:44.557015] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:44.560440] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: UP (p=81.46%)
[2025-12-24T20:24:44.560722] [INFO ] [FORECASTER] Completed predict_future for IMKTA
[2025-12-24T20:24:44.560842] [INFO ] [sig       ] IMKTA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:44.699946] [INFO ] [LOCAL     ] Saved forecast: IMKTA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IMKTA.txt
[2025-12-24T20:24:44.700084] [INFO ] [sig       ] [1665/3551] Completed IMKTA in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-24T20:24:44.700124] [INFO ] [sig       ] [1666/3551] Forecasting IMMP...
[2025-12-24T20:24:44.700154] [INFO ] [sig       ] Generating forecast for: IMMP
[2025-12-24T20:24:44.700184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2025-12-24T20:24:44.711713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2025-12-24T20:24:44.712003] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2025-12-24T20:24:44.712787] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2025-12-24T20:24:44.712839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:44.712871] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:44.712897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:44.712953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:44.771236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:44.771914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:44.772005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:44.772040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:44.889141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:44.889328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:44.889374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:44.889405] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:44.892834] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: UP (p=73.73%)
[2025-12-24T20:24:44.893106] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2025-12-24T20:24:44.893231] [INFO ] [sig       ] IMMP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:45.038108] [INFO ] [LOCAL     ] Saved forecast: IMMP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IMMP.txt
[2025-12-24T20:24:45.038236] [INFO ] [sig       ] [1666/3551] Completed IMMP in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-24T20:24:45.038276] [INFO ] [sig       ] [1667/3551] Forecasting IMMX...
[2025-12-24T20:24:45.038305] [INFO ] [sig       ] Generating forecast for: IMMX
[2025-12-24T20:24:45.038334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2025-12-24T20:24:45.052565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2025-12-24T20:24:45.053171] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2025-12-24T20:24:45.054148] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2025-12-24T20:24:45.054206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:45.054240] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:45.054267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:45.054326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:45.113952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:45.115120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:45.115244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:45.115279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:45.239795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:45.239960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:45.240000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:45.240029] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:45.243367] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: DOWN (p=7.91%)
[2025-12-24T20:24:45.243649] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2025-12-24T20:24:45.243774] [INFO ] [sig       ] IMMX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:45.381671] [INFO ] [LOCAL     ] Saved forecast: IMMX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IMMX.txt
[2025-12-24T20:24:45.381803] [INFO ] [sig       ] [1667/3551] Completed IMMX in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-24T20:24:45.381848] [INFO ] [sig       ] [1668/3551] Forecasting IMNM...
[2025-12-24T20:24:45.381878] [INFO ] [sig       ] Generating forecast for: IMNM
[2025-12-24T20:24:45.381909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2025-12-24T20:24:45.393325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2025-12-24T20:24:45.393610] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2025-12-24T20:24:45.394343] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2025-12-24T20:24:45.394394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:45.394426] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:45.394452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:45.394508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:45.449717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:45.450505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:45.450608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:45.450643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:45.578344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:45.578505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:45.578545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:45.578595] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:45.582246] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: DOWN (p=9.40%)
[2025-12-24T20:24:45.582560] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2025-12-24T20:24:45.582712] [INFO ] [sig       ] IMNM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:45.727877] [INFO ] [LOCAL     ] Saved forecast: IMNM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IMNM.txt
[2025-12-24T20:24:45.728033] [INFO ] [sig       ] [1668/3551] Completed IMNM in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-24T20:24:45.728074] [INFO ] [sig       ] [1669/3551] Forecasting IMNN...
[2025-12-24T20:24:45.728104] [INFO ] [sig       ] Generating forecast for: IMNN
[2025-12-24T20:24:45.728134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2025-12-24T20:24:45.739479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2025-12-24T20:24:45.739871] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2025-12-24T20:24:45.740724] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2025-12-24T20:24:45.740779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:45.740813] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:45.740840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:45.740902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:45.804266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:45.805132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:45.805216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:45.805250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:45.928310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:45.928467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:45.928506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:45.928534] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:45.932141] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: DOWN (p=28.77%)
[2025-12-24T20:24:45.932423] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2025-12-24T20:24:45.932566] [INFO ] [sig       ] IMNN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:46.082399] [INFO ] [LOCAL     ] Saved forecast: IMNN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IMNN.txt
[2025-12-24T20:24:46.082554] [INFO ] [sig       ] [1669/3551] Completed IMNN in 0.4s | 2.87 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-24T20:24:46.082625] [INFO ] [sig       ] [1670/3551] Forecasting IMOS...
[2025-12-24T20:24:46.082657] [INFO ] [sig       ] Generating forecast for: IMOS
[2025-12-24T20:24:46.082699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2025-12-24T20:24:46.095215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2025-12-24T20:24:46.095623] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2025-12-24T20:24:46.096417] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2025-12-24T20:24:46.096471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:46.096505] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:46.096534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:46.096616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:46.155612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:46.156492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:46.156594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:46.156631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:46.277346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:46.277504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:46.277543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:46.277589] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:46.280913] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: UP (p=81.35%)
[2025-12-24T20:24:46.281213] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2025-12-24T20:24:46.281334] [INFO ] [sig       ] IMOS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:46.428392] [INFO ] [LOCAL     ] Saved forecast: IMOS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IMOS.txt
[2025-12-24T20:24:46.428541] [INFO ] [sig       ] [1670/3551] Completed IMOS in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-24T20:24:46.428599] [INFO ] [sig       ] [1671/3551] Forecasting IMPP...
[2025-12-24T20:24:46.428633] [INFO ] [sig       ] Generating forecast for: IMPP
[2025-12-24T20:24:46.428662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2025-12-24T20:24:46.439946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2025-12-24T20:24:46.440240] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2025-12-24T20:24:46.441016] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2025-12-24T20:24:46.441078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:46.441117] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:46.441147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:46.441204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:46.498637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:46.499503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:46.499605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:46.499643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:46.622363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:46.622518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:46.622597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:46.622631] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:46.626403] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: DOWN (p=20.01%)
[2025-12-24T20:24:46.626767] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2025-12-24T20:24:46.626906] [INFO ] [sig       ] IMPP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:46.771910] [INFO ] [LOCAL     ] Saved forecast: IMPP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IMPP.txt
[2025-12-24T20:24:46.772069] [INFO ] [sig       ] [1671/3551] Completed IMPP in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-24T20:24:46.772112] [INFO ] [sig       ] [1672/3551] Forecasting IMRX...
[2025-12-24T20:24:46.772143] [INFO ] [sig       ] Generating forecast for: IMRX
[2025-12-24T20:24:46.772174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2025-12-24T20:24:46.784358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2025-12-24T20:24:46.784640] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2025-12-24T20:24:46.785427] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2025-12-24T20:24:46.785480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:46.785513] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:46.785542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:46.785624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:46.844834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:46.845533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:46.845661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:46.845699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:46.964929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:46.965079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:46.965126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:46.965156] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:46.968737] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: UP (p=97.21%)
[2025-12-24T20:24:46.969009] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2025-12-24T20:24:46.969131] [INFO ] [sig       ] IMRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:47.113466] [INFO ] [LOCAL     ] Saved forecast: IMRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IMRX.txt
[2025-12-24T20:24:47.113610] [INFO ] [sig       ] [1672/3551] Completed IMRX in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-24T20:24:47.113651] [INFO ] [sig       ] [1673/3551] Forecasting IMTX...
[2025-12-24T20:24:47.113681] [INFO ] [sig       ] Generating forecast for: IMTX
[2025-12-24T20:24:47.113713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2025-12-24T20:24:47.124867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2025-12-24T20:24:47.125167] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2025-12-24T20:24:47.125933] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2025-12-24T20:24:47.125995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:47.126033] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:47.126066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:47.126134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:47.183219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:47.183850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:47.183926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:47.183958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:47.309054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:47.309214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:47.309254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:47.309305] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:47.312763] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: DOWN (p=39.32%)
[2025-12-24T20:24:47.313044] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2025-12-24T20:24:47.313192] [INFO ] [sig       ] IMTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:47.453725] [INFO ] [LOCAL     ] Saved forecast: IMTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IMTX.txt
[2025-12-24T20:24:47.453870] [INFO ] [sig       ] [1673/3551] Completed IMTX in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-24T20:24:47.453921] [INFO ] [sig       ] [1674/3551] Forecasting IMXI...
[2025-12-24T20:24:47.453965] [INFO ] [sig       ] Generating forecast for: IMXI
[2025-12-24T20:24:47.454000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2025-12-24T20:24:47.471707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2025-12-24T20:24:47.472007] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2025-12-24T20:24:47.472779] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2025-12-24T20:24:47.472831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:47.472863] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:47.472890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:47.472946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:47.529765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:47.530422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:47.530500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:47.530533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:47.654378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:47.654526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:47.654564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:47.654612] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:47.658258] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: UP (p=90.68%)
[2025-12-24T20:24:47.658526] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2025-12-24T20:24:47.658669] [INFO ] [sig       ] IMXI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:47.803376] [INFO ] [LOCAL     ] Saved forecast: IMXI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IMXI.txt
[2025-12-24T20:24:47.803530] [INFO ] [sig       ] [1674/3551] Completed IMXI in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-24T20:24:47.803602] [INFO ] [sig       ] [1675/3551] Forecasting INAB...
[2025-12-24T20:24:47.803645] [INFO ] [sig       ] Generating forecast for: INAB
[2025-12-24T20:24:47.803686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2025-12-24T20:24:47.815269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2025-12-24T20:24:47.815615] [INFO ] [FORECASTER] Starting predict_future for INAB
[2025-12-24T20:24:47.816371] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2025-12-24T20:24:47.816423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:47.816467] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:47.816497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:47.816555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:47.874142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:47.874743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:47.874818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:47.874851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:47.991852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:47.991983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:47.992024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:47.992055] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:47.995290] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: DOWN (p=33.88%)
[2025-12-24T20:24:47.995549] [INFO ] [FORECASTER] Completed predict_future for INAB
[2025-12-24T20:24:47.995689] [INFO ] [sig       ] INAB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:48.138592] [INFO ] [LOCAL     ] Saved forecast: INAB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INAB.txt
[2025-12-24T20:24:48.138782] [INFO ] [sig       ] [1675/3551] Completed INAB in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-24T20:24:48.138837] [INFO ] [sig       ] [1676/3551] Forecasting INBK...
[2025-12-24T20:24:48.138878] [INFO ] [sig       ] Generating forecast for: INBK
[2025-12-24T20:24:48.138920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2025-12-24T20:24:48.150097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2025-12-24T20:24:48.150405] [INFO ] [FORECASTER] Starting predict_future for INBK
[2025-12-24T20:24:48.151200] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2025-12-24T20:24:48.151443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:48.151477] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:48.151506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:48.151568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:48.208271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:48.208881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:48.208957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:48.208990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:48.330619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:48.330763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:48.330802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:48.330830] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:48.334104] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: UP (p=91.90%)
[2025-12-24T20:24:48.334365] [INFO ] [FORECASTER] Completed predict_future for INBK
[2025-12-24T20:24:48.334485] [INFO ] [sig       ] INBK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:48.475434] [INFO ] [LOCAL     ] Saved forecast: INBK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INBK.txt
[2025-12-24T20:24:48.475563] [INFO ] [sig       ] [1676/3551] Completed INBK in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-24T20:24:48.475622] [INFO ] [sig       ] [1677/3551] Forecasting INBX...
[2025-12-24T20:24:48.475656] [INFO ] [sig       ] Generating forecast for: INBX
[2025-12-24T20:24:48.475689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2025-12-24T20:24:48.486773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2025-12-24T20:24:48.487074] [INFO ] [FORECASTER] Starting predict_future for INBX
[2025-12-24T20:24:48.487849] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2025-12-24T20:24:48.487903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:48.487936] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:48.487968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:48.488039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:48.546411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:48.547171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:48.547255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:48.547288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:48.668504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:48.668666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:48.668706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:48.668734] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:48.672176] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: DOWN (p=8.77%)
[2025-12-24T20:24:48.672646] [INFO ] [FORECASTER] Completed predict_future for INBX
[2025-12-24T20:24:48.672765] [INFO ] [sig       ] INBX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:48.821239] [INFO ] [LOCAL     ] Saved forecast: INBX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INBX.txt
[2025-12-24T20:24:48.821608] [INFO ] [sig       ] [1677/3551] Completed INBX in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-24T20:24:48.821652] [INFO ] [sig       ] [1678/3551] Forecasting INCY...
[2025-12-24T20:24:48.821681] [INFO ] [sig       ] Generating forecast for: INCY
[2025-12-24T20:24:48.821710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2025-12-24T20:24:48.833822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2025-12-24T20:24:48.834121] [INFO ] [FORECASTER] Starting predict_future for INCY
[2025-12-24T20:24:48.834885] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2025-12-24T20:24:48.834936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:48.834968] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:48.834995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:48.835060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:48.894268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:48.894894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:48.895002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:48.895039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:49.017584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:49.017726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:49.017766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:49.017797] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:49.021632] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: DOWN (p=5.60%)
[2025-12-24T20:24:49.021917] [INFO ] [FORECASTER] Completed predict_future for INCY
[2025-12-24T20:24:49.022045] [INFO ] [sig       ] INCY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:49.166767] [INFO ] [LOCAL     ] Saved forecast: INCY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INCY.txt
[2025-12-24T20:24:49.166887] [INFO ] [sig       ] [1678/3551] Completed INCY in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-24T20:24:49.166932] [INFO ] [sig       ] [1679/3551] Forecasting INDB...
[2025-12-24T20:24:49.166963] [INFO ] [sig       ] Generating forecast for: INDB
[2025-12-24T20:24:49.166993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2025-12-24T20:24:49.178153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2025-12-24T20:24:49.178441] [INFO ] [FORECASTER] Starting predict_future for INDB
[2025-12-24T20:24:49.179217] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2025-12-24T20:24:49.179268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:49.179403] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:49.179434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:49.179491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:49.236696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:49.237411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:49.237493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:49.237528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:49.358768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:49.358903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:49.358945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:49.358974] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:49.362420] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: UP (p=52.84%)
[2025-12-24T20:24:49.362716] [INFO ] [FORECASTER] Completed predict_future for INDB
[2025-12-24T20:24:49.362839] [INFO ] [sig       ] INDB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:49.507482] [INFO ] [LOCAL     ] Saved forecast: INDB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INDB.txt
[2025-12-24T20:24:49.507620] [INFO ] [sig       ] [1679/3551] Completed INDB in 0.3s | 2.87 sym/s | Total: 9.7m | ETA: 10.9m
[2025-12-24T20:24:49.507660] [INFO ] [sig       ] [1680/3551] Forecasting INDI...
[2025-12-24T20:24:49.507689] [INFO ] [sig       ] Generating forecast for: INDI
[2025-12-24T20:24:49.507719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2025-12-24T20:24:49.519126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2025-12-24T20:24:49.519437] [INFO ] [FORECASTER] Starting predict_future for INDI
[2025-12-24T20:24:49.520290] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2025-12-24T20:24:49.520343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:49.520377] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:49.520407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:49.520466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:49.581683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:49.582389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:49.582471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:49.582506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:49.702985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:49.703120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:49.703159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:49.703188] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:49.706470] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: UP (p=84.45%)
[2025-12-24T20:24:49.706760] [INFO ] [FORECASTER] Completed predict_future for INDI
[2025-12-24T20:24:49.706900] [INFO ] [sig       ] INDI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:49.854024] [INFO ] [LOCAL     ] Saved forecast: INDI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INDI.txt
[2025-12-24T20:24:49.854172] [INFO ] [sig       ] [1680/3551] Completed INDI in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-24T20:24:49.854214] [INFO ] [sig       ] [1681/3551] Forecasting INDP...
[2025-12-24T20:24:49.854244] [INFO ] [sig       ] Generating forecast for: INDP
[2025-12-24T20:24:49.854273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2025-12-24T20:24:49.865935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2025-12-24T20:24:49.866212] [INFO ] [FORECASTER] Starting predict_future for INDP
[2025-12-24T20:24:49.866964] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2025-12-24T20:24:49.867019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:49.867058] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:49.867091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:49.867159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:49.927195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:49.927863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:49.927943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:49.927978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:50.036591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:50.036736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:50.036781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:50.036816] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:50.040249] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: UP (p=64.31%)
[2025-12-24T20:24:50.040520] [INFO ] [FORECASTER] Completed predict_future for INDP
[2025-12-24T20:24:50.040659] [INFO ] [sig       ] INDP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:50.186437] [INFO ] [LOCAL     ] Saved forecast: INDP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INDP.txt
[2025-12-24T20:24:50.186559] [INFO ] [sig       ] [1681/3551] Completed INDP in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 10.9m
[2025-12-24T20:24:50.186616] [INFO ] [sig       ] [1682/3551] Forecasting INDY...
[2025-12-24T20:24:50.186646] [INFO ] [sig       ] Generating forecast for: INDY
[2025-12-24T20:24:50.186677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2025-12-24T20:24:50.198081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2025-12-24T20:24:50.198374] [INFO ] [FORECASTER] Starting predict_future for INDY
[2025-12-24T20:24:50.199131] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2025-12-24T20:24:50.199182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:50.199214] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:50.199240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:50.199317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:50.257842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:50.258484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:50.258565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:50.258617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:50.385126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:50.385269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:50.385309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:50.385385] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:50.388876] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: UP (p=92.47%)
[2025-12-24T20:24:50.389156] [INFO ] [FORECASTER] Completed predict_future for INDY
[2025-12-24T20:24:50.389282] [INFO ] [sig       ] INDY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:50.533142] [INFO ] [LOCAL     ] Saved forecast: INDY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INDY.txt
[2025-12-24T20:24:50.533271] [INFO ] [sig       ] [1682/3551] Completed INDY in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-24T20:24:50.533311] [INFO ] [sig       ] [1683/3551] Forecasting INFY...
[2025-12-24T20:24:50.533343] [INFO ] [sig       ] Generating forecast for: INFY
[2025-12-24T20:24:50.533374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-12-24T20:24:50.545008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2025-12-24T20:24:50.545297] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-12-24T20:24:50.546088] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-12-24T20:24:50.546142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:50.546175] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:50.546205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:50.546264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:50.605926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:50.606542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:50.606638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:50.606673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:50.725268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:50.725408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:50.725448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:50.725478] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:50.729041] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=41.22%)
[2025-12-24T20:24:50.729377] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-12-24T20:24:50.729516] [INFO ] [sig       ] INFY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:50.878192] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INFY.txt
[2025-12-24T20:24:50.878507] [INFO ] [sig       ] [1683/3551] Completed INFY in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-24T20:24:50.878545] [INFO ] [sig       ] [1684/3551] Forecasting ING...
[2025-12-24T20:24:50.878592] [INFO ] [sig       ] Generating forecast for: ING
[2025-12-24T20:24:50.878624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-12-24T20:24:50.891625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2025-12-24T20:24:50.891898] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-12-24T20:24:50.892666] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-12-24T20:24:50.892725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:50.892756] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:50.892783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:50.892839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:50.953909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:50.954552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:50.954662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:50.954697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:51.076936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:51.077073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:51.077112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:51.077141] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:51.081016] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: UP (p=88.01%)
[2025-12-24T20:24:51.081276] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-12-24T20:24:51.081392] [INFO ] [sig       ] ING: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:51.227812] [INFO ] [LOCAL     ] Saved forecast: ING	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ING.txt
[2025-12-24T20:24:51.227946] [INFO ] [sig       ] [1684/3551] Completed ING in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-24T20:24:51.227987] [INFO ] [sig       ] [1685/3551] Forecasting INGN...
[2025-12-24T20:24:51.228017] [INFO ] [sig       ] Generating forecast for: INGN
[2025-12-24T20:24:51.228048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2025-12-24T20:24:51.240138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2025-12-24T20:24:51.240454] [INFO ] [FORECASTER] Starting predict_future for INGN
[2025-12-24T20:24:51.241238] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2025-12-24T20:24:51.241293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:51.241327] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:51.241356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:51.241416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:51.299262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:51.299996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:51.300130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:51.300176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:51.416099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:51.416246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:51.416286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:51.416316] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:51.419593] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: DOWN (p=11.81%)
[2025-12-24T20:24:51.419854] [INFO ] [FORECASTER] Completed predict_future for INGN
[2025-12-24T20:24:51.419972] [INFO ] [sig       ] INGN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:51.562713] [INFO ] [LOCAL     ] Saved forecast: INGN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INGN.txt
[2025-12-24T20:24:51.562841] [INFO ] [sig       ] [1685/3551] Completed INGN in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-24T20:24:51.562880] [INFO ] [sig       ] [1686/3551] Forecasting INM...
[2025-12-24T20:24:51.562911] [INFO ] [sig       ] Generating forecast for: INM
[2025-12-24T20:24:51.562941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'.
[2025-12-24T20:24:51.573812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INM'.
[2025-12-24T20:24:51.574079] [INFO ] [FORECASTER] Starting predict_future for INM
[2025-12-24T20:24:51.574837] [DEBUG] [LOCAL     ] No optimal features file found for INM: ./output/feature-sets/INM.txt
[2025-12-24T20:24:51.574889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:51.574922] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:51.574960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:51.575017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:51.632392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:51.633014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:51.633093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:51.633126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:51.752698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:51.752845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:51.752885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:51.752915] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:51.756343] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: DOWN (p=29.28%)
[2025-12-24T20:24:51.756680] [INFO ] [FORECASTER] Completed predict_future for INM
[2025-12-24T20:24:51.756814] [INFO ] [sig       ] INM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:51.900065] [INFO ] [LOCAL     ] Saved forecast: INM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INM.txt
[2025-12-24T20:24:51.900216] [INFO ] [sig       ] [1686/3551] Completed INM in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-24T20:24:51.900264] [INFO ] [sig       ] [1687/3551] Forecasting INMB...
[2025-12-24T20:24:51.900295] [INFO ] [sig       ] Generating forecast for: INMB
[2025-12-24T20:24:51.900324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2025-12-24T20:24:51.912075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2025-12-24T20:24:51.912346] [INFO ] [FORECASTER] Starting predict_future for INMB
[2025-12-24T20:24:51.913094] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2025-12-24T20:24:51.913145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:51.913176] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:51.913203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:51.913259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:51.971241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:51.971908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:51.971991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:51.972025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:52.092531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:52.092673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:52.092710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:52.092739] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:52.096010] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: UP (p=90.89%)
[2025-12-24T20:24:52.096269] [INFO ] [FORECASTER] Completed predict_future for INMB
[2025-12-24T20:24:52.096387] [INFO ] [sig       ] INMB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:52.237211] [INFO ] [LOCAL     ] Saved forecast: INMB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INMB.txt
[2025-12-24T20:24:52.237349] [INFO ] [sig       ] [1687/3551] Completed INMB in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-24T20:24:52.237397] [INFO ] [sig       ] [1688/3551] Forecasting INMD...
[2025-12-24T20:24:52.237437] [INFO ] [sig       ] Generating forecast for: INMD
[2025-12-24T20:24:52.237467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2025-12-24T20:24:52.249021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2025-12-24T20:24:52.249350] [INFO ] [FORECASTER] Starting predict_future for INMD
[2025-12-24T20:24:52.250146] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2025-12-24T20:24:52.250199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:52.250231] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:52.250258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:52.250315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:52.308698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:52.309356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:52.309435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:52.309469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:52.430725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:52.430866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:52.430904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:52.430932] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:52.434228] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: UP (p=66.82%)
[2025-12-24T20:24:52.434488] [INFO ] [FORECASTER] Completed predict_future for INMD
[2025-12-24T20:24:52.434627] [INFO ] [sig       ] INMD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:52.577016] [INFO ] [LOCAL     ] Saved forecast: INMD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INMD.txt
[2025-12-24T20:24:52.577143] [INFO ] [sig       ] [1688/3551] Completed INMD in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-24T20:24:52.577184] [INFO ] [sig       ] [1689/3551] Forecasting INN...
[2025-12-24T20:24:52.577215] [INFO ] [sig       ] Generating forecast for: INN
[2025-12-24T20:24:52.577245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-12-24T20:24:52.588269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2025-12-24T20:24:52.588545] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-12-24T20:24:52.589322] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-12-24T20:24:52.589379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:52.589410] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:52.589437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:52.589493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:52.647980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:52.648622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:52.648726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:52.648759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:52.766756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:52.766896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:52.766934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:52.766963] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:52.770263] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=61.25%)
[2025-12-24T20:24:52.770525] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-12-24T20:24:52.770660] [INFO ] [sig       ] INN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:52.912879] [INFO ] [LOCAL     ] Saved forecast: INN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INN.txt
[2025-12-24T20:24:52.913000] [INFO ] [sig       ] [1689/3551] Completed INN in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-24T20:24:52.913038] [INFO ] [sig       ] [1690/3551] Forecasting INO...
[2025-12-24T20:24:52.913068] [INFO ] [sig       ] Generating forecast for: INO
[2025-12-24T20:24:52.913104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2025-12-24T20:24:52.925367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2025-12-24T20:24:52.925655] [INFO ] [FORECASTER] Starting predict_future for INO
[2025-12-24T20:24:52.926400] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2025-12-24T20:24:52.926450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:52.926482] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:52.926509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:52.926565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:52.983295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:52.983923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:52.984001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:52.984033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:53.099969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:53.100102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:53.100146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:53.100180] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:53.103477] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2025-12-24T20:24:53.103794] [INFO ] [FORECASTER] Completed predict_future for INO
[2025-12-24T20:24:53.103914] [INFO ] [sig       ] INO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:53.244209] [INFO ] [LOCAL     ] Saved forecast: INO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INO.txt
[2025-12-24T20:24:53.244333] [INFO ] [sig       ] [1690/3551] Completed INO in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-24T20:24:53.244372] [INFO ] [sig       ] [1691/3551] Forecasting INOD...
[2025-12-24T20:24:53.244402] [INFO ] [sig       ] Generating forecast for: INOD
[2025-12-24T20:24:53.244431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2025-12-24T20:24:53.256289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2025-12-24T20:24:53.256610] [INFO ] [FORECASTER] Starting predict_future for INOD
[2025-12-24T20:24:53.257428] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2025-12-24T20:24:53.257481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:53.257515] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:53.257543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:53.257627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:53.316240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:53.316891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:53.316971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:53.317005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:53.441208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:53.441351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:53.441389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:53.441417] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:53.444867] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: UP (p=93.77%)
[2025-12-24T20:24:53.445148] [INFO ] [FORECASTER] Completed predict_future for INOD
[2025-12-24T20:24:53.445276] [INFO ] [sig       ] INOD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:53.587318] [INFO ] [LOCAL     ] Saved forecast: INOD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INOD.txt
[2025-12-24T20:24:53.587452] [INFO ] [sig       ] [1691/3551] Completed INOD in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-24T20:24:53.587492] [INFO ] [sig       ] [1692/3551] Forecasting INSE...
[2025-12-24T20:24:53.587521] [INFO ] [sig       ] Generating forecast for: INSE
[2025-12-24T20:24:53.587551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2025-12-24T20:24:53.599497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2025-12-24T20:24:53.599784] [INFO ] [FORECASTER] Starting predict_future for INSE
[2025-12-24T20:24:53.600519] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2025-12-24T20:24:53.600587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:53.600624] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:53.600651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:53.600707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:53.657649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:53.658403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:53.658485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:53.658517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:53.780919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:53.781062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:53.781101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:53.781130] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:53.784768] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: UP (p=93.68%)
[2025-12-24T20:24:53.785029] [INFO ] [FORECASTER] Completed predict_future for INSE
[2025-12-24T20:24:53.785147] [INFO ] [sig       ] INSE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:53.927419] [INFO ] [LOCAL     ] Saved forecast: INSE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INSE.txt
[2025-12-24T20:24:53.927562] [INFO ] [sig       ] [1692/3551] Completed INSE in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-24T20:24:53.927618] [INFO ] [sig       ] [1693/3551] Forecasting INSG...
[2025-12-24T20:24:53.927661] [INFO ] [sig       ] Generating forecast for: INSG
[2025-12-24T20:24:53.927692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2025-12-24T20:24:53.938683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2025-12-24T20:24:53.938961] [INFO ] [FORECASTER] Starting predict_future for INSG
[2025-12-24T20:24:53.939775] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2025-12-24T20:24:53.939827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:53.939858] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:53.939885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:53.939941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:53.997295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:53.997927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:53.998005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:53.998037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:54.117478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:54.117632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:54.117671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:54.117716] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:54.120978] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: DOWN (p=36.08%)
[2025-12-24T20:24:54.121243] [INFO ] [FORECASTER] Completed predict_future for INSG
[2025-12-24T20:24:54.121548] [INFO ] [sig       ] INSG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:54.264337] [INFO ] [LOCAL     ] Saved forecast: INSG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INSG.txt
[2025-12-24T20:24:54.264674] [INFO ] [sig       ] [1693/3551] Completed INSG in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-24T20:24:54.264715] [INFO ] [sig       ] [1694/3551] Forecasting INSM...
[2025-12-24T20:24:54.264745] [INFO ] [sig       ] Generating forecast for: INSM
[2025-12-24T20:24:54.264774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2025-12-24T20:24:54.276700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2025-12-24T20:24:54.276985] [INFO ] [FORECASTER] Starting predict_future for INSM
[2025-12-24T20:24:54.277756] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2025-12-24T20:24:54.277807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:54.277839] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:54.277866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:54.277922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:54.334190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:54.334823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:54.334901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:54.334933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:54.452216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:54.452563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:54.452620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:54.452649] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:54.456534] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: UP (p=90.12%)
[2025-12-24T20:24:54.456815] [INFO ] [FORECASTER] Completed predict_future for INSM
[2025-12-24T20:24:54.456934] [INFO ] [sig       ] INSM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:54.596389] [INFO ] [LOCAL     ] Saved forecast: INSM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INSM.txt
[2025-12-24T20:24:54.596521] [INFO ] [sig       ] [1694/3551] Completed INSM in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-24T20:24:54.596559] [INFO ] [sig       ] [1695/3551] Forecasting INSP...
[2025-12-24T20:24:54.596608] [INFO ] [sig       ] Generating forecast for: INSP
[2025-12-24T20:24:54.596639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-12-24T20:24:54.607707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2025-12-24T20:24:54.607984] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-12-24T20:24:54.608738] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-12-24T20:24:54.608789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:54.608821] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:54.608849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:54.608904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:54.664829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:54.665727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:54.665814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:54.665846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:54.787751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:54.787906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:54.787946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:54.787976] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:54.791695] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: DOWN (p=34.93%)
[2025-12-24T20:24:54.791964] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-12-24T20:24:54.792084] [INFO ] [sig       ] INSP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:54.940746] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INSP.txt
[2025-12-24T20:24:54.940921] [INFO ] [sig       ] [1695/3551] Completed INSP in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-24T20:24:54.940964] [INFO ] [sig       ] [1696/3551] Forecasting INTA...
[2025-12-24T20:24:54.940994] [INFO ] [sig       ] Generating forecast for: INTA
[2025-12-24T20:24:54.941027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2025-12-24T20:24:54.952180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2025-12-24T20:24:54.952564] [INFO ] [FORECASTER] Starting predict_future for INTA
[2025-12-24T20:24:54.953408] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2025-12-24T20:24:54.953460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:54.953525] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:54.953565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:54.953669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:55.013498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:55.014377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:55.014463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:55.014496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:55.140247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:55.140404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:55.140443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:55.140472] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:55.143882] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: UP (p=95.30%)
[2025-12-24T20:24:55.144160] [INFO ] [FORECASTER] Completed predict_future for INTA
[2025-12-24T20:24:55.144305] [INFO ] [sig       ] INTA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:55.286813] [INFO ] [LOCAL     ] Saved forecast: INTA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INTA.txt
[2025-12-24T20:24:55.286963] [INFO ] [sig       ] [1696/3551] Completed INTA in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-24T20:24:55.287004] [INFO ] [sig       ] [1697/3551] Forecasting INTC...
[2025-12-24T20:24:55.287035] [INFO ] [sig       ] Generating forecast for: INTC
[2025-12-24T20:24:55.287064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2025-12-24T20:24:55.300435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2025-12-24T20:24:55.300837] [INFO ] [FORECASTER] Starting predict_future for INTC
[2025-12-24T20:24:55.301607] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2025-12-24T20:24:55.301659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:55.301690] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:55.301716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:55.301785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:55.358589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:55.359398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:55.359486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:55.359519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:55.481113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:55.481276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:55.481323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:55.481353] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:55.485614] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: DOWN (p=15.90%)
[2025-12-24T20:24:55.485959] [INFO ] [FORECASTER] Completed predict_future for INTC
[2025-12-24T20:24:55.486098] [INFO ] [sig       ] INTC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:55.632270] [INFO ] [LOCAL     ] Saved forecast: INTC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INTC.txt
[2025-12-24T20:24:55.632398] [INFO ] [sig       ] [1697/3551] Completed INTC in 0.3s | 2.87 sym/s | Total: 9.8m | ETA: 10.8m
[2025-12-24T20:24:55.632438] [INFO ] [sig       ] [1698/3551] Forecasting INTZ...
[2025-12-24T20:24:55.632468] [INFO ] [sig       ] Generating forecast for: INTZ
[2025-12-24T20:24:55.632497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'.
[2025-12-24T20:24:55.644293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTZ'.
[2025-12-24T20:24:55.644804] [INFO ] [FORECASTER] Starting predict_future for INTZ
[2025-12-24T20:24:55.645746] [DEBUG] [LOCAL     ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt
[2025-12-24T20:24:55.645797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:55.645829] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:55.645856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:55.645912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:55.703249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:55.703973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:55.704054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:55.704086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:55.829179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:55.829361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:55.829403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:55.829433] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:55.832860] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: DOWN (p=11.11%)
[2025-12-24T20:24:55.833130] [INFO ] [FORECASTER] Completed predict_future for INTZ
[2025-12-24T20:24:55.833260] [INFO ] [sig       ] INTZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:55.973296] [INFO ] [LOCAL     ] Saved forecast: INTZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INTZ.txt
[2025-12-24T20:24:55.973433] [INFO ] [sig       ] [1698/3551] Completed INTZ in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 10.8m
[2025-12-24T20:24:55.973476] [INFO ] [sig       ] [1699/3551] Forecasting INVA...
[2025-12-24T20:24:55.973506] [INFO ] [sig       ] Generating forecast for: INVA
[2025-12-24T20:24:55.973537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2025-12-24T20:24:55.986137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2025-12-24T20:24:55.986482] [INFO ] [FORECASTER] Starting predict_future for INVA
[2025-12-24T20:24:55.987267] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2025-12-24T20:24:55.987332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:55.987366] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:55.987396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:55.987453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:56.045467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:56.046348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:56.046434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:56.046469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:56.164961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:56.165115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:56.165159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:56.165225] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:56.168715] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: DOWN (p=12.63%)
[2025-12-24T20:24:56.168996] [INFO ] [FORECASTER] Completed predict_future for INVA
[2025-12-24T20:24:56.169123] [INFO ] [sig       ] INVA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:56.313819] [INFO ] [LOCAL     ] Saved forecast: INVA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INVA.txt
[2025-12-24T20:24:56.313977] [INFO ] [sig       ] [1699/3551] Completed INVA in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-24T20:24:56.314019] [INFO ] [sig       ] [1700/3551] Forecasting INVE...
[2025-12-24T20:24:56.314049] [INFO ] [sig       ] Generating forecast for: INVE
[2025-12-24T20:24:56.314079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2025-12-24T20:24:56.325436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2025-12-24T20:24:56.325791] [INFO ] [FORECASTER] Starting predict_future for INVE
[2025-12-24T20:24:56.326560] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2025-12-24T20:24:56.326631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:56.326665] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:56.326692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:56.326748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:56.390251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:56.391157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:56.391258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:56.391295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:56.516308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:56.516463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:56.516503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:56.516531] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:56.520245] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: UP (p=90.36%)
[2025-12-24T20:24:56.520533] [INFO ] [FORECASTER] Completed predict_future for INVE
[2025-12-24T20:24:56.520670] [INFO ] [sig       ] INVE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:56.663760] [INFO ] [LOCAL     ] Saved forecast: INVE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/INVE.txt
[2025-12-24T20:24:56.663925] [INFO ] [sig       ] [1700/3551] Completed INVE in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-24T20:24:56.663967] [INFO ] [sig       ] [1701/3551] Forecasting INVH...
[2025-12-24T20:24:56.663998] [INFO ] [sig       ] Generating forecast for: INVH
[2025-12-24T20:24:56.664028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-12-24T20:24:56.680831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2025-12-24T20:24:56.681464] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-12-24T20:24:56.682721] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-12-24T20:24:56.682802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:56.682854] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:56.682901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:56.682989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:56.748007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:56.749202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:56.749331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:56.749373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:56.876095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:56.876250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:56.876292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:56.876322] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:56.879680] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: DOWN (p=0.24%)
[2025-12-24T20:24:56.879946] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-12-24T20:24:56.880065] [INFO ] [sig       ] INVH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:57.020605] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/INVH.txt
[2025-12-24T20:24:57.020736] [INFO ] [sig       ] [1701/3551] Completed INVH in 0.4s | 2.87 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-24T20:24:57.020776] [INFO ] [sig       ] [1702/3551] Forecasting IONS...
[2025-12-24T20:24:57.020804] [INFO ] [sig       ] Generating forecast for: IONS
[2025-12-24T20:24:57.020834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2025-12-24T20:24:57.032339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2025-12-24T20:24:57.032656] [INFO ] [FORECASTER] Starting predict_future for IONS
[2025-12-24T20:24:57.033395] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2025-12-24T20:24:57.033446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:57.033478] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:57.033505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:57.033560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:57.088939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:57.089564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:57.089660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:57.089692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:57.212043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:57.212193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:57.212232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:57.212262] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:57.215650] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2025-12-24T20:24:57.215925] [INFO ] [FORECASTER] Completed predict_future for IONS
[2025-12-24T20:24:57.216049] [INFO ] [sig       ] IONS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:57.425956] [INFO ] [LOCAL     ] Saved forecast: IONS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IONS.txt
[2025-12-24T20:24:57.426115] [INFO ] [sig       ] [1702/3551] Completed IONS in 0.4s | 2.87 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-24T20:24:57.426157] [INFO ] [sig       ] [1703/3551] Forecasting IOSP...
[2025-12-24T20:24:57.426187] [INFO ] [sig       ] Generating forecast for: IOSP
[2025-12-24T20:24:57.426217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2025-12-24T20:24:57.437958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2025-12-24T20:24:57.438240] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2025-12-24T20:24:57.439025] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2025-12-24T20:24:57.439079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:57.439112] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:57.439141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:57.439199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:57.496040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:57.496662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:57.496740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:57.496772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:57.615046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:57.615189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:57.615227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:57.615256] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:57.618918] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: UP (p=50.56%)
[2025-12-24T20:24:57.619181] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2025-12-24T20:24:57.619329] [INFO ] [sig       ] IOSP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:57.760663] [INFO ] [LOCAL     ] Saved forecast: IOSP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IOSP.txt
[2025-12-24T20:24:57.760785] [INFO ] [sig       ] [1703/3551] Completed IOSP in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-24T20:24:57.760823] [INFO ] [sig       ] [1704/3551] Forecasting IOVA...
[2025-12-24T20:24:57.760853] [INFO ] [sig       ] Generating forecast for: IOVA
[2025-12-24T20:24:57.760883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2025-12-24T20:24:57.773214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2025-12-24T20:24:57.773499] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2025-12-24T20:24:57.774264] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2025-12-24T20:24:57.774316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:57.774348] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:57.774374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:57.774430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:57.834961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:57.835951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:57.836056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:57.836109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:57.957832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:57.957981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:57.958021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:57.958049] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:57.961952] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: UP (p=60.84%)
[2025-12-24T20:24:57.962214] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2025-12-24T20:24:57.962339] [INFO ] [sig       ] IOVA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:58.103387] [INFO ] [LOCAL     ] Saved forecast: IOVA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IOVA.txt
[2025-12-24T20:24:58.103555] [INFO ] [sig       ] [1704/3551] Completed IOVA in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-24T20:24:58.103627] [INFO ] [sig       ] [1705/3551] Forecasting IPGP...
[2025-12-24T20:24:58.103659] [INFO ] [sig       ] Generating forecast for: IPGP
[2025-12-24T20:24:58.103689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2025-12-24T20:24:58.115065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2025-12-24T20:24:58.115355] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2025-12-24T20:24:58.116295] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2025-12-24T20:24:58.116348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:58.116380] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:58.116408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:58.116466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:58.174299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:58.175170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:58.175247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:58.175280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:58.299656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:58.299834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:58.299882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:58.299914] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:58.303369] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2025-12-24T20:24:58.303663] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2025-12-24T20:24:58.303789] [INFO ] [sig       ] IPGP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:58.447492] [INFO ] [LOCAL     ] Saved forecast: IPGP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IPGP.txt
[2025-12-24T20:24:58.447665] [INFO ] [sig       ] [1705/3551] Completed IPGP in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-24T20:24:58.447707] [INFO ] [sig       ] [1706/3551] Forecasting IPI...
[2025-12-24T20:24:58.447737] [INFO ] [sig       ] Generating forecast for: IPI
[2025-12-24T20:24:58.447767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-12-24T20:24:58.459935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2025-12-24T20:24:58.460225] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-12-24T20:24:58.461000] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-12-24T20:24:58.461051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:58.461082] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:58.461110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:58.461166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:58.517546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:58.518273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:58.518379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:58.518412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:58.638774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:58.638942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:58.638985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:58.639015] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:58.642403] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: UP (p=65.92%)
[2025-12-24T20:24:58.642846] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-12-24T20:24:58.642970] [INFO ] [sig       ] IPI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:58.787860] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IPI.txt
[2025-12-24T20:24:58.787986] [INFO ] [sig       ] [1706/3551] Completed IPI in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-24T20:24:58.788025] [INFO ] [sig       ] [1707/3551] Forecasting IQ...
[2025-12-24T20:24:58.788055] [INFO ] [sig       ] Generating forecast for: IQ
[2025-12-24T20:24:58.788083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2025-12-24T20:24:58.800444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2025-12-24T20:24:58.800771] [INFO ] [FORECASTER] Starting predict_future for IQ
[2025-12-24T20:24:58.801517] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2025-12-24T20:24:58.801586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:58.801620] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:58.801647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:58.801703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:58.859740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:58.860539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:58.860639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:58.860674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:58.985341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:58.985495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:58.985536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:58.985567] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:58.988991] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: UP (p=67.67%)
[2025-12-24T20:24:58.989276] [INFO ] [FORECASTER] Completed predict_future for IQ
[2025-12-24T20:24:58.989424] [INFO ] [sig       ] IQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:59.135496] [INFO ] [LOCAL     ] Saved forecast: IQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IQ.txt
[2025-12-24T20:24:59.135638] [INFO ] [sig       ] [1707/3551] Completed IQ in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-24T20:24:59.135680] [INFO ] [sig       ] [1708/3551] Forecasting IQI...
[2025-12-24T20:24:59.135710] [INFO ] [sig       ] Generating forecast for: IQI
[2025-12-24T20:24:59.135740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-12-24T20:24:59.151153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2025-12-24T20:24:59.151684] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-12-24T20:24:59.152493] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-12-24T20:24:59.152546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:59.152602] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:59.152633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:59.152691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:59.210849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:59.211823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:59.211920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:59.211952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:59.329149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:59.329323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:59.329367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:59.329396] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:59.332746] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: UP (p=73.99%)
[2025-12-24T20:24:59.333013] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-12-24T20:24:59.333135] [INFO ] [sig       ] IQI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:24:59.473488] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IQI.txt
[2025-12-24T20:24:59.473867] [INFO ] [sig       ] [1708/3551] Completed IQI in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-24T20:24:59.473910] [INFO ] [sig       ] [1709/3551] Forecasting IQQQ...
[2025-12-24T20:24:59.473939] [INFO ] [sig       ] Generating forecast for: IQQQ
[2025-12-24T20:24:59.473968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2025-12-24T20:24:59.487169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2025-12-24T20:24:59.487536] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2025-12-24T20:24:59.488298] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2025-12-24T20:24:59.488350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:59.488381] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:59.488408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:59.488464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:59.545392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:59.546101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:59.546182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:59.546216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:24:59.665377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:24:59.665533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:24:59.665589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:24:59.665624] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:24:59.669174] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: DOWN (p=41.98%)
[2025-12-24T20:24:59.669666] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2025-12-24T20:24:59.669791] [INFO ] [sig       ] IQQQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:24:59.813801] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IQQQ.txt
[2025-12-24T20:24:59.813961] [INFO ] [sig       ] [1709/3551] Completed IQQQ in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-24T20:24:59.814003] [INFO ] [sig       ] [1710/3551] Forecasting IRDM...
[2025-12-24T20:24:59.814033] [INFO ] [sig       ] Generating forecast for: IRDM
[2025-12-24T20:24:59.814063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2025-12-24T20:24:59.826042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2025-12-24T20:24:59.826387] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2025-12-24T20:24:59.827177] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2025-12-24T20:24:59.827230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:24:59.827275] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:24:59.827305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:24:59.827363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:24:59.883908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:24:59.884550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:24:59.884647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:24:59.884682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:00.010378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:00.010774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:00.010819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:00.010848] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:00.014856] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: UP (p=84.63%)
[2025-12-24T20:25:00.015235] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2025-12-24T20:25:00.015415] [INFO ] [sig       ] IRDM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:00.171228] [INFO ] [LOCAL     ] Saved forecast: IRDM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IRDM.txt
[2025-12-24T20:25:00.171373] [INFO ] [sig       ] [1710/3551] Completed IRDM in 0.4s | 2.87 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-24T20:25:00.171414] [INFO ] [sig       ] [1711/3551] Forecasting IREN...
[2025-12-24T20:25:00.171444] [INFO ] [sig       ] Generating forecast for: IREN
[2025-12-24T20:25:00.171474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2025-12-24T20:25:00.183949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2025-12-24T20:25:00.184352] [INFO ] [FORECASTER] Starting predict_future for IREN
[2025-12-24T20:25:00.185179] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2025-12-24T20:25:00.185232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:00.185264] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:00.185291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:00.185347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:00.250107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:00.251144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:00.251242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:00.251290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:00.382141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:00.382261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:00.382303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:00.382332] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:00.386095] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: DOWN (p=36.53%)
[2025-12-24T20:25:00.386385] [INFO ] [FORECASTER] Completed predict_future for IREN
[2025-12-24T20:25:00.386683] [INFO ] [sig       ] IREN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:00.534874] [INFO ] [LOCAL     ] Saved forecast: IREN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IREN.txt
[2025-12-24T20:25:00.535048] [INFO ] [sig       ] [1711/3551] Completed IREN in 0.4s | 2.87 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-24T20:25:00.535090] [INFO ] [sig       ] [1712/3551] Forecasting IRM...
[2025-12-24T20:25:00.535120] [INFO ] [sig       ] Generating forecast for: IRM
[2025-12-24T20:25:00.535150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-12-24T20:25:00.547420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2025-12-24T20:25:00.547842] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-12-24T20:25:00.548651] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-12-24T20:25:00.548704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:00.548737] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:00.548764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:00.548821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:00.605471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:00.606335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:00.606421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:00.606454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:00.735599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:00.735763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:00.735807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:00.735838] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:00.739340] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: DOWN (p=1.16%)
[2025-12-24T20:25:00.739663] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-12-24T20:25:00.739797] [INFO ] [sig       ] IRM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:00.884964] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IRM.txt
[2025-12-24T20:25:00.885123] [INFO ] [sig       ] [1712/3551] Completed IRM in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-24T20:25:00.885164] [INFO ] [sig       ] [1713/3551] Forecasting IRMD...
[2025-12-24T20:25:00.885195] [INFO ] [sig       ] Generating forecast for: IRMD
[2025-12-24T20:25:00.885227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2025-12-24T20:25:00.898050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2025-12-24T20:25:00.898446] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2025-12-24T20:25:00.899236] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2025-12-24T20:25:00.899314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:00.899376] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:00.899406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:00.899464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:00.961527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:00.962492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:00.962618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:00.962656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:01.084273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:01.084445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:01.084496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:01.084532] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:01.089071] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: DOWN (p=4.86%)
[2025-12-24T20:25:01.089530] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2025-12-24T20:25:01.089737] [INFO ] [sig       ] IRMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:01.232664] [INFO ] [LOCAL     ] Saved forecast: IRMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IRMD.txt
[2025-12-24T20:25:01.232821] [INFO ] [sig       ] [1713/3551] Completed IRMD in 0.3s | 2.87 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-24T20:25:01.232869] [INFO ] [sig       ] [1714/3551] Forecasting IRON...
[2025-12-24T20:25:01.232903] [INFO ] [sig       ] Generating forecast for: IRON
[2025-12-24T20:25:01.232933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2025-12-24T20:25:01.244832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2025-12-24T20:25:01.245266] [INFO ] [FORECASTER] Starting predict_future for IRON
[2025-12-24T20:25:01.246076] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2025-12-24T20:25:01.246129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:01.246160] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:01.246188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:01.246244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:01.305978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:01.306769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:01.306854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:01.306889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:01.427968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:01.428128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:01.428176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:01.428221] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:01.431879] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: DOWN (p=0.87%)
[2025-12-24T20:25:01.432173] [INFO ] [FORECASTER] Completed predict_future for IRON
[2025-12-24T20:25:01.432304] [INFO ] [sig       ] IRON: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:01.589474] [INFO ] [LOCAL     ] Saved forecast: IRON	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IRON.txt
[2025-12-24T20:25:01.589726] [INFO ] [sig       ] [1714/3551] Completed IRON in 0.4s | 2.87 sym/s | Total: 9.9m | ETA: 10.7m
[2025-12-24T20:25:01.589793] [INFO ] [sig       ] [1715/3551] Forecasting IRTC...
[2025-12-24T20:25:01.589843] [INFO ] [sig       ] Generating forecast for: IRTC
[2025-12-24T20:25:01.589892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2025-12-24T20:25:01.606995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2025-12-24T20:25:01.607520] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2025-12-24T20:25:01.608743] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2025-12-24T20:25:01.608818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:01.608863] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:01.608903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:01.608996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:01.693921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:01.695111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:01.695260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:01.695304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:01.856329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:01.856505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:01.856560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:01.856614] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:01.860809] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: DOWN (p=0.91%)
[2025-12-24T20:25:01.861242] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2025-12-24T20:25:01.861419] [INFO ] [sig       ] IRTC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:02.018466] [INFO ] [LOCAL     ] Saved forecast: IRTC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IRTC.txt
[2025-12-24T20:25:02.018665] [INFO ] [sig       ] [1715/3551] Completed IRTC in 0.4s | 2.87 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-24T20:25:02.018715] [INFO ] [sig       ] [1716/3551] Forecasting IRWD...
[2025-12-24T20:25:02.018746] [INFO ] [sig       ] Generating forecast for: IRWD
[2025-12-24T20:25:02.018777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2025-12-24T20:25:02.032150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2025-12-24T20:25:02.032552] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2025-12-24T20:25:02.033369] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2025-12-24T20:25:02.033423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:02.033456] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:02.033488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:02.033568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:02.094387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:02.095393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:02.095488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:02.095524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:02.244265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:02.244437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:02.244494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:02.244563] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:02.248711] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: DOWN (p=5.36%)
[2025-12-24T20:25:02.249036] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2025-12-24T20:25:02.249169] [INFO ] [sig       ] IRWD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:02.401724] [INFO ] [LOCAL     ] Saved forecast: IRWD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IRWD.txt
[2025-12-24T20:25:02.401897] [INFO ] [sig       ] [1716/3551] Completed IRWD in 0.4s | 2.87 sym/s | Total: 10.0m | ETA: 10.7m
[2025-12-24T20:25:02.401941] [INFO ] [sig       ] [1717/3551] Forecasting ISD...
[2025-12-24T20:25:02.401971] [INFO ] [sig       ] Generating forecast for: ISD
[2025-12-24T20:25:02.402003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-12-24T20:25:02.413879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2025-12-24T20:25:02.414261] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-12-24T20:25:02.415109] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-12-24T20:25:02.415165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:02.415197] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:02.415224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:02.415280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:02.478302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:02.479332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:02.479456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:02.479496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:02.606896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:02.607076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:02.607152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:02.607185] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:02.610951] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: UP (p=59.35%)
[2025-12-24T20:25:02.611234] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-12-24T20:25:02.611361] [INFO ] [sig       ] ISD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:02.766646] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ISD.txt
[2025-12-24T20:25:02.766795] [INFO ] [sig       ] [1717/3551] Completed ISD in 0.4s | 2.87 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-24T20:25:02.766838] [INFO ] [sig       ] [1718/3551] Forecasting ISRG...
[2025-12-24T20:25:02.766869] [INFO ] [sig       ] Generating forecast for: ISRG
[2025-12-24T20:25:02.766911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2025-12-24T20:25:02.779768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2025-12-24T20:25:02.780174] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2025-12-24T20:25:02.781020] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2025-12-24T20:25:02.781076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:02.781108] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:02.781135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:02.781202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:02.838591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:02.839362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:02.839451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:02.839483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:02.956861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:02.957016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:02.957058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:02.957089] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:02.960540] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: UP (p=65.79%)
[2025-12-24T20:25:02.960836] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2025-12-24T20:25:02.960959] [INFO ] [sig       ] ISRG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:03.109237] [INFO ] [LOCAL     ] Saved forecast: ISRG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ISRG.txt
[2025-12-24T20:25:03.109414] [INFO ] [sig       ] [1718/3551] Completed ISRG in 0.3s | 2.87 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-24T20:25:03.109457] [INFO ] [sig       ] [1719/3551] Forecasting ISSC...
[2025-12-24T20:25:03.109489] [INFO ] [sig       ] Generating forecast for: ISSC
[2025-12-24T20:25:03.109522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2025-12-24T20:25:03.121749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2025-12-24T20:25:03.122136] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2025-12-24T20:25:03.123005] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2025-12-24T20:25:03.123062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:03.123096] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:03.123125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:03.123182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:03.184834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:03.185737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:03.185826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:03.185860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:03.312459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:03.312630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:03.312673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:03.312701] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:03.316389] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: UP (p=96.65%)
[2025-12-24T20:25:03.316691] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2025-12-24T20:25:03.316821] [INFO ] [sig       ] ISSC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:03.469418] [INFO ] [LOCAL     ] Saved forecast: ISSC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ISSC.txt
[2025-12-24T20:25:03.469571] [INFO ] [sig       ] [1719/3551] Completed ISSC in 0.4s | 2.87 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-24T20:25:03.469630] [INFO ] [sig       ] [1720/3551] Forecasting ISTB...
[2025-12-24T20:25:03.469662] [INFO ] [sig       ] Generating forecast for: ISTB
[2025-12-24T20:25:03.469692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2025-12-24T20:25:03.481934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISTB'.
[2025-12-24T20:25:03.482287] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2025-12-24T20:25:03.483095] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2025-12-24T20:25:03.483150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:03.483181] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:03.483208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:03.483265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:03.549158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:03.550273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:03.550390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:03.550433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:03.687211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:03.687398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:03.687465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:03.687518] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:03.692778] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: DOWN (p=11.07%)
[2025-12-24T20:25:03.693292] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2025-12-24T20:25:03.693514] [INFO ] [sig       ] ISTB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:03.851700] [INFO ] [LOCAL     ] Saved forecast: ISTB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ISTB.txt
[2025-12-24T20:25:03.851840] [INFO ] [sig       ] [1720/3551] Completed ISTB in 0.4s | 2.87 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-24T20:25:03.851881] [INFO ] [sig       ] [1721/3551] Forecasting ITIC...
[2025-12-24T20:25:03.851910] [INFO ] [sig       ] Generating forecast for: ITIC
[2025-12-24T20:25:03.851939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2025-12-24T20:25:03.863503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2025-12-24T20:25:03.863883] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2025-12-24T20:25:03.864844] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2025-12-24T20:25:03.864896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:03.864941] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:03.864969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:03.865025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:03.923964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:03.924958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:03.925038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:03.925070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:04.031424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:04.031782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:04.031821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:04.031850] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:04.035116] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: UP (p=86.00%)
[2025-12-24T20:25:04.035375] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2025-12-24T20:25:04.035494] [INFO ] [sig       ] ITIC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:04.179786] [INFO ] [LOCAL     ] Saved forecast: ITIC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ITIC.txt
[2025-12-24T20:25:04.179941] [INFO ] [sig       ] [1721/3551] Completed ITIC in 0.3s | 2.87 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-24T20:25:04.179980] [INFO ] [sig       ] [1722/3551] Forecasting ITRI...
[2025-12-24T20:25:04.180012] [INFO ] [sig       ] Generating forecast for: ITRI
[2025-12-24T20:25:04.180042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2025-12-24T20:25:04.192678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2025-12-24T20:25:04.193049] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2025-12-24T20:25:04.193840] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2025-12-24T20:25:04.193893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:04.193925] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:04.193951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:04.194008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:04.256911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:04.257823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:04.257924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:04.257968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:04.382401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:04.382553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:04.382611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:04.382641] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:04.385960] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: DOWN (p=14.73%)
[2025-12-24T20:25:04.386222] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2025-12-24T20:25:04.386342] [INFO ] [sig       ] ITRI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:04.529498] [INFO ] [LOCAL     ] Saved forecast: ITRI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ITRI.txt
[2025-12-24T20:25:04.529671] [INFO ] [sig       ] [1722/3551] Completed ITRI in 0.3s | 2.87 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-24T20:25:04.529713] [INFO ] [sig       ] [1723/3551] Forecasting ITRN...
[2025-12-24T20:25:04.529744] [INFO ] [sig       ] Generating forecast for: ITRN
[2025-12-24T20:25:04.529774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2025-12-24T20:25:04.541974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2025-12-24T20:25:04.542353] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2025-12-24T20:25:04.543129] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2025-12-24T20:25:04.543182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:04.543213] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:04.543240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:04.543295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:04.601501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:04.602348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:04.602484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:04.602519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:04.723784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:04.723942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:04.723981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:04.724010] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:04.727486] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: DOWN (p=5.92%)
[2025-12-24T20:25:04.727828] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2025-12-24T20:25:04.727965] [INFO ] [sig       ] ITRN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:04.869565] [INFO ] [LOCAL     ] Saved forecast: ITRN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ITRN.txt
[2025-12-24T20:25:04.869712] [INFO ] [sig       ] [1723/3551] Completed ITRN in 0.3s | 2.87 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-24T20:25:04.869751] [INFO ] [sig       ] [1724/3551] Forecasting ITUB...
[2025-12-24T20:25:04.869781] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-12-24T20:25:04.869811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-12-24T20:25:04.881068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2025-12-24T20:25:04.881434] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-12-24T20:25:04.882196] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-12-24T20:25:04.882248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:04.882279] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:04.882306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:04.882362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:04.939541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:04.940387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:04.940471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:04.940504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:05.073295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:05.073471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:05.073522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:05.073560] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:05.077057] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: DOWN (p=47.75%)
[2025-12-24T20:25:05.077332] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-12-24T20:25:05.077458] [INFO ] [sig       ] ITUB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:05.224716] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ITUB.txt
[2025-12-24T20:25:05.224860] [INFO ] [sig       ] [1724/3551] Completed ITUB in 0.4s | 2.87 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-24T20:25:05.224901] [INFO ] [sig       ] [1725/3551] Forecasting IUS...
[2025-12-24T20:25:05.224937] [INFO ] [sig       ] Generating forecast for: IUS
[2025-12-24T20:25:05.224968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2025-12-24T20:25:05.236598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2025-12-24T20:25:05.236975] [INFO ] [FORECASTER] Starting predict_future for IUS
[2025-12-24T20:25:05.237750] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2025-12-24T20:25:05.237802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:05.237833] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:05.237860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:05.237917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:05.297126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:05.298018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:05.298140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:05.298175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:05.423156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:05.423311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:05.423349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:05.423378] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:05.426904] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: UP (p=86.69%)
[2025-12-24T20:25:05.427174] [INFO ] [FORECASTER] Completed predict_future for IUS
[2025-12-24T20:25:05.427298] [INFO ] [sig       ] IUS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:05.572265] [INFO ] [LOCAL     ] Saved forecast: IUS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IUS.txt
[2025-12-24T20:25:05.572415] [INFO ] [sig       ] [1725/3551] Completed IUS in 0.3s | 2.87 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-24T20:25:05.572453] [INFO ] [sig       ] [1726/3551] Forecasting IUSB...
[2025-12-24T20:25:05.572483] [INFO ] [sig       ] Generating forecast for: IUSB
[2025-12-24T20:25:05.572513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2025-12-24T20:25:05.584066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2025-12-24T20:25:05.584349] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2025-12-24T20:25:05.585315] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2025-12-24T20:25:05.585366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:05.585398] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:05.585428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:05.585482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:05.642661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:05.643496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:05.643601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:05.643636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:05.767066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:05.767245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:05.767285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:05.767315] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:05.771420] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: UP (p=69.08%)
[2025-12-24T20:25:05.771967] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2025-12-24T20:25:05.772106] [INFO ] [sig       ] IUSB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:05.919956] [INFO ] [LOCAL     ] Saved forecast: IUSB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IUSB.txt
[2025-12-24T20:25:05.920137] [INFO ] [sig       ] [1726/3551] Completed IUSB in 0.3s | 2.87 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-24T20:25:05.920195] [INFO ] [sig       ] [1727/3551] Forecasting IUSG...
[2025-12-24T20:25:05.920237] [INFO ] [sig       ] Generating forecast for: IUSG
[2025-12-24T20:25:05.920278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2025-12-24T20:25:05.932319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2025-12-24T20:25:05.932566] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2025-12-24T20:25:05.933319] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2025-12-24T20:25:05.933370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:05.933402] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:05.933429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:05.933485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:05.993712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:05.994609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:05.994696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:05.994730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:06.133898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:06.134065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:06.134112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:06.134147] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:06.138852] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: UP (p=56.31%)
[2025-12-24T20:25:06.139173] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2025-12-24T20:25:06.139387] [INFO ] [sig       ] IUSG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:06.281307] [INFO ] [LOCAL     ] Saved forecast: IUSG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IUSG.txt
[2025-12-24T20:25:06.281419] [INFO ] [sig       ] [1727/3551] Completed IUSG in 0.4s | 2.87 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-24T20:25:06.281457] [INFO ] [sig       ] [1728/3551] Forecasting IVAL...
[2025-12-24T20:25:06.281487] [INFO ] [sig       ] Generating forecast for: IVAL
[2025-12-24T20:25:06.281517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2025-12-24T20:25:06.294054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2025-12-24T20:25:06.294324] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2025-12-24T20:25:06.295077] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2025-12-24T20:25:06.295129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:06.295160] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:06.295187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:06.295243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:06.353416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:06.354032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:06.354111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:06.354142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:06.463325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:06.463430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:06.463467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:06.463513] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:06.466633] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2025-12-24T20:25:06.466898] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2025-12-24T20:25:06.467016] [INFO ] [sig       ] IVAL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:06.608365] [INFO ] [LOCAL     ] Saved forecast: IVAL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IVAL.txt
[2025-12-24T20:25:06.608479] [INFO ] [sig       ] [1728/3551] Completed IVAL in 0.3s | 2.87 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-24T20:25:06.608518] [INFO ] [sig       ] [1729/3551] Forecasting IVZ...
[2025-12-24T20:25:06.608547] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-12-24T20:25:06.608594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-12-24T20:25:06.619788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2025-12-24T20:25:06.620053] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-12-24T20:25:06.620826] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-12-24T20:25:06.620880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:06.620912] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:06.620939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:06.620996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:06.676713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:06.677344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:06.677421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:06.677453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:06.799176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:06.799386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:06.799449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:06.799499] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:06.804892] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: UP (p=94.46%)
[2025-12-24T20:25:06.805374] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-12-24T20:25:06.805596] [INFO ] [sig       ] IVZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:06.988245] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/IVZ.txt
[2025-12-24T20:25:06.988429] [INFO ] [sig       ] [1729/3551] Completed IVZ in 0.4s | 2.87 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-24T20:25:06.988488] [INFO ] [sig       ] [1730/3551] Forecasting IX...
[2025-12-24T20:25:06.988531] [INFO ] [sig       ] Generating forecast for: IX
[2025-12-24T20:25:06.988563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-12-24T20:25:07.002017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2025-12-24T20:25:07.002517] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-12-24T20:25:07.003559] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-12-24T20:25:07.003649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:07.003758] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:07.003806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:07.003889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:07.066420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:07.067449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:07.067545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:07.067620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:07.241251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:07.241439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:07.241499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:07.241532] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:07.245479] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: DOWN (p=43.57%)
[2025-12-24T20:25:07.245911] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-12-24T20:25:07.246083] [INFO ] [sig       ] IX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:07.440505] [INFO ] [LOCAL     ] Saved forecast: IX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IX.txt
[2025-12-24T20:25:07.440768] [INFO ] [sig       ] [1730/3551] Completed IX in 0.5s | 2.87 sym/s | Total: 10.0m | ETA: 10.6m
[2025-12-24T20:25:07.440835] [INFO ] [sig       ] [1731/3551] Forecasting IXUS...
[2025-12-24T20:25:07.440882] [INFO ] [sig       ] Generating forecast for: IXUS
[2025-12-24T20:25:07.440926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2025-12-24T20:25:07.455277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2025-12-24T20:25:07.455749] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2025-12-24T20:25:07.456685] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2025-12-24T20:25:07.456750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:07.456790] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:07.456827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:07.456902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:07.535738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:07.536973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:07.537122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:07.537180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:07.676992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:07.677157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:07.677199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:07.677228] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:07.680784] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-12-24T20:25:07.681087] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2025-12-24T20:25:07.681221] [INFO ] [sig       ] IXUS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:07.828051] [INFO ] [LOCAL     ] Saved forecast: IXUS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IXUS.txt
[2025-12-24T20:25:07.828215] [INFO ] [sig       ] [1731/3551] Completed IXUS in 0.4s | 2.87 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-24T20:25:07.828258] [INFO ] [sig       ] [1732/3551] Forecasting IZEA...
[2025-12-24T20:25:07.828288] [INFO ] [sig       ] Generating forecast for: IZEA
[2025-12-24T20:25:07.828319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2025-12-24T20:25:07.844809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2025-12-24T20:25:07.845244] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2025-12-24T20:25:07.846125] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2025-12-24T20:25:07.846182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:07.846217] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:07.846260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:07.846320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:07.905536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:07.906738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:07.906850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:07.906904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:08.028862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:08.029028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:08.029070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:08.029100] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:08.032806] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: DOWN (p=39.26%)
[2025-12-24T20:25:08.033121] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2025-12-24T20:25:08.033279] [INFO ] [sig       ] IZEA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:08.173687] [INFO ] [LOCAL     ] Saved forecast: IZEA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/IZEA.txt
[2025-12-24T20:25:08.173840] [INFO ] [sig       ] [1732/3551] Completed IZEA in 0.3s | 2.87 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-24T20:25:08.173881] [INFO ] [sig       ] [1733/3551] Forecasting J...
[2025-12-24T20:25:08.173911] [INFO ] [sig       ] Generating forecast for: J
[2025-12-24T20:25:08.173942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-12-24T20:25:08.185955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2025-12-24T20:25:08.186359] [INFO ] [FORECASTER] Starting predict_future for J
[2025-12-24T20:25:08.187248] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-12-24T20:25:08.187302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:08.187335] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:08.187364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:08.187422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:08.246347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:08.247260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:08.247351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:08.247385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:08.370311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:08.370467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:08.370508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:08.370601] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:08.374103] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: UP (p=81.45%)
[2025-12-24T20:25:08.374410] [INFO ] [FORECASTER] Completed predict_future for J
[2025-12-24T20:25:08.374547] [INFO ] [sig       ] J: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:08.521315] [INFO ] [LOCAL     ] Saved forecast: J	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/J.txt
[2025-12-24T20:25:08.521468] [INFO ] [sig       ] [1733/3551] Completed J in 0.3s | 2.87 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-24T20:25:08.521510] [INFO ] [sig       ] [1734/3551] Forecasting JACK...
[2025-12-24T20:25:08.521540] [INFO ] [sig       ] Generating forecast for: JACK
[2025-12-24T20:25:08.521589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2025-12-24T20:25:08.533726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2025-12-24T20:25:08.534272] [INFO ] [FORECASTER] Starting predict_future for JACK
[2025-12-24T20:25:08.535301] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2025-12-24T20:25:08.535361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:08.535396] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:08.535423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:08.535479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:08.594791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:08.595673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:08.595763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:08.595987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:08.721870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:08.722015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:08.722058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:08.722087] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:08.725714] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: UP (p=55.56%)
[2025-12-24T20:25:08.725997] [INFO ] [FORECASTER] Completed predict_future for JACK
[2025-12-24T20:25:08.726125] [INFO ] [sig       ] JACK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:08.868945] [INFO ] [LOCAL     ] Saved forecast: JACK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JACK.txt
[2025-12-24T20:25:08.869086] [INFO ] [sig       ] [1734/3551] Completed JACK in 0.3s | 2.87 sym/s | Total: 10.1m | ETA: 10.6m
[2025-12-24T20:25:08.869126] [INFO ] [sig       ] [1735/3551] Forecasting JAGX...
[2025-12-24T20:25:08.869155] [INFO ] [sig       ] Generating forecast for: JAGX
[2025-12-24T20:25:08.869185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'.
[2025-12-24T20:25:08.881191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAGX'.
[2025-12-24T20:25:08.881527] [INFO ] [FORECASTER] Starting predict_future for JAGX
[2025-12-24T20:25:08.882303] [DEBUG] [LOCAL     ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt
[2025-12-24T20:25:08.882355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:08.882386] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:08.882413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:08.882469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:08.939501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:08.940480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:08.940568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:08.940619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:09.057800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:09.057950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:09.057990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:09.058020] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:09.061659] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: DOWN (p=17.68%)
[2025-12-24T20:25:09.061923] [INFO ] [FORECASTER] Completed predict_future for JAGX
[2025-12-24T20:25:09.062042] [INFO ] [sig       ] JAGX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:09.205981] [INFO ] [LOCAL     ] Saved forecast: JAGX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JAGX.txt
[2025-12-24T20:25:09.206314] [INFO ] [sig       ] [1735/3551] Completed JAGX in 0.3s | 2.87 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-24T20:25:09.206353] [INFO ] [sig       ] [1736/3551] Forecasting JAKK...
[2025-12-24T20:25:09.206382] [INFO ] [sig       ] Generating forecast for: JAKK
[2025-12-24T20:25:09.206437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2025-12-24T20:25:09.218144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2025-12-24T20:25:09.218466] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2025-12-24T20:25:09.219442] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2025-12-24T20:25:09.219495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:09.219526] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:09.219553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:09.219625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:09.276995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:09.277795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:09.277877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:09.277909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:09.404129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:09.404283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:09.404322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:09.404350] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:09.408228] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: DOWN (p=25.36%)
[2025-12-24T20:25:09.408496] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2025-12-24T20:25:09.408634] [INFO ] [sig       ] JAKK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:09.549470] [INFO ] [LOCAL     ] Saved forecast: JAKK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JAKK.txt
[2025-12-24T20:25:09.549633] [INFO ] [sig       ] [1736/3551] Completed JAKK in 0.3s | 2.87 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-24T20:25:09.549677] [INFO ] [sig       ] [1737/3551] Forecasting JAMF...
[2025-12-24T20:25:09.549707] [INFO ] [sig       ] Generating forecast for: JAMF
[2025-12-24T20:25:09.549737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'.
[2025-12-24T20:25:09.565347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAMF'.
[2025-12-24T20:25:09.565735] [INFO ] [FORECASTER] Starting predict_future for JAMF
[2025-12-24T20:25:09.566667] [DEBUG] [LOCAL     ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt
[2025-12-24T20:25:09.566729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:09.566771] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:09.566805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:09.566884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:09.634617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:09.635428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:09.635511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:09.635545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:09.755098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:09.755261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:09.755303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:09.755331] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:09.758908] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: DOWN (p=15.48%)
[2025-12-24T20:25:09.759234] [INFO ] [FORECASTER] Completed predict_future for JAMF
[2025-12-24T20:25:09.759399] [INFO ] [sig       ] JAMF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:09.902921] [INFO ] [LOCAL     ] Saved forecast: JAMF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JAMF.txt
[2025-12-24T20:25:09.903076] [INFO ] [sig       ] [1737/3551] Completed JAMF in 0.4s | 2.87 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-24T20:25:09.903119] [INFO ] [sig       ] [1738/3551] Forecasting JANX...
[2025-12-24T20:25:09.903148] [INFO ] [sig       ] Generating forecast for: JANX
[2025-12-24T20:25:09.903177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2025-12-24T20:25:09.914702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2025-12-24T20:25:09.914988] [INFO ] [FORECASTER] Starting predict_future for JANX
[2025-12-24T20:25:09.915769] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2025-12-24T20:25:09.915822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:09.915854] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:09.915882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:09.915940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:09.973569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:09.974418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:09.974508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:09.974541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:10.095904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:10.096059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:10.096098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:10.096126] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:10.099472] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: DOWN (p=24.81%)
[2025-12-24T20:25:10.099763] [INFO ] [FORECASTER] Completed predict_future for JANX
[2025-12-24T20:25:10.099885] [INFO ] [sig       ] JANX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:10.243331] [INFO ] [LOCAL     ] Saved forecast: JANX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JANX.txt
[2025-12-24T20:25:10.243468] [INFO ] [sig       ] [1738/3551] Completed JANX in 0.3s | 2.87 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-24T20:25:10.243507] [INFO ] [sig       ] [1739/3551] Forecasting JAZZ...
[2025-12-24T20:25:10.243536] [INFO ] [sig       ] Generating forecast for: JAZZ
[2025-12-24T20:25:10.243567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2025-12-24T20:25:10.255618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2025-12-24T20:25:10.255958] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2025-12-24T20:25:10.256780] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2025-12-24T20:25:10.256832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:10.256869] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:10.256904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:10.256974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:10.316095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:10.317075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:10.317159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:10.317193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:10.445204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:10.445383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:10.445430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:10.445462] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:10.449150] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: DOWN (p=19.56%)
[2025-12-24T20:25:10.449462] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2025-12-24T20:25:10.449606] [INFO ] [sig       ] JAZZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:10.596650] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JAZZ.txt
[2025-12-24T20:25:10.596794] [INFO ] [sig       ] [1739/3551] Completed JAZZ in 0.4s | 2.87 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-24T20:25:10.596835] [INFO ] [sig       ] [1740/3551] Forecasting JBGS...
[2025-12-24T20:25:10.596864] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-12-24T20:25:10.596895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-12-24T20:25:10.608693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2025-12-24T20:25:10.609046] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-12-24T20:25:10.610058] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-12-24T20:25:10.610111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:10.610142] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:10.610169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:10.610225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:10.668432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:10.669274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:10.669411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:10.669458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:10.797719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:10.797886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:10.797938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:10.797976] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:10.801774] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=46.26%)
[2025-12-24T20:25:10.802087] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-12-24T20:25:10.802218] [INFO ] [sig       ] JBGS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:10.945988] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JBGS.txt
[2025-12-24T20:25:10.946143] [INFO ] [sig       ] [1740/3551] Completed JBGS in 0.3s | 2.87 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-24T20:25:10.946182] [INFO ] [sig       ] [1741/3551] Forecasting JBI...
[2025-12-24T20:25:10.946213] [INFO ] [sig       ] Generating forecast for: JBI
[2025-12-24T20:25:10.946243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-12-24T20:25:10.957477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2025-12-24T20:25:10.957861] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-12-24T20:25:10.958651] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-12-24T20:25:10.958705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:10.958738] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:10.958767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:10.958825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:11.015143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:11.016182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:11.016264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:11.016296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:11.136006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:11.136202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:11.136243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:11.136272] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:11.139813] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: DOWN (p=14.64%)
[2025-12-24T20:25:11.140091] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-12-24T20:25:11.140216] [INFO ] [sig       ] JBI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:11.290026] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JBI.txt
[2025-12-24T20:25:11.290176] [INFO ] [sig       ] [1741/3551] Completed JBI in 0.3s | 2.87 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-24T20:25:11.290216] [INFO ] [sig       ] [1742/3551] Forecasting JBL...
[2025-12-24T20:25:11.290246] [INFO ] [sig       ] Generating forecast for: JBL
[2025-12-24T20:25:11.290277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-12-24T20:25:11.301454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2025-12-24T20:25:11.301803] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-12-24T20:25:11.302586] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-12-24T20:25:11.302637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:11.302668] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:11.302695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:11.302751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:11.365441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:11.366296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:11.366379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:11.366412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:11.485732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:11.485879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:11.485919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:11.485948] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:11.489302] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: DOWN (p=1.03%)
[2025-12-24T20:25:11.489605] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-12-24T20:25:11.489740] [INFO ] [sig       ] JBL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:11.627082] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JBL.txt
[2025-12-24T20:25:11.627206] [INFO ] [sig       ] [1742/3551] Completed JBL in 0.3s | 2.87 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-24T20:25:11.627245] [INFO ] [sig       ] [1743/3551] Forecasting JBND...
[2025-12-24T20:25:11.627275] [INFO ] [sig       ] Generating forecast for: JBND
[2025-12-24T20:25:11.627304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-12-24T20:25:11.639113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2025-12-24T20:25:11.639403] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-12-24T20:25:11.640189] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-12-24T20:25:11.640240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:11.640272] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:11.640298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:11.640353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:11.698008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:11.698618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:11.698698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:11.698729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:11.813624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:11.813733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:11.813769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:11.813797] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:11.816951] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: UP (p=74.61%)
[2025-12-24T20:25:11.817210] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-12-24T20:25:11.817330] [INFO ] [sig       ] JBND: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:11.961756] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JBND.txt
[2025-12-24T20:25:11.961912] [INFO ] [sig       ] [1743/3551] Completed JBND in 0.3s | 2.87 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-24T20:25:11.961955] [INFO ] [sig       ] [1744/3551] Forecasting JBSS...
[2025-12-24T20:25:11.961984] [INFO ] [sig       ] Generating forecast for: JBSS
[2025-12-24T20:25:11.962014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2025-12-24T20:25:11.973202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2025-12-24T20:25:11.973497] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2025-12-24T20:25:11.974268] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2025-12-24T20:25:11.974319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:11.974351] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:11.974377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:11.974433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:12.030945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:12.031773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:12.031867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:12.031906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:12.150798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:12.150916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:12.150953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:12.150982] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:12.154145] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: UP (p=99.03%)
[2025-12-24T20:25:12.154412] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2025-12-24T20:25:12.154532] [INFO ] [sig       ] JBSS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:12.310899] [INFO ] [LOCAL     ] Saved forecast: JBSS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JBSS.txt
[2025-12-24T20:25:12.311027] [INFO ] [sig       ] [1744/3551] Completed JBSS in 0.3s | 2.87 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-24T20:25:12.311067] [INFO ] [sig       ] [1745/3551] Forecasting JCE...
[2025-12-24T20:25:12.311097] [INFO ] [sig       ] Generating forecast for: JCE
[2025-12-24T20:25:12.311129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-12-24T20:25:12.324122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2025-12-24T20:25:12.324553] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-12-24T20:25:12.325392] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-12-24T20:25:12.325461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:12.325496] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:12.325523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:12.325597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:12.383533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:12.384499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:12.384620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:12.384655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:12.506897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:12.507064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:12.507105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:12.507132] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:12.511233] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=26.03%)
[2025-12-24T20:25:12.511592] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-12-24T20:25:12.511748] [INFO ] [sig       ] JCE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:12.657980] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JCE.txt
[2025-12-24T20:25:12.658170] [INFO ] [sig       ] [1745/3551] Completed JCE in 0.3s | 2.87 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-24T20:25:12.658211] [INFO ] [sig       ] [1746/3551] Forecasting JCI...
[2025-12-24T20:25:12.658240] [INFO ] [sig       ] Generating forecast for: JCI
[2025-12-24T20:25:12.658269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-12-24T20:25:12.670735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2025-12-24T20:25:12.671122] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-12-24T20:25:12.671909] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-12-24T20:25:12.671962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:12.671994] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:12.672021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:12.672077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:12.732330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:12.733235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:12.733338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:12.733372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:12.859972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:12.860135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:12.860176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:12.860206] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:12.863672] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=0.30%)
[2025-12-24T20:25:12.863981] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-12-24T20:25:12.864123] [INFO ] [sig       ] JCI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:13.014742] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JCI.txt
[2025-12-24T20:25:13.015101] [INFO ] [sig       ] [1746/3551] Completed JCI in 0.4s | 2.87 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-24T20:25:13.015141] [INFO ] [sig       ] [1747/3551] Forecasting JD...
[2025-12-24T20:25:13.015171] [INFO ] [sig       ] Generating forecast for: JD
[2025-12-24T20:25:13.015202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2025-12-24T20:25:13.027498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2025-12-24T20:25:13.027890] [INFO ] [FORECASTER] Starting predict_future for JD
[2025-12-24T20:25:13.028679] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2025-12-24T20:25:13.028729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:13.028940] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:13.028969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:13.029026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:13.088442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:13.089370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:13.089462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:13.089495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:13.209929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:13.210085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:13.210125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:13.210153] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:13.213494] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: UP (p=69.57%)
[2025-12-24T20:25:13.213789] [INFO ] [FORECASTER] Completed predict_future for JD
[2025-12-24T20:25:13.213916] [INFO ] [sig       ] JD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:13.357506] [INFO ] [LOCAL     ] Saved forecast: JD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JD.txt
[2025-12-24T20:25:13.357695] [INFO ] [sig       ] [1747/3551] Completed JD in 0.3s | 2.87 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-24T20:25:13.357741] [INFO ] [sig       ] [1748/3551] Forecasting JEF...
[2025-12-24T20:25:13.357774] [INFO ] [sig       ] Generating forecast for: JEF
[2025-12-24T20:25:13.357807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-12-24T20:25:13.370461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2025-12-24T20:25:13.370811] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-12-24T20:25:13.371696] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-12-24T20:25:13.371751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:13.371784] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:13.371812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:13.371871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:13.429879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:13.430809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:13.430899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:13.430932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:13.553527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:13.553701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:13.553937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:13.553965] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:13.557531] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: UP (p=53.81%)
[2025-12-24T20:25:13.557845] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-12-24T20:25:13.557976] [INFO ] [sig       ] JEF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:13.703943] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JEF.txt
[2025-12-24T20:25:13.704108] [INFO ] [sig       ] [1748/3551] Completed JEF in 0.3s | 2.87 sym/s | Total: 10.1m | ETA: 10.5m
[2025-12-24T20:25:13.704156] [INFO ] [sig       ] [1749/3551] Forecasting JELD...
[2025-12-24T20:25:13.704185] [INFO ] [sig       ] Generating forecast for: JELD
[2025-12-24T20:25:13.704215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-12-24T20:25:13.716215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2025-12-24T20:25:13.716593] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-12-24T20:25:13.717370] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-12-24T20:25:13.717423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:13.717457] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:13.717485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:13.717543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:13.775077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:13.775868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:13.775950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:13.775982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:13.909701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:13.909851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:13.909891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:13.909919] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:13.913731] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=18.94%)
[2025-12-24T20:25:13.914001] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-12-24T20:25:13.914124] [INFO ] [sig       ] JELD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:14.054759] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JELD.txt
[2025-12-24T20:25:14.054898] [INFO ] [sig       ] [1749/3551] Completed JELD in 0.4s | 2.87 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-24T20:25:14.054938] [INFO ] [sig       ] [1750/3551] Forecasting JEPQ...
[2025-12-24T20:25:14.054967] [INFO ] [sig       ] Generating forecast for: JEPQ
[2025-12-24T20:25:14.054999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2025-12-24T20:25:14.067423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2025-12-24T20:25:14.067746] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2025-12-24T20:25:14.068488] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2025-12-24T20:25:14.068540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:14.068590] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:14.068621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:14.068678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:14.125267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:14.126107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:14.126194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:14.126226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:14.254304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:14.254457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:14.254496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:14.254563] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:14.257898] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: UP (p=67.22%)
[2025-12-24T20:25:14.258165] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2025-12-24T20:25:14.258299] [INFO ] [sig       ] JEPQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:14.400088] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JEPQ.txt
[2025-12-24T20:25:14.400220] [INFO ] [sig       ] [1750/3551] Completed JEPQ in 0.3s | 2.87 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-24T20:25:14.400259] [INFO ] [sig       ] [1751/3551] Forecasting JFIN...
[2025-12-24T20:25:14.400287] [INFO ] [sig       ] Generating forecast for: JFIN
[2025-12-24T20:25:14.400317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2025-12-24T20:25:14.412152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2025-12-24T20:25:14.412468] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2025-12-24T20:25:14.413419] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2025-12-24T20:25:14.413470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:14.413502] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:14.413530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:14.413603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:14.469938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:14.470541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:14.470636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:14.470669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:14.593614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:14.593775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:14.593817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:14.593848] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:14.597403] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: DOWN (p=5.96%)
[2025-12-24T20:25:14.597757] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2025-12-24T20:25:14.597899] [INFO ] [sig       ] JFIN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:14.750217] [INFO ] [LOCAL     ] Saved forecast: JFIN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JFIN.txt
[2025-12-24T20:25:14.750378] [INFO ] [sig       ] [1751/3551] Completed JFIN in 0.4s | 2.87 sym/s | Total: 10.2m | ETA: 10.5m
[2025-12-24T20:25:14.750421] [INFO ] [sig       ] [1752/3551] Forecasting JGLO...
[2025-12-24T20:25:14.750451] [INFO ] [sig       ] Generating forecast for: JGLO
[2025-12-24T20:25:14.750483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2025-12-24T20:25:14.763698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2025-12-24T20:25:14.764116] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2025-12-24T20:25:14.764947] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2025-12-24T20:25:14.765004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:14.765038] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:14.765065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:14.765136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:14.826950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:14.827844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:14.827934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:14.827968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:14.950115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:14.950275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:14.950373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:14.950406] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:14.953831] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: DOWN (p=3.54%)
[2025-12-24T20:25:14.954146] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2025-12-24T20:25:14.954275] [INFO ] [sig       ] JGLO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:15.100377] [INFO ] [LOCAL     ] Saved forecast: JGLO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JGLO.txt
[2025-12-24T20:25:15.100535] [INFO ] [sig       ] [1752/3551] Completed JGLO in 0.4s | 2.87 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-24T20:25:15.100599] [INFO ] [sig       ] [1753/3551] Forecasting JHG...
[2025-12-24T20:25:15.100631] [INFO ] [sig       ] Generating forecast for: JHG
[2025-12-24T20:25:15.100662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-12-24T20:25:15.113021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2025-12-24T20:25:15.113430] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-12-24T20:25:15.114434] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-12-24T20:25:15.114489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:15.114520] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:15.114546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:15.114618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:15.177236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:15.178194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:15.178279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:15.178312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:15.301924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:15.302079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:15.302119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:15.302147] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:15.305474] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: UP (p=89.05%)
[2025-12-24T20:25:15.305767] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-12-24T20:25:15.306061] [INFO ] [sig       ] JHG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:15.445837] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JHG.txt
[2025-12-24T20:25:15.445978] [INFO ] [sig       ] [1753/3551] Completed JHG in 0.3s | 2.87 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-24T20:25:15.446016] [INFO ] [sig       ] [1754/3551] Forecasting JHI...
[2025-12-24T20:25:15.446046] [INFO ] [sig       ] Generating forecast for: JHI
[2025-12-24T20:25:15.446076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-12-24T20:25:15.456939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2025-12-24T20:25:15.457266] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-12-24T20:25:15.458033] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-12-24T20:25:15.458084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:15.458116] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:15.458143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:15.458199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:15.514462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:15.515310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:15.515391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:15.515423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:15.625883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:15.626038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:15.626077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:15.626105] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:15.629399] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: DOWN (p=24.23%)
[2025-12-24T20:25:15.629680] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-12-24T20:25:15.629799] [INFO ] [sig       ] JHI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:15.769433] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JHI.txt
[2025-12-24T20:25:15.769589] [INFO ] [sig       ] [1754/3551] Completed JHI in 0.3s | 2.87 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-24T20:25:15.769631] [INFO ] [sig       ] [1755/3551] Forecasting JHX...
[2025-12-24T20:25:15.769662] [INFO ] [sig       ] Generating forecast for: JHX
[2025-12-24T20:25:15.769691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-12-24T20:25:15.781467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2025-12-24T20:25:15.781807] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-12-24T20:25:15.782552] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-12-24T20:25:15.782622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:15.782653] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:15.782680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:15.782736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:15.837745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:15.838493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:15.838590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:15.838625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:15.960953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:15.961123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:15.961165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:15.961193] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:15.964683] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=18.91%)
[2025-12-24T20:25:15.964957] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-12-24T20:25:15.965076] [INFO ] [sig       ] JHX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:16.107661] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JHX.txt
[2025-12-24T20:25:16.108061] [INFO ] [sig       ] [1755/3551] Completed JHX in 0.3s | 2.87 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-24T20:25:16.108124] [INFO ] [sig       ] [1756/3551] Forecasting JILL...
[2025-12-24T20:25:16.108170] [INFO ] [sig       ] Generating forecast for: JILL
[2025-12-24T20:25:16.108215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-12-24T20:25:16.125843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2025-12-24T20:25:16.126356] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-12-24T20:25:16.127461] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-12-24T20:25:16.127532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:16.127624] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:16.127673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:16.127760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:16.195676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:16.197004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:16.197096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:16.197129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:16.313068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:16.313230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:16.313269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:16.313297] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:16.316845] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: UP (p=93.65%)
[2025-12-24T20:25:16.317207] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-12-24T20:25:16.317348] [INFO ] [sig       ] JILL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:16.461747] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JILL.txt
[2025-12-24T20:25:16.461907] [INFO ] [sig       ] [1756/3551] Completed JILL in 0.4s | 2.87 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-24T20:25:16.461947] [INFO ] [sig       ] [1757/3551] Forecasting JIVE...
[2025-12-24T20:25:16.461977] [INFO ] [sig       ] Generating forecast for: JIVE
[2025-12-24T20:25:16.462007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2025-12-24T20:25:16.474171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2025-12-24T20:25:16.474556] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2025-12-24T20:25:16.475498] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2025-12-24T20:25:16.475550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:16.475599] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:16.475629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:16.475686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:16.533083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:16.533977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:16.534108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:16.534141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:16.651433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:16.651608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:16.651651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:16.651680] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:16.655070] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: UP (p=99.44%)
[2025-12-24T20:25:16.655354] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2025-12-24T20:25:16.655480] [INFO ] [sig       ] JIVE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:16.798253] [INFO ] [LOCAL     ] Saved forecast: JIVE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JIVE.txt
[2025-12-24T20:25:16.798415] [INFO ] [sig       ] [1757/3551] Completed JIVE in 0.3s | 2.87 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-24T20:25:16.798457] [INFO ] [sig       ] [1758/3551] Forecasting JJSF...
[2025-12-24T20:25:16.798488] [INFO ] [sig       ] Generating forecast for: JJSF
[2025-12-24T20:25:16.798518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2025-12-24T20:25:16.810210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2025-12-24T20:25:16.810602] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2025-12-24T20:25:16.811367] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2025-12-24T20:25:16.811419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:16.811450] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:16.811477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:16.811533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:16.869660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:16.870551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:16.870684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:16.870717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:16.992531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:16.992704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:16.992744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:16.992772] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:16.996107] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: DOWN (p=47.07%)
[2025-12-24T20:25:16.996392] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2025-12-24T20:25:16.996519] [INFO ] [sig       ] JJSF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:17.148106] [INFO ] [LOCAL     ] Saved forecast: JJSF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JJSF.txt
[2025-12-24T20:25:17.148264] [INFO ] [sig       ] [1758/3551] Completed JJSF in 0.3s | 2.87 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-24T20:25:17.148305] [INFO ] [sig       ] [1759/3551] Forecasting JKHY...
[2025-12-24T20:25:17.148335] [INFO ] [sig       ] Generating forecast for: JKHY
[2025-12-24T20:25:17.148364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2025-12-24T20:25:17.161256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2025-12-24T20:25:17.161667] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2025-12-24T20:25:17.162722] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2025-12-24T20:25:17.162777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:17.162811] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:17.162841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:17.162899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:17.224120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:17.225011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:17.225100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:17.225135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:17.352756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:17.352911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:17.352953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:17.352984] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:17.356697] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: DOWN (p=38.61%)
[2025-12-24T20:25:17.357199] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2025-12-24T20:25:17.357341] [INFO ] [sig       ] JKHY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:17.509756] [INFO ] [LOCAL     ] Saved forecast: JKHY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JKHY.txt
[2025-12-24T20:25:17.509909] [INFO ] [sig       ] [1759/3551] Completed JKHY in 0.4s | 2.87 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-24T20:25:17.509950] [INFO ] [sig       ] [1760/3551] Forecasting JKS...
[2025-12-24T20:25:17.509985] [INFO ] [sig       ] Generating forecast for: JKS
[2025-12-24T20:25:17.510017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-12-24T20:25:17.521991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2025-12-24T20:25:17.522385] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-12-24T20:25:17.523245] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-12-24T20:25:17.523302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:17.523336] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:17.523366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:17.523426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:17.582122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:17.582985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:17.583074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:17.583109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:17.708132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:17.708289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:17.708329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:17.708361] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:17.711928] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: DOWN (p=21.29%)
[2025-12-24T20:25:17.712239] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-12-24T20:25:17.712375] [INFO ] [sig       ] JKS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:17.860563] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JKS.txt
[2025-12-24T20:25:17.860743] [INFO ] [sig       ] [1760/3551] Completed JKS in 0.4s | 2.87 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-24T20:25:17.860788] [INFO ] [sig       ] [1761/3551] Forecasting JLL...
[2025-12-24T20:25:17.860825] [INFO ] [sig       ] Generating forecast for: JLL
[2025-12-24T20:25:17.860858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-12-24T20:25:17.871937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2025-12-24T20:25:17.872226] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-12-24T20:25:17.873007] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-12-24T20:25:17.873058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:17.873090] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:17.873117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:17.873173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:17.929648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:17.930282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:17.930364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:17.930396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:18.055079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:18.055199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:18.055237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:18.055266] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:18.058544] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: UP (p=68.42%)
[2025-12-24T20:25:18.058824] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-12-24T20:25:18.058942] [INFO ] [sig       ] JLL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:18.200865] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JLL.txt
[2025-12-24T20:25:18.200984] [INFO ] [sig       ] [1761/3551] Completed JLL in 0.3s | 2.87 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-24T20:25:18.201023] [INFO ] [sig       ] [1762/3551] Forecasting JLS...
[2025-12-24T20:25:18.201051] [INFO ] [sig       ] Generating forecast for: JLS
[2025-12-24T20:25:18.201081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-12-24T20:25:18.212461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2025-12-24T20:25:18.212798] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-12-24T20:25:18.213547] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-12-24T20:25:18.213618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:18.213650] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:18.213679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:18.213734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:18.269504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:18.270130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:18.270208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:18.270240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:18.379649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:18.379757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:18.379795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:18.379822] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:18.383024] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: UP (p=77.26%)
[2025-12-24T20:25:18.383285] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-12-24T20:25:18.383403] [INFO ] [sig       ] JLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:18.521881] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JLS.txt
[2025-12-24T20:25:18.521995] [INFO ] [sig       ] [1762/3551] Completed JLS in 0.3s | 2.87 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-24T20:25:18.522035] [INFO ] [sig       ] [1763/3551] Forecasting JMIA...
[2025-12-24T20:25:18.522064] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-12-24T20:25:18.522094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-12-24T20:25:18.533207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2025-12-24T20:25:18.533506] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-12-24T20:25:18.534258] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-12-24T20:25:18.534309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:18.534340] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:18.534367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:18.534422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:18.590529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:18.591279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:18.591355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:18.591387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:18.715945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:18.716137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:18.716182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:18.716235] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:18.719624] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: UP (p=76.13%)
[2025-12-24T20:25:18.719920] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-12-24T20:25:18.720047] [INFO ] [sig       ] JMIA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:18.859274] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JMIA.txt
[2025-12-24T20:25:18.859408] [INFO ] [sig       ] [1763/3551] Completed JMIA in 0.3s | 2.87 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-24T20:25:18.859447] [INFO ] [sig       ] [1764/3551] Forecasting JMSB...
[2025-12-24T20:25:18.859476] [INFO ] [sig       ] Generating forecast for: JMSB
[2025-12-24T20:25:18.859505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2025-12-24T20:25:18.870426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2025-12-24T20:25:18.870719] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2025-12-24T20:25:18.871552] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2025-12-24T20:25:18.871629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:18.871701] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:18.871733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:18.871809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:18.930387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:18.931284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:18.931366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:18.931399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:19.036513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:19.036645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:19.036683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:19.036711] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:19.039906] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: DOWN (p=8.65%)
[2025-12-24T20:25:19.040166] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2025-12-24T20:25:19.040284] [INFO ] [sig       ] JMSB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:19.181203] [INFO ] [LOCAL     ] Saved forecast: JMSB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JMSB.txt
[2025-12-24T20:25:19.181328] [INFO ] [sig       ] [1764/3551] Completed JMSB in 0.3s | 2.87 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-24T20:25:19.181367] [INFO ] [sig       ] [1765/3551] Forecasting JNJ...
[2025-12-24T20:25:19.181395] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-12-24T20:25:19.181424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-12-24T20:25:19.192690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2025-12-24T20:25:19.193000] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-12-24T20:25:19.193772] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-12-24T20:25:19.193824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:19.193855] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:19.193882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:19.193937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:19.250258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:19.250892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:19.250971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:19.251033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:19.374663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:19.374791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:19.374829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:19.374858] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:19.378098] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=23.55%)
[2025-12-24T20:25:19.378358] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-12-24T20:25:19.378475] [INFO ] [sig       ] JNJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:19.517162] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JNJ.txt
[2025-12-24T20:25:19.517276] [INFO ] [sig       ] [1765/3551] Completed JNJ in 0.3s | 2.87 sym/s | Total: 10.2m | ETA: 10.4m
[2025-12-24T20:25:19.517314] [INFO ] [sig       ] [1766/3551] Forecasting JOBY...
[2025-12-24T20:25:19.517343] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-12-24T20:25:19.517372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-12-24T20:25:19.528365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2025-12-24T20:25:19.528677] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-12-24T20:25:19.529431] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-12-24T20:25:19.529487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:19.529519] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:19.529545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:19.529621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:19.585720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:19.586298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:19.586374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:19.586406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:19.705110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:19.705274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:19.705314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:19.705342] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:19.708823] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: DOWN (p=19.11%)
[2025-12-24T20:25:19.709084] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-12-24T20:25:19.709199] [INFO ] [sig       ] JOBY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:19.848773] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JOBY.txt
[2025-12-24T20:25:19.848898] [INFO ] [sig       ] [1766/3551] Completed JOBY in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-24T20:25:19.848937] [INFO ] [sig       ] [1767/3551] Forecasting JOE...
[2025-12-24T20:25:19.848967] [INFO ] [sig       ] Generating forecast for: JOE
[2025-12-24T20:25:19.848998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-12-24T20:25:19.860132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2025-12-24T20:25:19.860402] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-12-24T20:25:19.861159] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-12-24T20:25:19.861211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:19.861242] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:19.861278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:19.861335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:19.916782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:19.917358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:19.917435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:19.917468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:20.036275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:20.036405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:20.036442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:20.036499] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:20.039794] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=5.56%)
[2025-12-24T20:25:20.040059] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-12-24T20:25:20.040179] [INFO ] [sig       ] JOE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:20.178365] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JOE.txt
[2025-12-24T20:25:20.178482] [INFO ] [sig       ] [1767/3551] Completed JOE in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-24T20:25:20.178521] [INFO ] [sig       ] [1768/3551] Forecasting JOF...
[2025-12-24T20:25:20.178550] [INFO ] [sig       ] Generating forecast for: JOF
[2025-12-24T20:25:20.178596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-12-24T20:25:20.189466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2025-12-24T20:25:20.189753] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-12-24T20:25:20.190501] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-12-24T20:25:20.190553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:20.190603] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:20.190632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:20.190689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:20.246162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:20.246776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:20.246853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:20.246885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:20.362740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:20.362856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:20.362892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:20.362920] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:20.366097] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: DOWN (p=2.10%)
[2025-12-24T20:25:20.366355] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-12-24T20:25:20.366470] [INFO ] [sig       ] JOF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:20.505220] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JOF.txt
[2025-12-24T20:25:20.505332] [INFO ] [sig       ] [1768/3551] Completed JOF in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.4m
[2025-12-24T20:25:20.505371] [INFO ] [sig       ] [1769/3551] Forecasting JPC...
[2025-12-24T20:25:20.505400] [INFO ] [sig       ] Generating forecast for: JPC
[2025-12-24T20:25:20.505430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-12-24T20:25:20.516562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2025-12-24T20:25:20.516857] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-12-24T20:25:20.517625] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-12-24T20:25:20.517676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:20.517711] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:20.517738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:20.517794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:20.573728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:20.574314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:20.574391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:20.574423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:20.689192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:20.689335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:20.689373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:20.689401] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:20.692634] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=68.29%)
[2025-12-24T20:25:20.692896] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-12-24T20:25:20.693013] [INFO ] [sig       ] JPC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:20.833411] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JPC.txt
[2025-12-24T20:25:20.833565] [INFO ] [sig       ] [1769/3551] Completed JPC in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-24T20:25:20.833627] [INFO ] [sig       ] [1770/3551] Forecasting JPEF...
[2025-12-24T20:25:20.833656] [INFO ] [sig       ] Generating forecast for: JPEF
[2025-12-24T20:25:20.833686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2025-12-24T20:25:20.844899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2025-12-24T20:25:20.845249] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2025-12-24T20:25:20.846030] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2025-12-24T20:25:20.846083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:20.846115] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:20.846142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:20.846197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:20.902018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:20.902812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:20.902895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:20.902928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:21.021748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:21.021915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:21.021957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:21.021986] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:21.025473] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: DOWN (p=15.21%)
[2025-12-24T20:25:21.025777] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2025-12-24T20:25:21.025901] [INFO ] [sig       ] JPEF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:21.164970] [INFO ] [LOCAL     ] Saved forecast: JPEF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JPEF.txt
[2025-12-24T20:25:21.165109] [INFO ] [sig       ] [1770/3551] Completed JPEF in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-24T20:25:21.165149] [INFO ] [sig       ] [1771/3551] Forecasting JPM...
[2025-12-24T20:25:21.165177] [INFO ] [sig       ] Generating forecast for: JPM
[2025-12-24T20:25:21.165213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-12-24T20:25:21.176508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2025-12-24T20:25:21.176849] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-12-24T20:25:21.177634] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-12-24T20:25:21.177686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:21.177718] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:21.177744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:21.177799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:21.232606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:21.233408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:21.233494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:21.233526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:21.359919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:21.360072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:21.360111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:21.360139] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:21.363423] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: DOWN (p=33.55%)
[2025-12-24T20:25:21.363705] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-12-24T20:25:21.363824] [INFO ] [sig       ] JPM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:21.506070] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JPM.txt
[2025-12-24T20:25:21.506249] [INFO ] [sig       ] [1771/3551] Completed JPM in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-24T20:25:21.506292] [INFO ] [sig       ] [1772/3551] Forecasting JQC...
[2025-12-24T20:25:21.506321] [INFO ] [sig       ] Generating forecast for: JQC
[2025-12-24T20:25:21.506358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-12-24T20:25:21.517856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2025-12-24T20:25:21.518224] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-12-24T20:25:21.519025] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-12-24T20:25:21.519079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:21.519111] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:21.519138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:21.519194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:21.574596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:21.575381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:21.575463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:21.575495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:21.698999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:21.699155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:21.699195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:21.699222] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:21.702607] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: DOWN (p=47.94%)
[2025-12-24T20:25:21.702875] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-12-24T20:25:21.702994] [INFO ] [sig       ] JQC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:21.843877] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JQC.txt
[2025-12-24T20:25:21.844040] [INFO ] [sig       ] [1772/3551] Completed JQC in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-24T20:25:21.844082] [INFO ] [sig       ] [1773/3551] Forecasting JRI...
[2025-12-24T20:25:21.844111] [INFO ] [sig       ] Generating forecast for: JRI
[2025-12-24T20:25:21.844141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-12-24T20:25:21.855390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2025-12-24T20:25:21.855684] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-12-24T20:25:21.856420] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-12-24T20:25:21.856471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:21.856501] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:21.856528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:21.856611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:21.911267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:21.911887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:21.911963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:21.911995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:22.025896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:22.026215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:22.026251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:22.026278] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:22.029478] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: UP (p=96.45%)
[2025-12-24T20:25:22.029758] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-12-24T20:25:22.029881] [INFO ] [sig       ] JRI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:22.169435] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JRI.txt
[2025-12-24T20:25:22.169562] [INFO ] [sig       ] [1773/3551] Completed JRI in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-24T20:25:22.169620] [INFO ] [sig       ] [1774/3551] Forecasting JRS...
[2025-12-24T20:25:22.169649] [INFO ] [sig       ] Generating forecast for: JRS
[2025-12-24T20:25:22.169680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-12-24T20:25:22.181417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2025-12-24T20:25:22.181708] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-12-24T20:25:22.182458] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-12-24T20:25:22.182510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:22.182541] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:22.182586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:22.182650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:22.239015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:22.239646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:22.239744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:22.239777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:22.356761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:22.356885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:22.356922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:22.356958] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:22.360188] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: UP (p=50.71%)
[2025-12-24T20:25:22.360487] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-12-24T20:25:22.360623] [INFO ] [sig       ] JRS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:22.499585] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JRS.txt
[2025-12-24T20:25:22.499701] [INFO ] [sig       ] [1774/3551] Completed JRS in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-24T20:25:22.499740] [INFO ] [sig       ] [1775/3551] Forecasting JSM...
[2025-12-24T20:25:22.499770] [INFO ] [sig       ] Generating forecast for: JSM
[2025-12-24T20:25:22.499799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2025-12-24T20:25:22.511213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2025-12-24T20:25:22.511482] [INFO ] [FORECASTER] Starting predict_future for JSM
[2025-12-24T20:25:22.512250] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2025-12-24T20:25:22.512300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:22.512331] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:22.512357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:22.512412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:22.570127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:22.570754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:22.570835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:22.570867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:22.684284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:22.684394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:22.684430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:22.684459] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:22.687613] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: UP (p=83.22%)
[2025-12-24T20:25:22.687872] [INFO ] [FORECASTER] Completed predict_future for JSM
[2025-12-24T20:25:22.687989] [INFO ] [sig       ] JSM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:22.826826] [INFO ] [LOCAL     ] Saved forecast: JSM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JSM.txt
[2025-12-24T20:25:22.826941] [INFO ] [sig       ] [1775/3551] Completed JSM in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-24T20:25:22.826979] [INFO ] [sig       ] [1776/3551] Forecasting JSMD...
[2025-12-24T20:25:22.827188] [INFO ] [sig       ] Generating forecast for: JSMD
[2025-12-24T20:25:22.827217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2025-12-24T20:25:22.838433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2025-12-24T20:25:22.838718] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2025-12-24T20:25:22.839482] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2025-12-24T20:25:22.839532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:22.839563] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:22.839630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:22.839688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:22.895897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:22.896534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:22.896629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:22.896663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:23.026003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:23.026185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:23.026226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:23.026254] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:23.029966] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: DOWN (p=15.75%)
[2025-12-24T20:25:23.030301] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2025-12-24T20:25:23.030436] [INFO ] [sig       ] JSMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:23.170819] [INFO ] [LOCAL     ] Saved forecast: JSMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JSMD.txt
[2025-12-24T20:25:23.170971] [INFO ] [sig       ] [1776/3551] Completed JSMD in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-24T20:25:23.171011] [INFO ] [sig       ] [1777/3551] Forecasting JSML...
[2025-12-24T20:25:23.171041] [INFO ] [sig       ] Generating forecast for: JSML
[2025-12-24T20:25:23.171072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2025-12-24T20:25:23.183040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2025-12-24T20:25:23.183305] [INFO ] [FORECASTER] Starting predict_future for JSML
[2025-12-24T20:25:23.184130] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2025-12-24T20:25:23.184181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:23.184211] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:23.184238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:23.184294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:23.240812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:23.241463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:23.241548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:23.241596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:23.358065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:23.358209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:23.358247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:23.358275] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:23.361753] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: UP (p=64.40%)
[2025-12-24T20:25:23.362014] [INFO ] [FORECASTER] Completed predict_future for JSML
[2025-12-24T20:25:23.362132] [INFO ] [sig       ] JSML: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:23.500767] [INFO ] [LOCAL     ] Saved forecast: JSML	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JSML.txt
[2025-12-24T20:25:23.500951] [INFO ] [sig       ] [1777/3551] Completed JSML in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-24T20:25:23.500993] [INFO ] [sig       ] [1778/3551] Forecasting JTEK...
[2025-12-24T20:25:23.501023] [INFO ] [sig       ] Generating forecast for: JTEK
[2025-12-24T20:25:23.501053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2025-12-24T20:25:23.513131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2025-12-24T20:25:23.513476] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2025-12-24T20:25:23.514242] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2025-12-24T20:25:23.514294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:23.514325] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:23.514351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:23.514406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:23.571400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:23.572388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:23.572469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:23.572501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:23.697719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:23.697873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:23.697912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:23.697939] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:23.701736] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: UP (p=54.56%)
[2025-12-24T20:25:23.702227] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2025-12-24T20:25:23.702364] [INFO ] [sig       ] JTEK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:23.843462] [INFO ] [LOCAL     ] Saved forecast: JTEK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JTEK.txt
[2025-12-24T20:25:23.843627] [INFO ] [sig       ] [1778/3551] Completed JTEK in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-24T20:25:23.843671] [INFO ] [sig       ] [1779/3551] Forecasting JVA...
[2025-12-24T20:25:23.843701] [INFO ] [sig       ] Generating forecast for: JVA
[2025-12-24T20:25:23.843733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2025-12-24T20:25:23.855162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2025-12-24T20:25:23.855546] [INFO ] [FORECASTER] Starting predict_future for JVA
[2025-12-24T20:25:23.856332] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2025-12-24T20:25:23.856384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:23.856416] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:23.856443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:23.856499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:23.912349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:23.913182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:23.913273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:23.913306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:24.031777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:24.031930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:24.031968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:24.031998] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:24.035288] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: DOWN (p=43.85%)
[2025-12-24T20:25:24.035555] [INFO ] [FORECASTER] Completed predict_future for JVA
[2025-12-24T20:25:24.035693] [INFO ] [sig       ] JVA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:24.174066] [INFO ] [LOCAL     ] Saved forecast: JVA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/JVA.txt
[2025-12-24T20:25:24.174196] [INFO ] [sig       ] [1779/3551] Completed JVA in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-24T20:25:24.174236] [INFO ] [sig       ] [1780/3551] Forecasting JXN...
[2025-12-24T20:25:24.174265] [INFO ] [sig       ] Generating forecast for: JXN
[2025-12-24T20:25:24.174297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-12-24T20:25:24.185592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2025-12-24T20:25:24.185881] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-12-24T20:25:24.186629] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-12-24T20:25:24.186680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:24.186722] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:24.186750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:24.186805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:24.243154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:24.243917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:24.244001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:24.244034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:24.363121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:24.363276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:24.363315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:24.363345] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:24.366692] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: UP (p=85.43%)
[2025-12-24T20:25:24.366968] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-12-24T20:25:24.367091] [INFO ] [sig       ] JXN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:24.510766] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/JXN.txt
[2025-12-24T20:25:24.510908] [INFO ] [sig       ] [1780/3551] Completed JXN in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-24T20:25:24.510948] [INFO ] [sig       ] [1781/3551] Forecasting KAI...
[2025-12-24T20:25:24.510978] [INFO ] [sig       ] Generating forecast for: KAI
[2025-12-24T20:25:24.511008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-12-24T20:25:24.522489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2025-12-24T20:25:24.522782] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-12-24T20:25:24.523530] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-12-24T20:25:24.523597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:24.523662] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:24.523691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:24.523747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:24.579071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:24.579743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:24.579830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:24.579865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:24.705522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:24.705704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:24.705749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:24.705779] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:24.709333] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: UP (p=65.26%)
[2025-12-24T20:25:24.709638] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-12-24T20:25:24.709771] [INFO ] [sig       ] KAI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:24.851869] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KAI.txt
[2025-12-24T20:25:24.852030] [INFO ] [sig       ] [1781/3551] Completed KAI in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-24T20:25:24.852074] [INFO ] [sig       ] [1782/3551] Forecasting KARO...
[2025-12-24T20:25:24.852104] [INFO ] [sig       ] Generating forecast for: KARO
[2025-12-24T20:25:24.852135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2025-12-24T20:25:24.863934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2025-12-24T20:25:24.864265] [INFO ] [FORECASTER] Starting predict_future for KARO
[2025-12-24T20:25:24.865056] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2025-12-24T20:25:24.865109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:24.865141] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:24.865168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:24.865225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:24.934509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:24.935405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:24.935491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:24.935524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:25.055194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:25.055351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:25.055393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:25.055423] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:25.058950] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: UP (p=91.23%)
[2025-12-24T20:25:25.059265] [INFO ] [FORECASTER] Completed predict_future for KARO
[2025-12-24T20:25:25.059429] [INFO ] [sig       ] KARO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:25.205294] [INFO ] [LOCAL     ] Saved forecast: KARO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KARO.txt
[2025-12-24T20:25:25.205424] [INFO ] [sig       ] [1782/3551] Completed KARO in 0.4s | 2.87 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-24T20:25:25.205463] [INFO ] [sig       ] [1783/3551] Forecasting KB...
[2025-12-24T20:25:25.205493] [INFO ] [sig       ] Generating forecast for: KB
[2025-12-24T20:25:25.205524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-12-24T20:25:25.217844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2025-12-24T20:25:25.218146] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-12-24T20:25:25.218932] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-12-24T20:25:25.218983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:25.219015] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:25.219041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:25.219096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:25.276614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:25.277243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:25.277321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:25.277353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:25.408850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:25.409006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:25.409045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:25.409254] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:25.412716] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=46.91%)
[2025-12-24T20:25:25.412984] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-12-24T20:25:25.413103] [INFO ] [sig       ] KB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:25.552273] [INFO ] [LOCAL     ] Saved forecast: KB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KB.txt
[2025-12-24T20:25:25.552383] [INFO ] [sig       ] [1783/3551] Completed KB in 0.3s | 2.87 sym/s | Total: 10.3m | ETA: 10.3m
[2025-12-24T20:25:25.552428] [INFO ] [sig       ] [1784/3551] Forecasting KBH...
[2025-12-24T20:25:25.552458] [INFO ] [sig       ] Generating forecast for: KBH
[2025-12-24T20:25:25.552489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-12-24T20:25:25.564952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2025-12-24T20:25:25.565471] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-12-24T20:25:25.566297] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-12-24T20:25:25.566349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:25.566380] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:25.566406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:25.566461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:25.621895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:25.622546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:25.622646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:25.622680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:25.743001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:25.743161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:25.743202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:25.743230] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:25.746709] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=20.40%)
[2025-12-24T20:25:25.746987] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-12-24T20:25:25.747109] [INFO ] [sig       ] KBH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:25.883945] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KBH.txt
[2025-12-24T20:25:25.884075] [INFO ] [sig       ] [1784/3551] Completed KBH in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.3m
[2025-12-24T20:25:25.884114] [INFO ] [sig       ] [1785/3551] Forecasting KBWB...
[2025-12-24T20:25:25.884143] [INFO ] [sig       ] Generating forecast for: KBWB
[2025-12-24T20:25:25.884173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2025-12-24T20:25:25.895997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2025-12-24T20:25:25.896291] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2025-12-24T20:25:25.897056] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2025-12-24T20:25:25.897107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:25.897139] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:25.897174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:25.897250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:25.952525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:25.953211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:25.953291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:25.953323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:26.077947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:26.078089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:26.078127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:26.078154] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:26.085060] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: DOWN (p=31.97%)
[2025-12-24T20:25:26.085358] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2025-12-24T20:25:26.085507] [INFO ] [sig       ] KBWB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:26.227414] [INFO ] [LOCAL     ] Saved forecast: KBWB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KBWB.txt
[2025-12-24T20:25:26.227549] [INFO ] [sig       ] [1785/3551] Completed KBWB in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-24T20:25:26.227607] [INFO ] [sig       ] [1786/3551] Forecasting KBWD...
[2025-12-24T20:25:26.227638] [INFO ] [sig       ] Generating forecast for: KBWD
[2025-12-24T20:25:26.227668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2025-12-24T20:25:26.239851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2025-12-24T20:25:26.240168] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2025-12-24T20:25:26.240939] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2025-12-24T20:25:26.240990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:26.241021] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:26.241046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:26.241101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:26.297682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:26.298320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:26.298418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:26.298452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:26.419676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:26.419826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:26.419865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:26.419894] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:26.423678] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-12-24T20:25:26.423958] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2025-12-24T20:25:26.424083] [INFO ] [sig       ] KBWD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:26.565934] [INFO ] [LOCAL     ] Saved forecast: KBWD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KBWD.txt
[2025-12-24T20:25:26.566061] [INFO ] [sig       ] [1786/3551] Completed KBWD in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-24T20:25:26.566101] [INFO ] [sig       ] [1787/3551] Forecasting KBWP...
[2025-12-24T20:25:26.566130] [INFO ] [sig       ] Generating forecast for: KBWP
[2025-12-24T20:25:26.566159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2025-12-24T20:25:26.578435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2025-12-24T20:25:26.578718] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2025-12-24T20:25:26.579745] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2025-12-24T20:25:26.579797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:26.579828] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:26.579854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:26.579910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:26.639915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:26.640643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:26.640725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:26.640759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:26.757206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:26.757355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:26.757395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:26.757442] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:26.760847] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: UP (p=82.50%)
[2025-12-24T20:25:26.761117] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2025-12-24T20:25:26.761239] [INFO ] [sig       ] KBWP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:26.903585] [INFO ] [LOCAL     ] Saved forecast: KBWP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KBWP.txt
[2025-12-24T20:25:26.903715] [INFO ] [sig       ] [1787/3551] Completed KBWP in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-24T20:25:26.903756] [INFO ] [sig       ] [1788/3551] Forecasting KBWY...
[2025-12-24T20:25:26.903786] [INFO ] [sig       ] Generating forecast for: KBWY
[2025-12-24T20:25:26.903816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2025-12-24T20:25:26.915267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2025-12-24T20:25:26.915555] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2025-12-24T20:25:26.916348] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2025-12-24T20:25:26.916406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:26.916441] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:26.916472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:26.916530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:26.974533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:26.975404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:26.975486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:26.975520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:27.094951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:27.095108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:27.095149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:27.095178] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:27.098652] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-12-24T20:25:27.098934] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2025-12-24T20:25:27.099061] [INFO ] [sig       ] KBWY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:27.242216] [INFO ] [LOCAL     ] Saved forecast: KBWY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KBWY.txt
[2025-12-24T20:25:27.242381] [INFO ] [sig       ] [1788/3551] Completed KBWY in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-24T20:25:27.242427] [INFO ] [sig       ] [1789/3551] Forecasting KC...
[2025-12-24T20:25:27.242458] [INFO ] [sig       ] Generating forecast for: KC
[2025-12-24T20:25:27.242489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2025-12-24T20:25:27.254236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2025-12-24T20:25:27.254549] [INFO ] [FORECASTER] Starting predict_future for KC
[2025-12-24T20:25:27.255352] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2025-12-24T20:25:27.255407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:27.255439] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:27.255467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:27.255524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:27.315178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:27.315878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:27.315990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:27.316032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:27.443132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:27.443281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:27.443320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:27.443348] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:27.446661] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: DOWN (p=20.28%)
[2025-12-24T20:25:27.446930] [INFO ] [FORECASTER] Completed predict_future for KC
[2025-12-24T20:25:27.447052] [INFO ] [sig       ] KC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:27.588124] [INFO ] [LOCAL     ] Saved forecast: KC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KC.txt
[2025-12-24T20:25:27.588259] [INFO ] [sig       ] [1789/3551] Completed KC in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-24T20:25:27.588299] [INFO ] [sig       ] [1790/3551] Forecasting KD...
[2025-12-24T20:25:27.588329] [INFO ] [sig       ] Generating forecast for: KD
[2025-12-24T20:25:27.588368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-12-24T20:25:27.600619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2025-12-24T20:25:27.600915] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-12-24T20:25:27.601867] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-12-24T20:25:27.601919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:27.601954] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:27.601980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:27.602036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:27.658876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:27.659609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:27.659692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:27.659723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:27.780702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:27.780855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:27.780894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:27.780924] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:27.784668] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-12-24T20:25:27.784938] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-12-24T20:25:27.785064] [INFO ] [sig       ] KD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:27.923361] [INFO ] [LOCAL     ] Saved forecast: KD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KD.txt
[2025-12-24T20:25:27.923485] [INFO ] [sig       ] [1790/3551] Completed KD in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-24T20:25:27.923525] [INFO ] [sig       ] [1791/3551] Forecasting KDP...
[2025-12-24T20:25:27.923555] [INFO ] [sig       ] Generating forecast for: KDP
[2025-12-24T20:25:27.923602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2025-12-24T20:25:27.935181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2025-12-24T20:25:27.935451] [INFO ] [FORECASTER] Starting predict_future for KDP
[2025-12-24T20:25:27.936214] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2025-12-24T20:25:27.936266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:27.936300] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:27.936338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:27.936395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:27.992702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:27.993390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:27.993471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:27.993529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:28.112387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:28.112541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:28.112600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:28.112633] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:28.116466] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: DOWN (p=36.69%)
[2025-12-24T20:25:28.116749] [INFO ] [FORECASTER] Completed predict_future for KDP
[2025-12-24T20:25:28.116869] [INFO ] [sig       ] KDP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:28.256499] [INFO ] [LOCAL     ] Saved forecast: KDP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KDP.txt
[2025-12-24T20:25:28.256646] [INFO ] [sig       ] [1791/3551] Completed KDP in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-24T20:25:28.256688] [INFO ] [sig       ] [1792/3551] Forecasting KE...
[2025-12-24T20:25:28.256717] [INFO ] [sig       ] Generating forecast for: KE
[2025-12-24T20:25:28.256748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2025-12-24T20:25:28.269267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2025-12-24T20:25:28.269593] [INFO ] [FORECASTER] Starting predict_future for KE
[2025-12-24T20:25:28.270342] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2025-12-24T20:25:28.270394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:28.270425] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:28.270452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:28.270508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:28.325206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:28.325853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:28.325931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:28.325966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:28.442555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:28.442718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:28.442758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:28.442786] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:28.446468] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: DOWN (p=8.99%)
[2025-12-24T20:25:28.446753] [INFO ] [FORECASTER] Completed predict_future for KE
[2025-12-24T20:25:28.446872] [INFO ] [sig       ] KE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:28.585828] [INFO ] [LOCAL     ] Saved forecast: KE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KE.txt
[2025-12-24T20:25:28.585956] [INFO ] [sig       ] [1792/3551] Completed KE in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-24T20:25:28.585997] [INFO ] [sig       ] [1793/3551] Forecasting KELYA...
[2025-12-24T20:25:28.586026] [INFO ] [sig       ] Generating forecast for: KELYA
[2025-12-24T20:25:28.586055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2025-12-24T20:25:28.599614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2025-12-24T20:25:28.599916] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2025-12-24T20:25:28.600704] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2025-12-24T20:25:28.600755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:28.600786] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:28.600812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:28.600868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:28.657126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:28.658005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:28.658285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:28.658317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:28.778607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:28.778754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:28.778793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:28.778821] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:28.782102] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: DOWN (p=11.46%)
[2025-12-24T20:25:28.782368] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2025-12-24T20:25:28.782484] [INFO ] [sig       ] KELYA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:28.919761] [INFO ] [LOCAL     ] Saved forecast: KELYA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KELYA.txt
[2025-12-24T20:25:28.919884] [INFO ] [sig       ] [1793/3551] Completed KELYA in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-24T20:25:28.919926] [INFO ] [sig       ] [1794/3551] Forecasting KEN...
[2025-12-24T20:25:28.919962] [INFO ] [sig       ] Generating forecast for: KEN
[2025-12-24T20:25:28.919998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-12-24T20:25:28.931324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2025-12-24T20:25:28.931614] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-12-24T20:25:28.932354] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-12-24T20:25:28.932405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:28.932436] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:28.932463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:28.932519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:28.987455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:28.988203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:28.988285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:28.988317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:29.110323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:29.110462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:29.110502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:29.110531] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:29.113976] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: DOWN (p=40.66%)
[2025-12-24T20:25:29.114250] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-12-24T20:25:29.114378] [INFO ] [sig       ] KEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:29.254526] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KEN.txt
[2025-12-24T20:25:29.254703] [INFO ] [sig       ] [1794/3551] Completed KEN in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-24T20:25:29.254745] [INFO ] [sig       ] [1795/3551] Forecasting KEP...
[2025-12-24T20:25:29.254775] [INFO ] [sig       ] Generating forecast for: KEP
[2025-12-24T20:25:29.254812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-12-24T20:25:29.265915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2025-12-24T20:25:29.266197] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-12-24T20:25:29.266959] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-12-24T20:25:29.267010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:29.267042] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:29.267069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:29.267125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:29.322425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:29.323041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:29.323118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:29.323150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:29.442271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:29.442411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:29.442451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:29.442479] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:29.445744] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: DOWN (p=18.72%)
[2025-12-24T20:25:29.446005] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-12-24T20:25:29.446121] [INFO ] [sig       ] KEP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:29.585888] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KEP.txt
[2025-12-24T20:25:29.586005] [INFO ] [sig       ] [1795/3551] Completed KEP in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-24T20:25:29.586049] [INFO ] [sig       ] [1796/3551] Forecasting KEX...
[2025-12-24T20:25:29.586078] [INFO ] [sig       ] Generating forecast for: KEX
[2025-12-24T20:25:29.586108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-12-24T20:25:29.599454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2025-12-24T20:25:29.599801] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-12-24T20:25:29.600545] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-12-24T20:25:29.600620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:29.600654] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:29.600681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:29.600739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:29.657346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:29.658117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:29.658209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:29.658242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:29.780772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:29.780914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:29.780952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:29.780982] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:29.784250] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=20.34%)
[2025-12-24T20:25:29.784512] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-12-24T20:25:29.784652] [INFO ] [sig       ] KEX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:29.924221] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KEX.txt
[2025-12-24T20:25:29.924345] [INFO ] [sig       ] [1796/3551] Completed KEX in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-24T20:25:29.924385] [INFO ] [sig       ] [1797/3551] Forecasting KEYS...
[2025-12-24T20:25:29.924414] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-12-24T20:25:29.924443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-12-24T20:25:29.935877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2025-12-24T20:25:29.936168] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-12-24T20:25:29.936921] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-12-24T20:25:29.936972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:29.937004] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:29.937035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:29.937091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:29.993637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:29.994234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:29.994310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:29.994343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:30.116928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:30.117084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:30.117122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:30.117151] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:30.120504] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=65.06%)
[2025-12-24T20:25:30.120786] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-12-24T20:25:30.120908] [INFO ] [sig       ] KEYS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:30.260929] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KEYS.txt
[2025-12-24T20:25:30.261054] [INFO ] [sig       ] [1797/3551] Completed KEYS in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-24T20:25:30.261094] [INFO ] [sig       ] [1798/3551] Forecasting KFS...
[2025-12-24T20:25:30.261123] [INFO ] [sig       ] Generating forecast for: KFS
[2025-12-24T20:25:30.261153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-12-24T20:25:30.272871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2025-12-24T20:25:30.273141] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-12-24T20:25:30.273902] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-12-24T20:25:30.273952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:30.274007] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:30.274035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:30.274092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:30.330221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:30.330983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:30.331063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:30.331095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:30.451995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:30.452149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:30.452188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:30.452217] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:30.455534] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: UP (p=86.90%)
[2025-12-24T20:25:30.455831] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-12-24T20:25:30.455953] [INFO ] [sig       ] KFS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:30.600833] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KFS.txt
[2025-12-24T20:25:30.600989] [INFO ] [sig       ] [1798/3551] Completed KFS in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-24T20:25:30.601030] [INFO ] [sig       ] [1799/3551] Forecasting KFY...
[2025-12-24T20:25:30.601060] [INFO ] [sig       ] Generating forecast for: KFY
[2025-12-24T20:25:30.601091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-12-24T20:25:30.613601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2025-12-24T20:25:30.613952] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-12-24T20:25:30.614713] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-12-24T20:25:30.614765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:30.614795] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:30.614821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:30.614877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:30.672348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:30.673398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:30.673484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:30.673516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:30.790205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:30.790359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:30.790399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:30.790427] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:30.793730] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=96.48%)
[2025-12-24T20:25:30.794017] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-12-24T20:25:30.794142] [INFO ] [sig       ] KFY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:30.939008] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KFY.txt
[2025-12-24T20:25:30.939179] [INFO ] [sig       ] [1799/3551] Completed KFY in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-24T20:25:30.939220] [INFO ] [sig       ] [1800/3551] Forecasting KGS...
[2025-12-24T20:25:30.939252] [INFO ] [sig       ] Generating forecast for: KGS
[2025-12-24T20:25:30.939282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-12-24T20:25:30.951421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2025-12-24T20:25:30.951842] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-12-24T20:25:30.952736] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-12-24T20:25:30.952792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:30.952826] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:30.952854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:30.952912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:31.014969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:31.015858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:31.015946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:31.015979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:31.147330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:31.147495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:31.147536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:31.147565] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:31.150994] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: DOWN (p=25.15%)
[2025-12-24T20:25:31.151276] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-12-24T20:25:31.151425] [INFO ] [sig       ] KGS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:31.293528] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KGS.txt
[2025-12-24T20:25:31.293678] [INFO ] [sig       ] [1800/3551] Completed KGS in 0.4s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-24T20:25:31.293719] [INFO ] [sig       ] [1801/3551] Forecasting KHC...
[2025-12-24T20:25:31.293749] [INFO ] [sig       ] Generating forecast for: KHC
[2025-12-24T20:25:31.293781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2025-12-24T20:25:31.309993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2025-12-24T20:25:31.310376] [INFO ] [FORECASTER] Starting predict_future for KHC
[2025-12-24T20:25:31.311205] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2025-12-24T20:25:31.311453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:31.311486] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:31.311535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:31.311633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:31.368648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:31.369562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:31.369686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:31.369731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:31.490276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:31.490439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:31.490478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:31.490505] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:31.493877] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: UP (p=62.75%)
[2025-12-24T20:25:31.494157] [INFO ] [FORECASTER] Completed predict_future for KHC
[2025-12-24T20:25:31.494283] [INFO ] [sig       ] KHC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:31.635040] [INFO ] [LOCAL     ] Saved forecast: KHC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KHC.txt
[2025-12-24T20:25:31.635192] [INFO ] [sig       ] [1801/3551] Completed KHC in 0.3s | 2.87 sym/s | Total: 10.4m | ETA: 10.2m
[2025-12-24T20:25:31.635233] [INFO ] [sig       ] [1802/3551] Forecasting KIDS...
[2025-12-24T20:25:31.635262] [INFO ] [sig       ] Generating forecast for: KIDS
[2025-12-24T20:25:31.635293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2025-12-24T20:25:31.647516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2025-12-24T20:25:31.647895] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2025-12-24T20:25:31.648865] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2025-12-24T20:25:31.648917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:31.648949] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:31.648975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:31.649031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:31.717587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:31.718462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:31.718547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:31.718599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:31.853670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:31.853840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:31.853890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:31.853928] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:31.857501] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: DOWN (p=49.55%)
[2025-12-24T20:25:31.857820] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2025-12-24T20:25:31.857948] [INFO ] [sig       ] KIDS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:32.005201] [INFO ] [LOCAL     ] Saved forecast: KIDS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KIDS.txt
[2025-12-24T20:25:32.005356] [INFO ] [sig       ] [1802/3551] Completed KIDS in 0.4s | 2.87 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-24T20:25:32.005399] [INFO ] [sig       ] [1803/3551] Forecasting KIM...
[2025-12-24T20:25:32.005429] [INFO ] [sig       ] Generating forecast for: KIM
[2025-12-24T20:25:32.005460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-12-24T20:25:32.017470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2025-12-24T20:25:32.017841] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-12-24T20:25:32.018604] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-12-24T20:25:32.018657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:32.018688] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:32.018714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:32.018769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:32.075003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:32.075698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:32.075783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:32.075816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:32.200033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:32.200211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:32.200254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:32.200283] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:32.203669] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=40.80%)
[2025-12-24T20:25:32.203936] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-12-24T20:25:32.204061] [INFO ] [sig       ] KIM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:32.345657] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KIM.txt
[2025-12-24T20:25:32.345836] [INFO ] [sig       ] [1803/3551] Completed KIM in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-24T20:25:32.345887] [INFO ] [sig       ] [1804/3551] Forecasting KINS...
[2025-12-24T20:25:32.345920] [INFO ] [sig       ] Generating forecast for: KINS
[2025-12-24T20:25:32.345951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2025-12-24T20:25:32.358559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2025-12-24T20:25:32.358913] [INFO ] [FORECASTER] Starting predict_future for KINS
[2025-12-24T20:25:32.359736] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2025-12-24T20:25:32.359799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:32.359831] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:32.359856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:32.359912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:32.415615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:32.416234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:32.416313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:32.416345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:32.537484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:32.537645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:32.537686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:32.537712] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:32.541742] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: UP (p=53.68%)
[2025-12-24T20:25:32.542011] [INFO ] [FORECASTER] Completed predict_future for KINS
[2025-12-24T20:25:32.542134] [INFO ] [sig       ] KINS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:32.684146] [INFO ] [LOCAL     ] Saved forecast: KINS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KINS.txt
[2025-12-24T20:25:32.684260] [INFO ] [sig       ] [1804/3551] Completed KINS in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-24T20:25:32.684300] [INFO ] [sig       ] [1805/3551] Forecasting KIO...
[2025-12-24T20:25:32.684328] [INFO ] [sig       ] Generating forecast for: KIO
[2025-12-24T20:25:32.684552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-12-24T20:25:32.696201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2025-12-24T20:25:32.696727] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-12-24T20:25:32.697488] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-12-24T20:25:32.697542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:32.697600] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:32.697634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:32.697694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:32.755856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:32.756464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:32.756542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:32.756590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:32.873927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:32.874083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:32.874121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:32.874150] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:32.877482] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: DOWN (p=34.25%)
[2025-12-24T20:25:32.877782] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-12-24T20:25:32.877909] [INFO ] [sig       ] KIO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:33.032405] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KIO.txt
[2025-12-24T20:25:33.032564] [INFO ] [sig       ] [1805/3551] Completed KIO in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-24T20:25:33.032628] [INFO ] [sig       ] [1806/3551] Forecasting KKRS...
[2025-12-24T20:25:33.032657] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-12-24T20:25:33.032687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-12-24T20:25:33.043841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2025-12-24T20:25:33.044203] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-12-24T20:25:33.045001] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-12-24T20:25:33.045054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:33.045085] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:33.045112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:33.045168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:33.102267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:33.103130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:33.103409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:33.103441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:33.215920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:33.216072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:33.216112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:33.216140] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:33.219509] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: UP (p=97.44%)
[2025-12-24T20:25:33.219816] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-12-24T20:25:33.219945] [INFO ] [sig       ] KKRS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:33.362542] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KKRS.txt
[2025-12-24T20:25:33.362717] [INFO ] [sig       ] [1806/3551] Completed KKRS in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-24T20:25:33.362758] [INFO ] [sig       ] [1807/3551] Forecasting KLAC...
[2025-12-24T20:25:33.362787] [INFO ] [sig       ] Generating forecast for: KLAC
[2025-12-24T20:25:33.362816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2025-12-24T20:25:33.374461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2025-12-24T20:25:33.374890] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2025-12-24T20:25:33.375701] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2025-12-24T20:25:33.375755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:33.375787] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:33.375814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:33.375871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:33.434675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:33.435510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:33.435616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:33.435652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:33.565192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:33.565342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:33.565381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:33.565409] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:33.568780] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: UP (p=78.95%)
[2025-12-24T20:25:33.569077] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2025-12-24T20:25:33.569207] [INFO ] [sig       ] KLAC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:33.721753] [INFO ] [LOCAL     ] Saved forecast: KLAC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KLAC.txt
[2025-12-24T20:25:33.721930] [INFO ] [sig       ] [1807/3551] Completed KLAC in 0.4s | 2.87 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-24T20:25:33.721986] [INFO ] [sig       ] [1808/3551] Forecasting KLIC...
[2025-12-24T20:25:33.722019] [INFO ] [sig       ] Generating forecast for: KLIC
[2025-12-24T20:25:33.722050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2025-12-24T20:25:33.733861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2025-12-24T20:25:33.734258] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2025-12-24T20:25:33.735083] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2025-12-24T20:25:33.735136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:33.735169] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:33.735198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:33.735256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:33.793602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:33.794452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:33.794613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:33.794664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:33.919941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:33.920091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:33.920130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:33.920159] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:33.923878] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: UP (p=75.81%)
[2025-12-24T20:25:33.924179] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2025-12-24T20:25:33.924306] [INFO ] [sig       ] KLIC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:34.068691] [INFO ] [LOCAL     ] Saved forecast: KLIC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KLIC.txt
[2025-12-24T20:25:34.068849] [INFO ] [sig       ] [1808/3551] Completed KLIC in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-24T20:25:34.068890] [INFO ] [sig       ] [1809/3551] Forecasting KLXE...
[2025-12-24T20:25:34.068920] [INFO ] [sig       ] Generating forecast for: KLXE
[2025-12-24T20:25:34.068950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2025-12-24T20:25:34.080937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2025-12-24T20:25:34.081364] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2025-12-24T20:25:34.082233] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2025-12-24T20:25:34.082290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:34.082322] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:34.082348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:34.082406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:34.140020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:34.140875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:34.140959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:34.140992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:34.261713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:34.261866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:34.261906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:34.261935] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:34.265313] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: UP (p=52.73%)
[2025-12-24T20:25:34.265635] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2025-12-24T20:25:34.265763] [INFO ] [sig       ] KLXE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:34.409561] [INFO ] [LOCAL     ] Saved forecast: KLXE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KLXE.txt
[2025-12-24T20:25:34.409749] [INFO ] [sig       ] [1809/3551] Completed KLXE in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-24T20:25:34.409788] [INFO ] [sig       ] [1810/3551] Forecasting KMB...
[2025-12-24T20:25:34.409819] [INFO ] [sig       ] Generating forecast for: KMB
[2025-12-24T20:25:34.409850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2025-12-24T20:25:34.422346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2025-12-24T20:25:34.422769] [INFO ] [FORECASTER] Starting predict_future for KMB
[2025-12-24T20:25:34.423614] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2025-12-24T20:25:34.423672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:34.423704] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:34.423733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:34.423791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:34.483500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:34.484309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:34.484391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:34.484424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:34.603907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:34.604042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:34.604080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:34.604109] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:34.607889] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: DOWN (p=11.28%)
[2025-12-24T20:25:34.608155] [INFO ] [FORECASTER] Completed predict_future for KMB
[2025-12-24T20:25:34.608275] [INFO ] [sig       ] KMB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:34.746845] [INFO ] [LOCAL     ] Saved forecast: KMB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KMB.txt
[2025-12-24T20:25:34.746957] [INFO ] [sig       ] [1810/3551] Completed KMB in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-24T20:25:34.746996] [INFO ] [sig       ] [1811/3551] Forecasting KMDA...
[2025-12-24T20:25:34.747026] [INFO ] [sig       ] Generating forecast for: KMDA
[2025-12-24T20:25:34.747055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2025-12-24T20:25:34.758173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2025-12-24T20:25:34.758470] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2025-12-24T20:25:34.759257] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2025-12-24T20:25:34.759335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:34.759371] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:34.759398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:34.759456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:34.814819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:34.815402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:34.815478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:34.815511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:34.941323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:34.941448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:34.941502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:34.941533] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:34.944846] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: DOWN (p=5.61%)
[2025-12-24T20:25:34.945115] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2025-12-24T20:25:34.945236] [INFO ] [sig       ] KMDA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:35.087311] [INFO ] [LOCAL     ] Saved forecast: KMDA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KMDA.txt
[2025-12-24T20:25:35.087466] [INFO ] [sig       ] [1811/3551] Completed KMDA in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-24T20:25:35.087507] [INFO ] [sig       ] [1812/3551] Forecasting KMI...
[2025-12-24T20:25:35.087538] [INFO ] [sig       ] Generating forecast for: KMI
[2025-12-24T20:25:35.087586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-12-24T20:25:35.098739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2025-12-24T20:25:35.099016] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-12-24T20:25:35.099798] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-12-24T20:25:35.099849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:35.099880] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:35.099906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:35.099963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:35.156498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:35.157090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:35.157166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:35.157199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:35.273197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:35.273333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:35.273371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:35.273399] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:35.276635] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: UP (p=56.91%)
[2025-12-24T20:25:35.276898] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-12-24T20:25:35.277017] [INFO ] [sig       ] KMI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:35.414839] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KMI.txt
[2025-12-24T20:25:35.414958] [INFO ] [sig       ] [1812/3551] Completed KMI in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-24T20:25:35.414995] [INFO ] [sig       ] [1813/3551] Forecasting KMPB...
[2025-12-24T20:25:35.415025] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-12-24T20:25:35.415055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-12-24T20:25:35.425427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2025-12-24T20:25:35.425713] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-12-24T20:25:35.426445] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-12-24T20:25:35.426497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:35.426528] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:35.426555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:35.426629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:35.482429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:35.483036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:35.483114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:35.483148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:35.588864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:35.588980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:35.589016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:35.589044] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:35.592262] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: UP (p=82.40%)
[2025-12-24T20:25:35.592519] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-12-24T20:25:35.592652] [INFO ] [sig       ] KMPB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:35.731625] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KMPB.txt
[2025-12-24T20:25:35.731747] [INFO ] [sig       ] [1813/3551] Completed KMPB in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-24T20:25:35.731785] [INFO ] [sig       ] [1814/3551] Forecasting KMX...
[2025-12-24T20:25:35.731813] [INFO ] [sig       ] Generating forecast for: KMX
[2025-12-24T20:25:35.731844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-12-24T20:25:35.743663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2025-12-24T20:25:35.743938] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-12-24T20:25:35.744905] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-12-24T20:25:35.744957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:35.744988] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:35.745014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:35.745070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:35.802331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:35.802960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:35.803037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:35.803069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:35.920321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:35.920484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:35.920526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:35.920555] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:35.923999] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: DOWN (p=0.38%)
[2025-12-24T20:25:35.924278] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-12-24T20:25:35.924407] [INFO ] [sig       ] KMX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:36.066251] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KMX.txt
[2025-12-24T20:25:36.066404] [INFO ] [sig       ] [1814/3551] Completed KMX in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-24T20:25:36.066446] [INFO ] [sig       ] [1815/3551] Forecasting KN...
[2025-12-24T20:25:36.066474] [INFO ] [sig       ] Generating forecast for: KN
[2025-12-24T20:25:36.066505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-12-24T20:25:36.078347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2025-12-24T20:25:36.078650] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-12-24T20:25:36.079413] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-12-24T20:25:36.079465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:36.079532] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:36.079561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:36.079637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:36.135733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:36.136436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:36.136515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:36.136548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:36.258551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:36.258726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:36.258766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:36.258796] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:36.262222] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: UP (p=58.63%)
[2025-12-24T20:25:36.262544] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-12-24T20:25:36.262693] [INFO ] [sig       ] KN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:36.408980] [INFO ] [LOCAL     ] Saved forecast: KN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KN.txt
[2025-12-24T20:25:36.409124] [INFO ] [sig       ] [1815/3551] Completed KN in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-24T20:25:36.409163] [INFO ] [sig       ] [1816/3551] Forecasting KNF...
[2025-12-24T20:25:36.409193] [INFO ] [sig       ] Generating forecast for: KNF
[2025-12-24T20:25:36.409223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-12-24T20:25:36.420837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2025-12-24T20:25:36.421144] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-12-24T20:25:36.421901] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-12-24T20:25:36.421952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:36.421982] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:36.422007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:36.422062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:36.478927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:36.479942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:36.480027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:36.480058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:36.600325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:36.600474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:36.600513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:36.600541] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:36.603842] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=44.83%)
[2025-12-24T20:25:36.604105] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-12-24T20:25:36.604224] [INFO ] [sig       ] KNF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:36.743993] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KNF.txt
[2025-12-24T20:25:36.744125] [INFO ] [sig       ] [1816/3551] Completed KNF in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-24T20:25:36.744163] [INFO ] [sig       ] [1817/3551] Forecasting KNOP...
[2025-12-24T20:25:36.744193] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-12-24T20:25:36.744222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-12-24T20:25:36.756509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2025-12-24T20:25:36.756845] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-12-24T20:25:36.757791] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-12-24T20:25:36.757842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:36.757874] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:36.757900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:36.757954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:36.818691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:36.819589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:36.819673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:36.819704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:36.939067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:36.939214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:36.939254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:36.939282] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:36.942630] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=13.01%)
[2025-12-24T20:25:36.942891] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-12-24T20:25:36.943008] [INFO ] [sig       ] KNOP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:37.084719] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KNOP.txt
[2025-12-24T20:25:37.084874] [INFO ] [sig       ] [1817/3551] Completed KNOP in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-24T20:25:37.084914] [INFO ] [sig       ] [1818/3551] Forecasting KNSA...
[2025-12-24T20:25:37.084944] [INFO ] [sig       ] Generating forecast for: KNSA
[2025-12-24T20:25:37.084976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2025-12-24T20:25:37.097739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2025-12-24T20:25:37.098031] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2025-12-24T20:25:37.098991] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2025-12-24T20:25:37.099041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:37.099073] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:37.099099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:37.099154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:37.155873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:37.156635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:37.156717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:37.156748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:37.280374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:37.280538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:37.280599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:37.280664] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:37.284604] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: DOWN (p=10.52%)
[2025-12-24T20:25:37.284884] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2025-12-24T20:25:37.285009] [INFO ] [sig       ] KNSA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:37.424821] [INFO ] [LOCAL     ] Saved forecast: KNSA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KNSA.txt
[2025-12-24T20:25:37.424958] [INFO ] [sig       ] [1818/3551] Completed KNSA in 0.3s | 2.87 sym/s | Total: 10.5m | ETA: 10.1m
[2025-12-24T20:25:37.424998] [INFO ] [sig       ] [1819/3551] Forecasting KNSL...
[2025-12-24T20:25:37.425034] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-12-24T20:25:37.425066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-12-24T20:25:37.437282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2025-12-24T20:25:37.437601] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-12-24T20:25:37.438329] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-12-24T20:25:37.438380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:37.438412] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:37.438439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:37.438495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:37.495202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:37.496015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:37.496096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:37.496132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:37.621172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:37.621335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:37.621386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:37.621417] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:37.624808] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: DOWN (p=6.86%)
[2025-12-24T20:25:37.625068] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-12-24T20:25:37.625188] [INFO ] [sig       ] KNSL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:37.765043] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KNSL.txt
[2025-12-24T20:25:37.765184] [INFO ] [sig       ] [1819/3551] Completed KNSL in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-24T20:25:37.765222] [INFO ] [sig       ] [1820/3551] Forecasting KNTK...
[2025-12-24T20:25:37.765251] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-12-24T20:25:37.765282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-12-24T20:25:37.777645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2025-12-24T20:25:37.778068] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-12-24T20:25:37.779184] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-12-24T20:25:37.779238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:37.779272] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:37.779332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:37.779395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:37.836782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:37.837627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:37.837710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:37.837741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:37.957093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:37.957250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:37.957291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:37.957320] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:37.960646] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: UP (p=68.92%)
[2025-12-24T20:25:37.960911] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-12-24T20:25:37.961029] [INFO ] [sig       ] KNTK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:38.101330] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KNTK.txt
[2025-12-24T20:25:38.101459] [INFO ] [sig       ] [1820/3551] Completed KNTK in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-24T20:25:38.101497] [INFO ] [sig       ] [1821/3551] Forecasting KNX...
[2025-12-24T20:25:38.101527] [INFO ] [sig       ] Generating forecast for: KNX
[2025-12-24T20:25:38.101560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-12-24T20:25:38.113224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2025-12-24T20:25:38.113538] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-12-24T20:25:38.114298] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-12-24T20:25:38.114353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:38.114384] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:38.114410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:38.114465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:38.171803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:38.172772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:38.172855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:38.172887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:38.301470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:38.301655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:38.301709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:38.301740] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:38.305265] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=12.94%)
[2025-12-24T20:25:38.305541] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-12-24T20:25:38.305684] [INFO ] [sig       ] KNX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:38.451350] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KNX.txt
[2025-12-24T20:25:38.451531] [INFO ] [sig       ] [1821/3551] Completed KNX in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-24T20:25:38.451593] [INFO ] [sig       ] [1822/3551] Forecasting KOD...
[2025-12-24T20:25:38.451625] [INFO ] [sig       ] Generating forecast for: KOD
[2025-12-24T20:25:38.451656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2025-12-24T20:25:38.464765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2025-12-24T20:25:38.465153] [INFO ] [FORECASTER] Starting predict_future for KOD
[2025-12-24T20:25:38.465960] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2025-12-24T20:25:38.466014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:38.466046] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:38.466073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:38.466130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:38.528605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:38.529491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:38.529628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:38.529665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:38.661791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:38.661946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:38.661986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:38.662033] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:38.665740] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: DOWN (p=32.89%)
[2025-12-24T20:25:38.666035] [INFO ] [FORECASTER] Completed predict_future for KOD
[2025-12-24T20:25:38.666173] [INFO ] [sig       ] KOD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:38.818744] [INFO ] [LOCAL     ] Saved forecast: KOD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KOD.txt
[2025-12-24T20:25:38.818903] [INFO ] [sig       ] [1822/3551] Completed KOD in 0.4s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-24T20:25:38.818947] [INFO ] [sig       ] [1823/3551] Forecasting KODK...
[2025-12-24T20:25:38.818978] [INFO ] [sig       ] Generating forecast for: KODK
[2025-12-24T20:25:38.819009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-12-24T20:25:38.832182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2025-12-24T20:25:38.832549] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-12-24T20:25:38.833335] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-12-24T20:25:38.833392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:38.833436] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:38.833468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:38.833526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:38.893219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:38.894095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:38.894183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:38.894216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:39.015450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:39.015621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:39.015660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:39.015689] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:39.018982] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=32.27%)
[2025-12-24T20:25:39.019251] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-12-24T20:25:39.019397] [INFO ] [sig       ] KODK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:39.161391] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KODK.txt
[2025-12-24T20:25:39.161543] [INFO ] [sig       ] [1823/3551] Completed KODK in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-24T20:25:39.161605] [INFO ] [sig       ] [1824/3551] Forecasting KOF...
[2025-12-24T20:25:39.161639] [INFO ] [sig       ] Generating forecast for: KOF
[2025-12-24T20:25:39.161671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-12-24T20:25:39.371541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2025-12-24T20:25:39.371936] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-12-24T20:25:39.372728] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-12-24T20:25:39.372781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:39.372812] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:39.372838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:39.372895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:39.431087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:39.431959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:39.432044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:39.432094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:39.557726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:39.557879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:39.557918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:39.557946] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:39.561466] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: DOWN (p=2.98%)
[2025-12-24T20:25:39.561763] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-12-24T20:25:39.561890] [INFO ] [sig       ] KOF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:39.705471] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KOF.txt
[2025-12-24T20:25:39.705638] [INFO ] [sig       ] [1824/3551] Completed KOF in 0.5s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-24T20:25:39.705679] [INFO ] [sig       ] [1825/3551] Forecasting KOP...
[2025-12-24T20:25:39.705709] [INFO ] [sig       ] Generating forecast for: KOP
[2025-12-24T20:25:39.705740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-12-24T20:25:39.717714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2025-12-24T20:25:39.718092] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-12-24T20:25:39.719077] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-12-24T20:25:39.719128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:39.719159] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:39.719186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:39.719241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:39.777891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:39.778711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:39.778846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:39.778895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:39.899447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:39.899616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:39.899656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:39.899684] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:39.903009] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: DOWN (p=25.91%)
[2025-12-24T20:25:39.903289] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-12-24T20:25:39.903411] [INFO ] [sig       ] KOP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:40.049828] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KOP.txt
[2025-12-24T20:25:40.049982] [INFO ] [sig       ] [1825/3551] Completed KOP in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-24T20:25:40.050022] [INFO ] [sig       ] [1826/3551] Forecasting KOPN...
[2025-12-24T20:25:40.050054] [INFO ] [sig       ] Generating forecast for: KOPN
[2025-12-24T20:25:40.050084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2025-12-24T20:25:40.062087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2025-12-24T20:25:40.062488] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2025-12-24T20:25:40.063266] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2025-12-24T20:25:40.063318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:40.063349] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:40.063376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:40.063444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:40.121721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:40.122556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:40.122656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:40.122688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:40.241342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:40.241501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:40.241541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:40.241593] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:40.244958] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: UP (p=53.36%)
[2025-12-24T20:25:40.245243] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2025-12-24T20:25:40.245369] [INFO ] [sig       ] KOPN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:40.389461] [INFO ] [LOCAL     ] Saved forecast: KOPN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KOPN.txt
[2025-12-24T20:25:40.389630] [INFO ] [sig       ] [1826/3551] Completed KOPN in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-24T20:25:40.389673] [INFO ] [sig       ] [1827/3551] Forecasting KOSS...
[2025-12-24T20:25:40.389703] [INFO ] [sig       ] Generating forecast for: KOSS
[2025-12-24T20:25:40.389733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2025-12-24T20:25:40.400454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2025-12-24T20:25:40.400742] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2025-12-24T20:25:40.401484] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2025-12-24T20:25:40.401535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:40.401566] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:40.401619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:40.401675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:40.460483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:40.461337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:40.461424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:40.461457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:40.577590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:40.577745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:40.577784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:40.577813] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:40.581536] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: DOWN (p=26.16%)
[2025-12-24T20:25:40.581831] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2025-12-24T20:25:40.581955] [INFO ] [sig       ] KOSS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:40.729016] [INFO ] [LOCAL     ] Saved forecast: KOSS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KOSS.txt
[2025-12-24T20:25:40.729161] [INFO ] [sig       ] [1827/3551] Completed KOSS in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-24T20:25:40.729202] [INFO ] [sig       ] [1828/3551] Forecasting KPRX...
[2025-12-24T20:25:40.729232] [INFO ] [sig       ] Generating forecast for: KPRX
[2025-12-24T20:25:40.729260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2025-12-24T20:25:40.740973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2025-12-24T20:25:40.741259] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2025-12-24T20:25:40.742120] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2025-12-24T20:25:40.742174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:40.742207] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:40.742234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:40.742291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:40.799725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:40.800318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:40.800395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:40.800427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:40.912055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:40.912186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:40.912224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:40.912254] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:40.915508] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: UP (p=94.05%)
[2025-12-24T20:25:40.915787] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2025-12-24T20:25:40.915906] [INFO ] [sig       ] KPRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:41.054958] [INFO ] [LOCAL     ] Saved forecast: KPRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KPRX.txt
[2025-12-24T20:25:41.055094] [INFO ] [sig       ] [1828/3551] Completed KPRX in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-24T20:25:41.055133] [INFO ] [sig       ] [1829/3551] Forecasting KPTI...
[2025-12-24T20:25:41.055163] [INFO ] [sig       ] Generating forecast for: KPTI
[2025-12-24T20:25:41.055193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2025-12-24T20:25:41.066967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2025-12-24T20:25:41.067289] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2025-12-24T20:25:41.068126] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2025-12-24T20:25:41.068179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:41.068211] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:41.068238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:41.068295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:41.124451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:41.125051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:41.125127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:41.125159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:41.242624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:41.242759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:41.242797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:41.242825] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:41.246067] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: UP (p=69.13%)
[2025-12-24T20:25:41.246328] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2025-12-24T20:25:41.246446] [INFO ] [sig       ] KPTI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:41.387597] [INFO ] [LOCAL     ] Saved forecast: KPTI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KPTI.txt
[2025-12-24T20:25:41.387719] [INFO ] [sig       ] [1829/3551] Completed KPTI in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-24T20:25:41.387757] [INFO ] [sig       ] [1830/3551] Forecasting KRC...
[2025-12-24T20:25:41.387787] [INFO ] [sig       ] Generating forecast for: KRC
[2025-12-24T20:25:41.387824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-12-24T20:25:41.399376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2025-12-24T20:25:41.399928] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-12-24T20:25:41.400760] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-12-24T20:25:41.400813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:41.400846] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:41.400875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:41.400932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:41.462857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:41.463885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:41.463982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:41.464017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:41.587924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:41.588068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:41.588114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:41.588144] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:41.591477] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: DOWN (p=9.33%)
[2025-12-24T20:25:41.591766] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-12-24T20:25:41.591889] [INFO ] [sig       ] KRC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:41.731013] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KRC.txt
[2025-12-24T20:25:41.731150] [INFO ] [sig       ] [1830/3551] Completed KRC in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-24T20:25:41.731189] [INFO ] [sig       ] [1831/3551] Forecasting KREF...
[2025-12-24T20:25:41.731219] [INFO ] [sig       ] Generating forecast for: KREF
[2025-12-24T20:25:41.731264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-12-24T20:25:41.743011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2025-12-24T20:25:41.743351] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-12-24T20:25:41.744217] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-12-24T20:25:41.744268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:41.744300] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:41.744326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:41.744390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:41.800324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:41.801037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:41.801118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:41.801150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:41.916044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:41.916214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:41.916253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:41.916282] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:41.919769] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=60.06%)
[2025-12-24T20:25:41.920030] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-12-24T20:25:41.920151] [INFO ] [sig       ] KREF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:42.063359] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KREF.txt
[2025-12-24T20:25:42.063490] [INFO ] [sig       ] [1831/3551] Completed KREF in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-24T20:25:42.063528] [INFO ] [sig       ] [1832/3551] Forecasting KRG...
[2025-12-24T20:25:42.063558] [INFO ] [sig       ] Generating forecast for: KRG
[2025-12-24T20:25:42.063642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-12-24T20:25:42.074896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2025-12-24T20:25:42.075172] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-12-24T20:25:42.075930] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-12-24T20:25:42.075981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:42.076037] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:42.076066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:42.076123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:42.133591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:42.134190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:42.134267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:42.134305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:42.257564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:42.257718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:42.257763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:42.257792] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:42.261174] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: DOWN (p=13.79%)
[2025-12-24T20:25:42.261435] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-12-24T20:25:42.261562] [INFO ] [sig       ] KRG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:42.400865] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KRG.txt
[2025-12-24T20:25:42.400976] [INFO ] [sig       ] [1832/3551] Completed KRG in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-24T20:25:42.401015] [INFO ] [sig       ] [1833/3551] Forecasting KRMD...
[2025-12-24T20:25:42.401044] [INFO ] [sig       ] Generating forecast for: KRMD
[2025-12-24T20:25:42.401074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2025-12-24T20:25:42.412998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2025-12-24T20:25:42.413288] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2025-12-24T20:25:42.414235] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2025-12-24T20:25:42.414285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:42.414315] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:42.414341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:42.414396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:42.471420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:42.472050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:42.472128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:42.472160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:42.591350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:42.591456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:42.591493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:42.591521] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:42.594759] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: UP (p=71.61%)
[2025-12-24T20:25:42.595019] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2025-12-24T20:25:42.595136] [INFO ] [sig       ] KRMD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:42.796619] [INFO ] [LOCAL     ] Saved forecast: KRMD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KRMD.txt
[2025-12-24T20:25:42.796773] [INFO ] [sig       ] [1833/3551] Completed KRMD in 0.4s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-24T20:25:42.796815] [INFO ] [sig       ] [1834/3551] Forecasting KRNY...
[2025-12-24T20:25:42.796845] [INFO ] [sig       ] Generating forecast for: KRNY
[2025-12-24T20:25:42.796875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2025-12-24T20:25:42.808524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2025-12-24T20:25:42.808922] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2025-12-24T20:25:42.809762] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2025-12-24T20:25:42.809817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:42.809849] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:42.809876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:42.809933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:42.865680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:42.866507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:42.866610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:42.866645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:42.986866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:42.987036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:42.987077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:42.987105] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:42.990512] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: UP (p=97.06%)
[2025-12-24T20:25:42.990794] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2025-12-24T20:25:42.990916] [INFO ] [sig       ] KRNY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:43.129066] [INFO ] [LOCAL     ] Saved forecast: KRNY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KRNY.txt
[2025-12-24T20:25:43.129191] [INFO ] [sig       ] [1834/3551] Completed KRNY in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-24T20:25:43.129230] [INFO ] [sig       ] [1835/3551] Forecasting KRO...
[2025-12-24T20:25:43.129258] [INFO ] [sig       ] Generating forecast for: KRO
[2025-12-24T20:25:43.129302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-12-24T20:25:43.140832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2025-12-24T20:25:43.141125] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-12-24T20:25:43.141879] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-12-24T20:25:43.141930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:43.141962] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:43.141988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:43.142043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:43.197207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:43.197969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:43.198050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:43.198082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:43.326706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:43.326870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:43.326910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:43.326985] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:43.330317] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: DOWN (p=16.76%)
[2025-12-24T20:25:43.330597] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-12-24T20:25:43.330720] [INFO ] [sig       ] KRO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:43.471222] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KRO.txt
[2025-12-24T20:25:43.471375] [INFO ] [sig       ] [1835/3551] Completed KRO in 0.3s | 2.87 sym/s | Total: 10.6m | ETA: 10.0m
[2025-12-24T20:25:43.471424] [INFO ] [sig       ] [1836/3551] Forecasting KROS...
[2025-12-24T20:25:43.471457] [INFO ] [sig       ] Generating forecast for: KROS
[2025-12-24T20:25:43.471486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2025-12-24T20:25:43.482486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2025-12-24T20:25:43.482810] [INFO ] [FORECASTER] Starting predict_future for KROS
[2025-12-24T20:25:43.483564] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2025-12-24T20:25:43.483634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:43.483665] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:43.483692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:43.483748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:43.539256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:43.539998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:43.540080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:43.540112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:43.661483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:43.661630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:43.661669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:43.661696] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:43.664913] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: UP (p=81.64%)
[2025-12-24T20:25:43.665176] [INFO ] [FORECASTER] Completed predict_future for KROS
[2025-12-24T20:25:43.665296] [INFO ] [sig       ] KROS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:43.809209] [INFO ] [LOCAL     ] Saved forecast: KROS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KROS.txt
[2025-12-24T20:25:43.809376] [INFO ] [sig       ] [1836/3551] Completed KROS in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-24T20:25:43.809419] [INFO ] [sig       ] [1837/3551] Forecasting KRP...
[2025-12-24T20:25:43.809450] [INFO ] [sig       ] Generating forecast for: KRP
[2025-12-24T20:25:43.809481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-12-24T20:25:43.821109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRP'.
[2025-12-24T20:25:43.821388] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-12-24T20:25:43.822148] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-12-24T20:25:43.822199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:43.822230] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:43.822257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:43.822314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:43.878326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:43.878928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:43.879008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:43.879040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:43.997032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:43.997160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:43.997199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:43.997228] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:44.004056] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: UP (p=69.98%)
[2025-12-24T20:25:44.004355] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-12-24T20:25:44.004477] [INFO ] [sig       ] KRP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:44.148285] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KRP.txt
[2025-12-24T20:25:44.148400] [INFO ] [sig       ] [1837/3551] Completed KRP in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-24T20:25:44.148439] [INFO ] [sig       ] [1838/3551] Forecasting KRRO...
[2025-12-24T20:25:44.148468] [INFO ] [sig       ] Generating forecast for: KRRO
[2025-12-24T20:25:44.148499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2025-12-24T20:25:44.159930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2025-12-24T20:25:44.160238] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2025-12-24T20:25:44.161008] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2025-12-24T20:25:44.161059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:44.161090] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:44.161117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:44.161172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:44.217944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:44.218531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:44.218638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:44.218673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:44.340658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:44.340779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:44.340816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:44.340844] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:44.344019] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: DOWN (p=12.00%)
[2025-12-24T20:25:44.344278] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2025-12-24T20:25:44.344395] [INFO ] [sig       ] KRRO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:44.486245] [INFO ] [LOCAL     ] Saved forecast: KRRO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KRRO.txt
[2025-12-24T20:25:44.486378] [INFO ] [sig       ] [1838/3551] Completed KRRO in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-24T20:25:44.486416] [INFO ] [sig       ] [1839/3551] Forecasting KRUS...
[2025-12-24T20:25:44.486445] [INFO ] [sig       ] Generating forecast for: KRUS
[2025-12-24T20:25:44.486476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2025-12-24T20:25:44.497469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2025-12-24T20:25:44.497764] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2025-12-24T20:25:44.498498] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2025-12-24T20:25:44.498560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:44.498620] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:44.498649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:44.498705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:44.556908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:44.557497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:44.557590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:44.557626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:44.671174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:44.671298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:44.671336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:44.671365] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:44.674546] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: DOWN (p=37.97%)
[2025-12-24T20:25:44.674825] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2025-12-24T20:25:44.674948] [INFO ] [sig       ] KRUS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:44.822169] [INFO ] [LOCAL     ] Saved forecast: KRUS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KRUS.txt
[2025-12-24T20:25:44.822305] [INFO ] [sig       ] [1839/3551] Completed KRUS in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-24T20:25:44.822356] [INFO ] [sig       ] [1840/3551] Forecasting KRYS...
[2025-12-24T20:25:44.822391] [INFO ] [sig       ] Generating forecast for: KRYS
[2025-12-24T20:25:44.822420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2025-12-24T20:25:44.834750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2025-12-24T20:25:44.835022] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2025-12-24T20:25:44.835790] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2025-12-24T20:25:44.835842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:44.835873] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:44.835900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:44.835956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:44.892697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:44.893340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:44.893423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:44.893455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:45.014248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:45.014398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:45.014436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:45.014465] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:45.017826] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: UP (p=78.28%)
[2025-12-24T20:25:45.018091] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2025-12-24T20:25:45.018210] [INFO ] [sig       ] KRYS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:45.159799] [INFO ] [LOCAL     ] Saved forecast: KRYS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KRYS.txt
[2025-12-24T20:25:45.159933] [INFO ] [sig       ] [1840/3551] Completed KRYS in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-24T20:25:45.159972] [INFO ] [sig       ] [1841/3551] Forecasting KSCP...
[2025-12-24T20:25:45.160001] [INFO ] [sig       ] Generating forecast for: KSCP
[2025-12-24T20:25:45.160031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2025-12-24T20:25:45.171429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2025-12-24T20:25:45.171743] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2025-12-24T20:25:45.172488] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2025-12-24T20:25:45.172539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:45.172570] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:45.172620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:45.172676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:45.229088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:45.229861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:45.229941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:45.229973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:45.352150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:45.352299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:45.352338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:45.352366] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:45.355886] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: UP (p=97.67%)
[2025-12-24T20:25:45.356147] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2025-12-24T20:25:45.356268] [INFO ] [sig       ] KSCP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:45.499802] [INFO ] [LOCAL     ] Saved forecast: KSCP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KSCP.txt
[2025-12-24T20:25:45.499962] [INFO ] [sig       ] [1841/3551] Completed KSCP in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-24T20:25:45.500007] [INFO ] [sig       ] [1842/3551] Forecasting KSPI...
[2025-12-24T20:25:45.500037] [INFO ] [sig       ] Generating forecast for: KSPI
[2025-12-24T20:25:45.500067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2025-12-24T20:25:45.511785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2025-12-24T20:25:45.512084] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2025-12-24T20:25:45.512884] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2025-12-24T20:25:45.512935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:45.512966] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:45.512993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:45.513049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:45.570374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:45.571315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:45.571438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:45.571479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:45.690345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:45.690504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:45.690550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:45.690601] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:45.694015] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: DOWN (p=6.10%)
[2025-12-24T20:25:45.694279] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2025-12-24T20:25:45.694396] [INFO ] [sig       ] KSPI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:45.837880] [INFO ] [LOCAL     ] Saved forecast: KSPI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KSPI.txt
[2025-12-24T20:25:45.838007] [INFO ] [sig       ] [1842/3551] Completed KSPI in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-24T20:25:45.838071] [INFO ] [sig       ] [1843/3551] Forecasting KSS...
[2025-12-24T20:25:45.838105] [INFO ] [sig       ] Generating forecast for: KSS
[2025-12-24T20:25:45.838134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-12-24T20:25:45.850340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2025-12-24T20:25:45.850804] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-12-24T20:25:45.851536] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-12-24T20:25:45.851799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:45.851835] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:45.851861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:45.851917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:45.908535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:45.909314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:45.909394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:45.909427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:46.030820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:46.030976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:46.031014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:46.031043] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:46.034359] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=8.51%)
[2025-12-24T20:25:46.034647] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-12-24T20:25:46.034767] [INFO ] [sig       ] KSS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:46.178136] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KSS.txt
[2025-12-24T20:25:46.178279] [INFO ] [sig       ] [1843/3551] Completed KSS in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-24T20:25:46.178319] [INFO ] [sig       ] [1844/3551] Forecasting KTB...
[2025-12-24T20:25:46.178347] [INFO ] [sig       ] Generating forecast for: KTB
[2025-12-24T20:25:46.178377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-12-24T20:25:46.190085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2025-12-24T20:25:46.190405] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-12-24T20:25:46.191170] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-12-24T20:25:46.191222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:46.191253] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:46.191280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:46.191338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:46.251368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:46.252164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:46.252246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:46.252279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:46.376192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:46.376344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:46.376385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:46.376414] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:46.379871] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: UP (p=68.93%)
[2025-12-24T20:25:46.380158] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-12-24T20:25:46.380283] [INFO ] [sig       ] KTB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:46.523693] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KTB.txt
[2025-12-24T20:25:46.523853] [INFO ] [sig       ] [1844/3551] Completed KTB in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-24T20:25:46.523895] [INFO ] [sig       ] [1845/3551] Forecasting KTCC...
[2025-12-24T20:25:46.523924] [INFO ] [sig       ] Generating forecast for: KTCC
[2025-12-24T20:25:46.523954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2025-12-24T20:25:46.534609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2025-12-24T20:25:46.535112] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2025-12-24T20:25:46.535903] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2025-12-24T20:25:46.535955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:46.535987] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:46.536013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:46.536069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:46.593606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:46.594712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:46.594799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:46.594831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:46.700872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:46.701026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:46.701067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:46.701096] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:46.704452] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: DOWN (p=34.71%)
[2025-12-24T20:25:46.704739] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2025-12-24T20:25:46.704863] [INFO ] [sig       ] KTCC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:46.846159] [INFO ] [LOCAL     ] Saved forecast: KTCC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KTCC.txt
[2025-12-24T20:25:46.846313] [INFO ] [sig       ] [1845/3551] Completed KTCC in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-24T20:25:46.846353] [INFO ] [sig       ] [1846/3551] Forecasting KTF...
[2025-12-24T20:25:46.846383] [INFO ] [sig       ] Generating forecast for: KTF
[2025-12-24T20:25:46.846417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-12-24T20:25:46.858644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2025-12-24T20:25:46.858921] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-12-24T20:25:46.859723] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-12-24T20:25:46.859782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:46.859813] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:46.859839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:46.859899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:46.916627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:46.917244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:46.917320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:46.917352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:47.043111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:47.043276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:47.043334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:47.043364] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:47.046830] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-12-24T20:25:47.047100] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-12-24T20:25:47.047230] [INFO ] [sig       ] KTF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:47.187292] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KTF.txt
[2025-12-24T20:25:47.187413] [INFO ] [sig       ] [1846/3551] Completed KTF in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-24T20:25:47.187452] [INFO ] [sig       ] [1847/3551] Forecasting KURA...
[2025-12-24T20:25:47.187481] [INFO ] [sig       ] Generating forecast for: KURA
[2025-12-24T20:25:47.187510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2025-12-24T20:25:47.198698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2025-12-24T20:25:47.198974] [INFO ] [FORECASTER] Starting predict_future for KURA
[2025-12-24T20:25:47.199751] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2025-12-24T20:25:47.199803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:47.199833] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:47.199861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:47.199916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:47.259631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:47.260377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:47.260458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:47.260492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:47.380824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:47.380964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:47.381005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:47.381034] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:47.384318] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: UP (p=93.93%)
[2025-12-24T20:25:47.384600] [INFO ] [FORECASTER] Completed predict_future for KURA
[2025-12-24T20:25:47.384722] [INFO ] [sig       ] KURA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:47.526462] [INFO ] [LOCAL     ] Saved forecast: KURA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KURA.txt
[2025-12-24T20:25:47.526609] [INFO ] [sig       ] [1847/3551] Completed KURA in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-24T20:25:47.526651] [INFO ] [sig       ] [1848/3551] Forecasting KVHI...
[2025-12-24T20:25:47.526681] [INFO ] [sig       ] Generating forecast for: KVHI
[2025-12-24T20:25:47.526714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2025-12-24T20:25:47.538014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2025-12-24T20:25:47.538292] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2025-12-24T20:25:47.539043] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2025-12-24T20:25:47.539093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:47.539124] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:47.539151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:47.539206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:47.595971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:47.596678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:47.596757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:47.596790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:47.715123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:47.715284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:47.715323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:47.715351] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:47.719037] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: UP (p=68.05%)
[2025-12-24T20:25:47.719324] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2025-12-24T20:25:47.719455] [INFO ] [sig       ] KVHI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:47.862621] [INFO ] [LOCAL     ] Saved forecast: KVHI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KVHI.txt
[2025-12-24T20:25:47.862754] [INFO ] [sig       ] [1848/3551] Completed KVHI in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-24T20:25:47.862794] [INFO ] [sig       ] [1849/3551] Forecasting KVUE...
[2025-12-24T20:25:47.862831] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-12-24T20:25:47.862861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-12-24T20:25:47.875504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVUE'.
[2025-12-24T20:25:47.875814] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-12-24T20:25:47.876549] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-12-24T20:25:47.876620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:47.876678] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:47.876885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:47.876942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:47.934953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:47.935698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:47.935777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:47.935809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:48.052144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:48.052294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:48.052334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:48.052362] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:48.056011] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=32.42%)
[2025-12-24T20:25:48.056271] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-12-24T20:25:48.056391] [INFO ] [sig       ] KVUE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:48.200432] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KVUE.txt
[2025-12-24T20:25:48.200594] [INFO ] [sig       ] [1849/3551] Completed KVUE in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-24T20:25:48.200636] [INFO ] [sig       ] [1850/3551] Forecasting KVYO...
[2025-12-24T20:25:48.200666] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-12-24T20:25:48.200696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-12-24T20:25:48.212832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2025-12-24T20:25:48.213120] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-12-24T20:25:48.213895] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-12-24T20:25:48.213946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:48.213990] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:48.214018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:48.214074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:48.274131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:48.274841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:48.274926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:48.274973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:48.399833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:48.399984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:48.400026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:48.400057] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:48.403501] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: UP (p=76.77%)
[2025-12-24T20:25:48.403793] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-12-24T20:25:48.403933] [INFO ] [sig       ] KVYO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:48.551042] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KVYO.txt
[2025-12-24T20:25:48.551194] [INFO ] [sig       ] [1850/3551] Completed KVYO in 0.4s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-24T20:25:48.551235] [INFO ] [sig       ] [1851/3551] Forecasting KYN...
[2025-12-24T20:25:48.551265] [INFO ] [sig       ] Generating forecast for: KYN
[2025-12-24T20:25:48.551294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-12-24T20:25:48.563040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2025-12-24T20:25:48.563316] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-12-24T20:25:48.564067] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-12-24T20:25:48.564119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:48.564151] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:48.564178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:48.564235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:48.622891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:48.623618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:48.623698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:48.623732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:48.743947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:48.744099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:48.744140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:48.744169] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:48.747477] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-12-24T20:25:48.747759] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-12-24T20:25:48.747878] [INFO ] [sig       ] KYN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:48.889354] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KYN.txt
[2025-12-24T20:25:48.889490] [INFO ] [sig       ] [1851/3551] Completed KYN in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-24T20:25:48.889529] [INFO ] [sig       ] [1852/3551] Forecasting KYTX...
[2025-12-24T20:25:48.889558] [INFO ] [sig       ] Generating forecast for: KYTX
[2025-12-24T20:25:48.889607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2025-12-24T20:25:48.901453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2025-12-24T20:25:48.901789] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2025-12-24T20:25:48.902528] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2025-12-24T20:25:48.902605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:48.902640] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:48.902667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:48.902723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:48.959397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:48.960238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:48.960317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:48.960349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:49.080199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:49.080357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:49.080395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:49.080455] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:49.083762] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: DOWN (p=11.95%)
[2025-12-24T20:25:49.084023] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2025-12-24T20:25:49.084141] [INFO ] [sig       ] KYTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:49.229332] [INFO ] [LOCAL     ] Saved forecast: KYTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/KYTX.txt
[2025-12-24T20:25:49.229470] [INFO ] [sig       ] [1852/3551] Completed KYTX in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.9m
[2025-12-24T20:25:49.229510] [INFO ] [sig       ] [1853/3551] Forecasting KZIA...
[2025-12-24T20:25:49.229539] [INFO ] [sig       ] Generating forecast for: KZIA
[2025-12-24T20:25:49.229584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2025-12-24T20:25:49.242064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2025-12-24T20:25:49.242337] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2025-12-24T20:25:49.243124] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2025-12-24T20:25:49.243175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:49.243206] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:49.243233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:49.243296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:49.300540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:49.301267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:49.301361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:49.301395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:49.418824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:49.418980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:49.419019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:49.419047] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:49.422787] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: UP (p=73.29%)
[2025-12-24T20:25:49.423052] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2025-12-24T20:25:49.423172] [INFO ] [sig       ] KZIA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:49.565442] [INFO ] [LOCAL     ] Saved forecast: KZIA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/KZIA.txt
[2025-12-24T20:25:49.565591] [INFO ] [sig       ] [1853/3551] Completed KZIA in 0.3s | 2.87 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-24T20:25:49.565632] [INFO ] [sig       ] [1854/3551] Forecasting L...
[2025-12-24T20:25:49.565668] [INFO ] [sig       ] Generating forecast for: L
[2025-12-24T20:25:49.565699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-12-24T20:25:49.577977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2025-12-24T20:25:49.578254] [INFO ] [FORECASTER] Starting predict_future for L
[2025-12-24T20:25:49.579007] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-12-24T20:25:49.579058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:49.579090] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:49.579116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:49.579173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:49.636247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:49.637013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:49.637094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:49.637126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:49.755363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:49.755516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:49.755555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:49.755603] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:49.758910] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-12-24T20:25:49.759171] [INFO ] [FORECASTER] Completed predict_future for L
[2025-12-24T20:25:49.759310] [INFO ] [sig       ] L: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:49.906284] [INFO ] [LOCAL     ] Saved forecast: L	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/L.txt
[2025-12-24T20:25:49.906436] [INFO ] [sig       ] [1854/3551] Completed L in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-24T20:25:49.906477] [INFO ] [sig       ] [1855/3551] Forecasting LAB...
[2025-12-24T20:25:49.906506] [INFO ] [sig       ] Generating forecast for: LAB
[2025-12-24T20:25:49.906536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2025-12-24T20:25:49.918405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2025-12-24T20:25:49.918709] [INFO ] [FORECASTER] Starting predict_future for LAB
[2025-12-24T20:25:49.919473] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2025-12-24T20:25:49.919528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:49.919559] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:49.919607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:49.919665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:49.976431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:49.977065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:49.977145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:49.977177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:50.097370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:50.097526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:50.097564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:50.097613] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:50.100950] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: DOWN (p=18.62%)
[2025-12-24T20:25:50.101217] [INFO ] [FORECASTER] Completed predict_future for LAB
[2025-12-24T20:25:50.101337] [INFO ] [sig       ] LAB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:50.243567] [INFO ] [LOCAL     ] Saved forecast: LAB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LAB.txt
[2025-12-24T20:25:50.243714] [INFO ] [sig       ] [1855/3551] Completed LAB in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-24T20:25:50.243753] [INFO ] [sig       ] [1856/3551] Forecasting LAC...
[2025-12-24T20:25:50.243782] [INFO ] [sig       ] Generating forecast for: LAC
[2025-12-24T20:25:50.243812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-12-24T20:25:50.254989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2025-12-24T20:25:50.255308] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-12-24T20:25:50.256070] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-12-24T20:25:50.256120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:50.256152] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:50.256178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:50.256234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:50.312790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:50.313513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:50.313611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:50.313646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:50.433191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:50.433341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:50.433379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:50.433409] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:50.436739] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: UP (p=80.50%)
[2025-12-24T20:25:50.437003] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-12-24T20:25:50.437119] [INFO ] [sig       ] LAC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:50.576489] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LAC.txt
[2025-12-24T20:25:50.576639] [INFO ] [sig       ] [1856/3551] Completed LAC in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-24T20:25:50.576680] [INFO ] [sig       ] [1857/3551] Forecasting LAD...
[2025-12-24T20:25:50.576709] [INFO ] [sig       ] Generating forecast for: LAD
[2025-12-24T20:25:50.576739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-12-24T20:25:50.588501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2025-12-24T20:25:50.588791] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-12-24T20:25:50.589546] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-12-24T20:25:50.589612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:50.589644] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:50.589671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:50.589726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:50.648696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:50.649494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:50.649590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:50.649624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:50.762830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:50.762984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:50.763025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:50.763070] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:50.766365] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=17.63%)
[2025-12-24T20:25:50.766645] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-12-24T20:25:50.766769] [INFO ] [sig       ] LAD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:50.905704] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LAD.txt
[2025-12-24T20:25:50.905840] [INFO ] [sig       ] [1857/3551] Completed LAD in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-24T20:25:50.905880] [INFO ] [sig       ] [1858/3551] Forecasting LAES...
[2025-12-24T20:25:50.905909] [INFO ] [sig       ] Generating forecast for: LAES
[2025-12-24T20:25:50.905938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2025-12-24T20:25:50.918347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2025-12-24T20:25:50.918665] [INFO ] [FORECASTER] Starting predict_future for LAES
[2025-12-24T20:25:50.919437] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2025-12-24T20:25:50.919491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:50.919526] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:50.919552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:50.919644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:50.975558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:50.976344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:50.976425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:50.976457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:51.093282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:51.093436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:51.093478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:51.093509] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:51.096969] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: UP (p=80.92%)
[2025-12-24T20:25:51.097242] [INFO ] [FORECASTER] Completed predict_future for LAES
[2025-12-24T20:25:51.097367] [INFO ] [sig       ] LAES: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:51.243041] [INFO ] [LOCAL     ] Saved forecast: LAES	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LAES.txt
[2025-12-24T20:25:51.243175] [INFO ] [sig       ] [1858/3551] Completed LAES in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-24T20:25:51.243215] [INFO ] [sig       ] [1859/3551] Forecasting LAKE...
[2025-12-24T20:25:51.243246] [INFO ] [sig       ] Generating forecast for: LAKE
[2025-12-24T20:25:51.243277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'.
[2025-12-24T20:25:51.254867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAKE'.
[2025-12-24T20:25:51.255164] [INFO ] [FORECASTER] Starting predict_future for LAKE
[2025-12-24T20:25:51.255917] [DEBUG] [LOCAL     ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt
[2025-12-24T20:25:51.255968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:51.255999] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:51.256026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:51.256082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:51.314055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:51.314799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:51.314907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:51.314956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:51.437023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:51.437185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:51.437237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:51.437268] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:51.440844] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: UP (p=98.10%)
[2025-12-24T20:25:51.441121] [INFO ] [FORECASTER] Completed predict_future for LAKE
[2025-12-24T20:25:51.441246] [INFO ] [sig       ] LAKE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:51.584684] [INFO ] [LOCAL     ] Saved forecast: LAKE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LAKE.txt
[2025-12-24T20:25:51.584823] [INFO ] [sig       ] [1859/3551] Completed LAKE in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-24T20:25:51.584861] [INFO ] [sig       ] [1860/3551] Forecasting LAND...
[2025-12-24T20:25:51.584892] [INFO ] [sig       ] Generating forecast for: LAND
[2025-12-24T20:25:51.584930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2025-12-24T20:25:51.596648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2025-12-24T20:25:51.596935] [INFO ] [FORECASTER] Starting predict_future for LAND
[2025-12-24T20:25:51.597703] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2025-12-24T20:25:51.597754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:51.597785] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:51.597812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:51.597868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:51.655492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:51.656280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:51.656362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:51.656396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:51.777361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:51.777509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:51.777551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:51.777597] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:51.780899] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: UP (p=54.52%)
[2025-12-24T20:25:51.781163] [INFO ] [FORECASTER] Completed predict_future for LAND
[2025-12-24T20:25:51.781280] [INFO ] [sig       ] LAND: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:51.925616] [INFO ] [LOCAL     ] Saved forecast: LAND	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LAND.txt
[2025-12-24T20:25:51.925761] [INFO ] [sig       ] [1860/3551] Completed LAND in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-24T20:25:51.925801] [INFO ] [sig       ] [1861/3551] Forecasting LANDO...
[2025-12-24T20:25:51.926027] [INFO ] [sig       ] Generating forecast for: LANDO
[2025-12-24T20:25:51.926057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2025-12-24T20:25:51.937319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2025-12-24T20:25:51.937604] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2025-12-24T20:25:51.938338] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2025-12-24T20:25:51.938388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:51.938419] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:51.938446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:51.938514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:51.997913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:51.998672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:51.998755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:51.998787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:52.112584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:52.112763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:52.112803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:52.112832] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:52.116214] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: UP (p=74.78%)
[2025-12-24T20:25:52.116483] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2025-12-24T20:25:52.116623] [INFO ] [sig       ] LANDO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:52.263593] [INFO ] [LOCAL     ] Saved forecast: LANDO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LANDO.txt
[2025-12-24T20:25:52.263725] [INFO ] [sig       ] [1861/3551] Completed LANDO in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-24T20:25:52.263765] [INFO ] [sig       ] [1862/3551] Forecasting LANDP...
[2025-12-24T20:25:52.263794] [INFO ] [sig       ] Generating forecast for: LANDP
[2025-12-24T20:25:52.263824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2025-12-24T20:25:52.275476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2025-12-24T20:25:52.275970] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2025-12-24T20:25:52.276735] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2025-12-24T20:25:52.276943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:52.276976] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:52.277002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:52.277058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:52.337046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:52.338029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:52.338111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:52.338143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:52.451703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:52.452049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:52.452088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:52.452118] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:52.455542] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: UP (p=90.36%)
[2025-12-24T20:25:52.455829] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2025-12-24T20:25:52.455945] [INFO ] [sig       ] LANDP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:52.597265] [INFO ] [LOCAL     ] Saved forecast: LANDP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LANDP.txt
[2025-12-24T20:25:52.597400] [INFO ] [sig       ] [1862/3551] Completed LANDP in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-24T20:25:52.597440] [INFO ] [sig       ] [1863/3551] Forecasting LASE...
[2025-12-24T20:25:52.597471] [INFO ] [sig       ] Generating forecast for: LASE
[2025-12-24T20:25:52.597501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'.
[2025-12-24T20:25:52.609773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LASE'.
[2025-12-24T20:25:52.610065] [INFO ] [FORECASTER] Starting predict_future for LASE
[2025-12-24T20:25:52.610871] [DEBUG] [LOCAL     ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt
[2025-12-24T20:25:52.610921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:52.610953] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:52.610979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:52.611034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:52.669126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:52.669858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:52.669937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:52.669970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:52.786836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:52.786987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:52.787025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:52.787055] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:52.790362] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: DOWN (p=32.26%)
[2025-12-24T20:25:52.790645] [INFO ] [FORECASTER] Completed predict_future for LASE
[2025-12-24T20:25:52.790768] [INFO ] [sig       ] LASE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:52.935531] [INFO ] [LOCAL     ] Saved forecast: LASE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LASE.txt
[2025-12-24T20:25:52.935683] [INFO ] [sig       ] [1863/3551] Completed LASE in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-24T20:25:52.935724] [INFO ] [sig       ] [1864/3551] Forecasting LAZ...
[2025-12-24T20:25:52.935754] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-12-24T20:25:52.935784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-12-24T20:25:52.948358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2025-12-24T20:25:52.948776] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-12-24T20:25:52.949565] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-12-24T20:25:52.949634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:52.949667] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:52.949693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:52.949748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:53.008063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:53.008963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:53.009048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:53.009080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:53.137709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:53.137887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:53.137947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:53.137985] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:53.142964] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: DOWN (p=45.90%)
[2025-12-24T20:25:53.143555] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-12-24T20:25:53.143782] [INFO ] [sig       ] LAZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:53.306177] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LAZ.txt
[2025-12-24T20:25:53.306327] [INFO ] [sig       ] [1864/3551] Completed LAZ in 0.4s | 2.87 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-24T20:25:53.306367] [INFO ] [sig       ] [1865/3551] Forecasting LBRDA...
[2025-12-24T20:25:53.306397] [INFO ] [sig       ] Generating forecast for: LBRDA
[2025-12-24T20:25:53.306434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2025-12-24T20:25:53.317946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2025-12-24T20:25:53.318267] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2025-12-24T20:25:53.319061] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2025-12-24T20:25:53.319113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:53.319145] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:53.319172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:53.319227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:53.375276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:53.376135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:53.376221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:53.376254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:53.498234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:53.498390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:53.498432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:53.498461] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:53.501997] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: DOWN (p=27.34%)
[2025-12-24T20:25:53.502281] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2025-12-24T20:25:53.502404] [INFO ] [sig       ] LBRDA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:53.648589] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LBRDA.txt
[2025-12-24T20:25:53.648741] [INFO ] [sig       ] [1865/3551] Completed LBRDA in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-24T20:25:53.648781] [INFO ] [sig       ] [1866/3551] Forecasting LBRDK...
[2025-12-24T20:25:53.648999] [INFO ] [sig       ] Generating forecast for: LBRDK
[2025-12-24T20:25:53.649029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2025-12-24T20:25:53.661148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2025-12-24T20:25:53.661470] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2025-12-24T20:25:53.662271] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2025-12-24T20:25:53.662360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:53.662393] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:53.662420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:53.662476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:53.718534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:53.719335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:53.719419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:53.719452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:53.840520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:53.840686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:53.840725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:53.840753] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:53.844082] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: DOWN (p=25.79%)
[2025-12-24T20:25:53.844351] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2025-12-24T20:25:53.844469] [INFO ] [sig       ] LBRDK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:53.986404] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LBRDK.txt
[2025-12-24T20:25:53.986592] [INFO ] [sig       ] [1866/3551] Completed LBRDK in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-24T20:25:53.986637] [INFO ] [sig       ] [1867/3551] Forecasting LBTYA...
[2025-12-24T20:25:53.986666] [INFO ] [sig       ] Generating forecast for: LBTYA
[2025-12-24T20:25:53.986695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2025-12-24T20:25:53.998958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2025-12-24T20:25:53.999343] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2025-12-24T20:25:54.000130] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2025-12-24T20:25:54.000182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:54.000213] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:54.000239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:54.000294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:54.056203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:54.057096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:54.057184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:54.057217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:54.177068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:54.177227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:54.177267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:54.177296] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:54.180740] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: UP (p=54.46%)
[2025-12-24T20:25:54.181041] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2025-12-24T20:25:54.181174] [INFO ] [sig       ] LBTYA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:54.329652] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LBTYA.txt
[2025-12-24T20:25:54.329812] [INFO ] [sig       ] [1867/3551] Completed LBTYA in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-24T20:25:54.329853] [INFO ] [sig       ] [1868/3551] Forecasting LBTYK...
[2025-12-24T20:25:54.329883] [INFO ] [sig       ] Generating forecast for: LBTYK
[2025-12-24T20:25:54.329912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2025-12-24T20:25:54.341989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2025-12-24T20:25:54.342357] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2025-12-24T20:25:54.343144] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2025-12-24T20:25:54.343196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:54.343252] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:54.343280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:54.343336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:54.400964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:54.401877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:54.401965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:54.401996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:54.526526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:54.526708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:54.526750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:54.526796] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:54.530297] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: UP (p=85.58%)
[2025-12-24T20:25:54.530618] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2025-12-24T20:25:54.530751] [INFO ] [sig       ] LBTYK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:54.681329] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LBTYK.txt
[2025-12-24T20:25:54.681484] [INFO ] [sig       ] [1868/3551] Completed LBTYK in 0.4s | 2.87 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-24T20:25:54.681525] [INFO ] [sig       ] [1869/3551] Forecasting LC...
[2025-12-24T20:25:54.681555] [INFO ] [sig       ] Generating forecast for: LC
[2025-12-24T20:25:54.681606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-12-24T20:25:54.693635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2025-12-24T20:25:54.694174] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-12-24T20:25:54.695091] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-12-24T20:25:54.695143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:54.695175] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:54.695201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:54.695256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:54.753088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:54.753924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:54.754009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:54.754040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:54.876001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:54.876157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:54.876238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:54.876271] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:54.879711] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: UP (p=83.79%)
[2025-12-24T20:25:54.880016] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-12-24T20:25:54.880152] [INFO ] [sig       ] LC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:55.026338] [INFO ] [LOCAL     ] Saved forecast: LC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LC.txt
[2025-12-24T20:25:55.026501] [INFO ] [sig       ] [1869/3551] Completed LC in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 9.8m
[2025-12-24T20:25:55.026543] [INFO ] [sig       ] [1870/3551] Forecasting LCFY...
[2025-12-24T20:25:55.026593] [INFO ] [sig       ] Generating forecast for: LCFY
[2025-12-24T20:25:55.026628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2025-12-24T20:25:55.037812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2025-12-24T20:25:55.038107] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2025-12-24T20:25:55.038874] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2025-12-24T20:25:55.038927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:55.038963] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:55.038995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:55.039064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:55.097616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:55.098368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:55.098451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:55.098485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:55.213154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:55.213304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:55.213346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:55.213375] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:55.216744] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: DOWN (p=8.96%)
[2025-12-24T20:25:55.217016] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2025-12-24T20:25:55.217140] [INFO ] [sig       ] LCFY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:55.371337] [INFO ] [LOCAL     ] Saved forecast: LCFY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LCFY.txt
[2025-12-24T20:25:55.371498] [INFO ] [sig       ] [1870/3551] Completed LCFY in 0.3s | 2.87 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-24T20:25:55.371539] [INFO ] [sig       ] [1871/3551] Forecasting LCID...
[2025-12-24T20:25:55.371587] [INFO ] [sig       ] Generating forecast for: LCID
[2025-12-24T20:25:55.371622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2025-12-24T20:25:55.384748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2025-12-24T20:25:55.385202] [INFO ] [FORECASTER] Starting predict_future for LCID
[2025-12-24T20:25:55.386343] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2025-12-24T20:25:55.386411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:55.386444] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:55.386472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:55.386528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:55.446672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:55.447551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:55.447659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:55.447693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:55.574220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:55.574377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:55.574417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:55.574447] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:55.578203] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: UP (p=88.52%)
[2025-12-24T20:25:55.578482] [INFO ] [FORECASTER] Completed predict_future for LCID
[2025-12-24T20:25:55.578630] [INFO ] [sig       ] LCID: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:55.721556] [INFO ] [LOCAL     ] Saved forecast: LCID	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LCID.txt
[2025-12-24T20:25:55.721753] [INFO ] [sig       ] [1871/3551] Completed LCID in 0.4s | 2.87 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-24T20:25:55.721802] [INFO ] [sig       ] [1872/3551] Forecasting LCII...
[2025-12-24T20:25:55.721832] [INFO ] [sig       ] Generating forecast for: LCII
[2025-12-24T20:25:55.721863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-12-24T20:25:55.735024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2025-12-24T20:25:55.735430] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-12-24T20:25:55.736193] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-12-24T20:25:55.736246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:55.736277] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:55.736304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:55.736372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:55.796377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:55.797376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:55.797465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:55.797498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:55.917816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:55.917971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:55.918010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:55.918038] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:55.921491] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=5.60%)
[2025-12-24T20:25:55.921774] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-12-24T20:25:55.921896] [INFO ] [sig       ] LCII: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:56.069168] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LCII.txt
[2025-12-24T20:25:56.069340] [INFO ] [sig       ] [1872/3551] Completed LCII in 0.3s | 2.87 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-24T20:25:56.069387] [INFO ] [sig       ] [1873/3551] Forecasting LCNB...
[2025-12-24T20:25:56.069447] [INFO ] [sig       ] Generating forecast for: LCNB
[2025-12-24T20:25:56.069478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2025-12-24T20:25:56.081465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2025-12-24T20:25:56.081802] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2025-12-24T20:25:56.082703] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2025-12-24T20:25:56.082764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:56.082795] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:56.082822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:56.082878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:56.142319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:56.143168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:56.143250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:56.143282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:56.256230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:56.256380] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-24T20:25:56.256420] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:56.256450] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:56.260033] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: DOWN (p=17.12%)
[2025-12-24T20:25:56.260304] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2025-12-24T20:25:56.260428] [INFO ] [sig       ] LCNB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:56.400737] [INFO ] [LOCAL     ] Saved forecast: LCNB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LCNB.txt
[2025-12-24T20:25:56.400896] [INFO ] [sig       ] [1873/3551] Completed LCNB in 0.3s | 2.87 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-24T20:25:56.400937] [INFO ] [sig       ] [1874/3551] Forecasting LDI...
[2025-12-24T20:25:56.400966] [INFO ] [sig       ] Generating forecast for: LDI
[2025-12-24T20:25:56.400996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-12-24T20:25:56.412760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2025-12-24T20:25:56.413133] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-12-24T20:25:56.413899] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-12-24T20:25:56.413964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:56.413996] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:56.414023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:56.414079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:56.471329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:56.472211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:56.472297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:56.472330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:56.588467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:56.588628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:56.588671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:56.588700] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:56.592014] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: DOWN (p=38.72%)
[2025-12-24T20:25:56.592279] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-12-24T20:25:56.592398] [INFO ] [sig       ] LDI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:56.730812] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LDI.txt
[2025-12-24T20:25:56.730934] [INFO ] [sig       ] [1874/3551] Completed LDI in 0.3s | 2.87 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-24T20:25:56.730973] [INFO ] [sig       ] [1875/3551] Forecasting LDOS...
[2025-12-24T20:25:56.731003] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-12-24T20:25:56.731033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-12-24T20:25:56.743481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDOS'.
[2025-12-24T20:25:56.743827] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-12-24T20:25:56.744565] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-12-24T20:25:56.744634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:56.744666] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:56.744695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:56.744754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:56.802415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:56.803100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:56.803179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:56.803212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:56.920726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:56.920873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:56.920912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:56.920940] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:56.924213] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: DOWN (p=5.89%)
[2025-12-24T20:25:56.924474] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-12-24T20:25:56.924609] [INFO ] [sig       ] LDOS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:57.075199] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LDOS.txt
[2025-12-24T20:25:57.075374] [INFO ] [sig       ] [1875/3551] Completed LDOS in 0.3s | 2.87 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-24T20:25:57.075416] [INFO ] [sig       ] [1876/3551] Forecasting LDP...
[2025-12-24T20:25:57.075445] [INFO ] [sig       ] Generating forecast for: LDP
[2025-12-24T20:25:57.075474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-12-24T20:25:57.088182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2025-12-24T20:25:57.088536] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-12-24T20:25:57.089568] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-12-24T20:25:57.089643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:57.089674] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:57.089700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:57.089783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:57.147209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:57.147947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:57.148032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:57.148064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:57.272292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:57.272454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:57.272499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:57.272530] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:57.276035] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: DOWN (p=44.89%)
[2025-12-24T20:25:57.276303] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-12-24T20:25:57.276424] [INFO ] [sig       ] LDP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:57.417438] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LDP.txt
[2025-12-24T20:25:57.417591] [INFO ] [sig       ] [1876/3551] Completed LDP in 0.3s | 2.87 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-24T20:25:57.417635] [INFO ] [sig       ] [1877/3551] Forecasting LDSF...
[2025-12-24T20:25:57.417666] [INFO ] [sig       ] Generating forecast for: LDSF
[2025-12-24T20:25:57.417702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'.
[2025-12-24T20:25:57.430165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDSF'.
[2025-12-24T20:25:57.430464] [INFO ] [FORECASTER] Starting predict_future for LDSF
[2025-12-24T20:25:57.431451] [DEBUG] [LOCAL     ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt
[2025-12-24T20:25:57.431503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:57.431535] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:57.431560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:57.431642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:57.488911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:57.489543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:57.489641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:57.489675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:57.605929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:57.606064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:57.606104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:57.606133] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:57.609523] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: UP (p=75.47%)
[2025-12-24T20:25:57.609813] [INFO ] [FORECASTER] Completed predict_future for LDSF
[2025-12-24T20:25:57.609938] [INFO ] [sig       ] LDSF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:57.756762] [INFO ] [LOCAL     ] Saved forecast: LDSF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LDSF.txt
[2025-12-24T20:25:57.756903] [INFO ] [sig       ] [1877/3551] Completed LDSF in 0.3s | 2.87 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-24T20:25:57.756944] [INFO ] [sig       ] [1878/3551] Forecasting LE...
[2025-12-24T20:25:57.756974] [INFO ] [sig       ] Generating forecast for: LE
[2025-12-24T20:25:57.757004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2025-12-24T20:25:57.768464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2025-12-24T20:25:57.768764] [INFO ] [FORECASTER] Starting predict_future for LE
[2025-12-24T20:25:57.769748] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2025-12-24T20:25:57.769799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:57.769830] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:57.769856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:57.769917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:57.826998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:57.827633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:57.827711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:57.827744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:57.953242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:57.953394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:57.953435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:57.953465] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:57.957051] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: DOWN (p=8.25%)
[2025-12-24T20:25:57.957322] [INFO ] [FORECASTER] Completed predict_future for LE
[2025-12-24T20:25:57.957443] [INFO ] [sig       ] LE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:58.104172] [INFO ] [LOCAL     ] Saved forecast: LE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LE.txt
[2025-12-24T20:25:58.104307] [INFO ] [sig       ] [1878/3551] Completed LE in 0.3s | 2.87 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-24T20:25:58.104347] [INFO ] [sig       ] [1879/3551] Forecasting LEA...
[2025-12-24T20:25:58.104376] [INFO ] [sig       ] Generating forecast for: LEA
[2025-12-24T20:25:58.104405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-12-24T20:25:58.115840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2025-12-24T20:25:58.116157] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-12-24T20:25:58.117155] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-12-24T20:25:58.117209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:58.117241] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:58.117269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:58.117326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:58.173622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:58.174238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:58.174316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:58.174348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:58.290905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:58.291051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:58.291090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:58.291118] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:58.294370] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: DOWN (p=44.87%)
[2025-12-24T20:25:58.294692] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-12-24T20:25:58.294811] [INFO ] [sig       ] LEA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:58.434738] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LEA.txt
[2025-12-24T20:25:58.434890] [INFO ] [sig       ] [1879/3551] Completed LEA in 0.3s | 2.87 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-24T20:25:58.434930] [INFO ] [sig       ] [1880/3551] Forecasting LECO...
[2025-12-24T20:25:58.434960] [INFO ] [sig       ] Generating forecast for: LECO
[2025-12-24T20:25:58.434990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2025-12-24T20:25:58.446725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2025-12-24T20:25:58.447114] [INFO ] [FORECASTER] Starting predict_future for LECO
[2025-12-24T20:25:58.447938] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2025-12-24T20:25:58.447991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:58.448022] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:58.448049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:58.448105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:58.505818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:58.506624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:58.506706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:58.506738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:58.625547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:58.625712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:58.625751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:58.625778] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:58.629469] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: DOWN (p=8.96%)
[2025-12-24T20:25:58.629758] [INFO ] [FORECASTER] Completed predict_future for LECO
[2025-12-24T20:25:58.629880] [INFO ] [sig       ] LECO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:58.785410] [INFO ] [LOCAL     ] Saved forecast: LECO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LECO.txt
[2025-12-24T20:25:58.785613] [INFO ] [sig       ] [1880/3551] Completed LECO in 0.4s | 2.87 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-24T20:25:58.785670] [INFO ] [sig       ] [1881/3551] Forecasting LEG...
[2025-12-24T20:25:58.785711] [INFO ] [sig       ] Generating forecast for: LEG
[2025-12-24T20:25:58.785752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-12-24T20:25:58.798373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2025-12-24T20:25:58.798780] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-12-24T20:25:58.799736] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-12-24T20:25:58.799803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:58.799841] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:58.799873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:58.799930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:58.859374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:58.860146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:58.860231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:58.860263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:58.980647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:58.980812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:58.981035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:58.981064] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:58.984395] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=19.51%)
[2025-12-24T20:25:58.984686] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-12-24T20:25:58.984811] [INFO ] [sig       ] LEG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:59.128141] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LEG.txt
[2025-12-24T20:25:59.128316] [INFO ] [sig       ] [1881/3551] Completed LEG in 0.3s | 2.87 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-24T20:25:59.128358] [INFO ] [sig       ] [1882/3551] Forecasting LEGH...
[2025-12-24T20:25:59.128388] [INFO ] [sig       ] Generating forecast for: LEGH
[2025-12-24T20:25:59.128417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2025-12-24T20:25:59.141096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2025-12-24T20:25:59.141453] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2025-12-24T20:25:59.142465] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2025-12-24T20:25:59.142517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:59.142549] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:59.142601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:59.142662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:59.201835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:59.202733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:59.202824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:59.202857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:59.326825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:59.326984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:59.327025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:59.327054] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:59.330631] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: UP (p=87.52%)
[2025-12-24T20:25:59.330894] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2025-12-24T20:25:59.331016] [INFO ] [sig       ] LEGH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:25:59.471365] [INFO ] [LOCAL     ] Saved forecast: LEGH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LEGH.txt
[2025-12-24T20:25:59.471475] [INFO ] [sig       ] [1882/3551] Completed LEGH in 0.3s | 2.87 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-24T20:25:59.471514] [INFO ] [sig       ] [1883/3551] Forecasting LEGN...
[2025-12-24T20:25:59.471543] [INFO ] [sig       ] Generating forecast for: LEGN
[2025-12-24T20:25:59.471611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2025-12-24T20:25:59.484550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGN'.
[2025-12-24T20:25:59.484861] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2025-12-24T20:25:59.485776] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2025-12-24T20:25:59.485827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:59.485859] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:59.486064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:59.486125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:59.543952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:59.544540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:59.544638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:59.544671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:25:59.667119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:25:59.667260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:25:59.667301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:25:59.667329] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:25:59.670852] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: DOWN (p=17.38%)
[2025-12-24T20:25:59.671111] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2025-12-24T20:25:59.671229] [INFO ] [sig       ] LEGN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:25:59.812633] [INFO ] [LOCAL     ] Saved forecast: LEGN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LEGN.txt
[2025-12-24T20:25:59.812760] [INFO ] [sig       ] [1883/3551] Completed LEGN in 0.3s | 2.87 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-24T20:25:59.812799] [INFO ] [sig       ] [1884/3551] Forecasting LEN...
[2025-12-24T20:25:59.812828] [INFO ] [sig       ] Generating forecast for: LEN
[2025-12-24T20:25:59.813016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-12-24T20:25:59.825520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2025-12-24T20:25:59.825960] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-12-24T20:25:59.826786] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-12-24T20:25:59.826840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:25:59.826873] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:25:59.826901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:25:59.826958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:25:59.885340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:25:59.886442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:25:59.886531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:25:59.886563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:00.015377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:00.015532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:00.015590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:00.015624] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:00.019009] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: UP (p=78.47%)
[2025-12-24T20:26:00.019277] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-12-24T20:26:00.019421] [INFO ] [sig       ] LEN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:00.164156] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LEN.txt
[2025-12-24T20:26:00.164289] [INFO ] [sig       ] [1884/3551] Completed LEN in 0.4s | 2.87 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-24T20:26:00.164329] [INFO ] [sig       ] [1885/3551] Forecasting LENZ...
[2025-12-24T20:26:00.164357] [INFO ] [sig       ] Generating forecast for: LENZ
[2025-12-24T20:26:00.164387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2025-12-24T20:26:00.175216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2025-12-24T20:26:00.175503] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2025-12-24T20:26:00.176252] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2025-12-24T20:26:00.176304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:00.176346] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:00.176374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:00.176430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:00.235847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:00.236511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:00.236607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:00.236642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:00.357338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:00.357506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:00.357546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:00.357669] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:00.361374] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: UP (p=52.31%)
[2025-12-24T20:26:00.361662] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2025-12-24T20:26:00.361796] [INFO ] [sig       ] LENZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:00.507387] [INFO ] [LOCAL     ] Saved forecast: LENZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LENZ.txt
[2025-12-24T20:26:00.507542] [INFO ] [sig       ] [1885/3551] Completed LENZ in 0.3s | 2.87 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-24T20:26:00.507606] [INFO ] [sig       ] [1886/3551] Forecasting LEO...
[2025-12-24T20:26:00.507639] [INFO ] [sig       ] Generating forecast for: LEO
[2025-12-24T20:26:00.507671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-12-24T20:26:00.520086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2025-12-24T20:26:00.520457] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-12-24T20:26:00.521300] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-12-24T20:26:00.521355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:00.521388] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:00.521415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:00.521476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:00.578926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:00.579754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:00.579840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:00.579874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:00.700463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:00.700596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:00.700637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:00.700666] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:00.704066] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: DOWN (p=14.15%)
[2025-12-24T20:26:00.704354] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-12-24T20:26:00.704491] [INFO ] [sig       ] LEO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:00.844751] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LEO.txt
[2025-12-24T20:26:00.844935] [INFO ] [sig       ] [1886/3551] Completed LEO in 0.3s | 2.87 sym/s | Total: 10.9m | ETA: 9.7m
[2025-12-24T20:26:00.844987] [INFO ] [sig       ] [1887/3551] Forecasting LESL...
[2025-12-24T20:26:00.845018] [INFO ] [sig       ] Generating forecast for: LESL
[2025-12-24T20:26:00.845047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2025-12-24T20:26:00.856845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2025-12-24T20:26:00.857293] [INFO ] [FORECASTER] Starting predict_future for LESL
[2025-12-24T20:26:00.858094] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2025-12-24T20:26:00.858147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:00.858179] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:00.858206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:00.858263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:00.915944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:00.916924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:00.917030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:00.917066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:01.073878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:01.074026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:01.074078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:01.074115] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:01.079028] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: UP (p=78.50%)
[2025-12-24T20:26:01.079539] [INFO ] [FORECASTER] Completed predict_future for LESL
[2025-12-24T20:26:01.079765] [INFO ] [sig       ] LESL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:01.293833] [INFO ] [LOCAL     ] Saved forecast: LESL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LESL.txt
[2025-12-24T20:26:01.294062] [INFO ] [sig       ] [1887/3551] Completed LESL in 0.4s | 2.87 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-24T20:26:01.294134] [INFO ] [sig       ] [1888/3551] Forecasting LEVI...
[2025-12-24T20:26:01.294188] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-12-24T20:26:01.294241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-12-24T20:26:01.313135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2025-12-24T20:26:01.313697] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-12-24T20:26:01.314905] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-12-24T20:26:01.314977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:01.315030] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:01.315077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:01.315169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:01.392998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:01.394227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:01.394366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:01.394425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:01.563310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:01.563510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:01.563559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:01.563627] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:01.567624] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: DOWN (p=22.00%)
[2025-12-24T20:26:01.567978] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-12-24T20:26:01.568130] [INFO ] [sig       ] LEVI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:01.737289] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LEVI.txt
[2025-12-24T20:26:01.737485] [INFO ] [sig       ] [1888/3551] Completed LEVI in 0.4s | 2.87 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-24T20:26:01.737552] [INFO ] [sig       ] [1889/3551] Forecasting LFMD...
[2025-12-24T20:26:01.737606] [INFO ] [sig       ] Generating forecast for: LFMD
[2025-12-24T20:26:01.737641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2025-12-24T20:26:01.751405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2025-12-24T20:26:01.751888] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2025-12-24T20:26:01.752779] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2025-12-24T20:26:01.752835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:01.752868] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:01.752895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:01.752953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:01.832727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:01.833962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:01.834084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:01.834133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:01.985504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:01.985697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:01.985745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:01.985775] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:01.989412] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: DOWN (p=7.67%)
[2025-12-24T20:26:01.989727] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2025-12-24T20:26:01.989863] [INFO ] [sig       ] LFMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:02.146135] [INFO ] [LOCAL     ] Saved forecast: LFMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LFMD.txt
[2025-12-24T20:26:02.146333] [INFO ] [sig       ] [1889/3551] Completed LFMD in 0.4s | 2.87 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-24T20:26:02.146422] [INFO ] [sig       ] [1890/3551] Forecasting LFUS...
[2025-12-24T20:26:02.146456] [INFO ] [sig       ] Generating forecast for: LFUS
[2025-12-24T20:26:02.146487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2025-12-24T20:26:02.161613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2025-12-24T20:26:02.162050] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2025-12-24T20:26:02.162973] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2025-12-24T20:26:02.163039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:02.163082] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:02.163122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:02.163207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:02.224603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:02.225518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:02.225637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:02.225685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:02.356880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:02.357034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:02.357075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:02.357105] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:02.360625] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: DOWN (p=33.94%)
[2025-12-24T20:26:02.360906] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2025-12-24T20:26:02.361253] [INFO ] [sig       ] LFUS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:02.514458] [INFO ] [LOCAL     ] Saved forecast: LFUS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LFUS.txt
[2025-12-24T20:26:02.514647] [INFO ] [sig       ] [1890/3551] Completed LFUS in 0.4s | 2.87 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-24T20:26:02.514708] [INFO ] [sig       ] [1891/3551] Forecasting LFVN...
[2025-12-24T20:26:02.514748] [INFO ] [sig       ] Generating forecast for: LFVN
[2025-12-24T20:26:02.514779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2025-12-24T20:26:02.530103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2025-12-24T20:26:02.530476] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2025-12-24T20:26:02.531599] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2025-12-24T20:26:02.531668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:02.531721] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:02.531770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:02.531874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:02.596278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:02.597178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:02.597268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:02.597303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:02.733205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:02.733365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:02.733406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:02.733437] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:02.737037] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: DOWN (p=4.09%)
[2025-12-24T20:26:02.737320] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2025-12-24T20:26:02.737464] [INFO ] [sig       ] LFVN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:02.890762] [INFO ] [LOCAL     ] Saved forecast: LFVN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LFVN.txt
[2025-12-24T20:26:02.890915] [INFO ] [sig       ] [1891/3551] Completed LFVN in 0.4s | 2.87 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-24T20:26:02.890959] [INFO ] [sig       ] [1892/3551] Forecasting LGCL...
[2025-12-24T20:26:02.890990] [INFO ] [sig       ] Generating forecast for: LGCL
[2025-12-24T20:26:02.891021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2025-12-24T20:26:02.904292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2025-12-24T20:26:02.904671] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2025-12-24T20:26:02.905487] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2025-12-24T20:26:02.905542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:02.905599] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:02.905631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:02.905688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:02.968326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:02.969166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:02.969255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:02.969310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:03.096485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:03.096678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:03.096741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:03.096772] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:03.100476] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: DOWN (p=45.36%)
[2025-12-24T20:26:03.100794] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2025-12-24T20:26:03.100937] [INFO ] [sig       ] LGCL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:03.260439] [INFO ] [LOCAL     ] Saved forecast: LGCL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LGCL.txt
[2025-12-24T20:26:03.260610] [INFO ] [sig       ] [1892/3551] Completed LGCL in 0.4s | 2.87 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-24T20:26:03.260656] [INFO ] [sig       ] [1893/3551] Forecasting LGI...
[2025-12-24T20:26:03.260689] [INFO ] [sig       ] Generating forecast for: LGI
[2025-12-24T20:26:03.260720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-12-24T20:26:03.273519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2025-12-24T20:26:03.274140] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-12-24T20:26:03.274967] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-12-24T20:26:03.275022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:03.275054] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:03.275117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:03.275194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:03.339112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:03.340049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:03.340141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:03.340184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:03.478521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:03.478703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:03.478744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:03.478772] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:03.482263] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: UP (p=84.46%)
[2025-12-24T20:26:03.482598] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-12-24T20:26:03.482733] [INFO ] [sig       ] LGI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:03.624947] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LGI.txt
[2025-12-24T20:26:03.625293] [INFO ] [sig       ] [1893/3551] Completed LGI in 0.4s | 2.87 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-24T20:26:03.625334] [INFO ] [sig       ] [1894/3551] Forecasting LGIH...
[2025-12-24T20:26:03.625364] [INFO ] [sig       ] Generating forecast for: LGIH
[2025-12-24T20:26:03.625394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2025-12-24T20:26:03.638221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2025-12-24T20:26:03.638640] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2025-12-24T20:26:03.639706] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2025-12-24T20:26:03.639776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:03.639834] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:03.639872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:03.639930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:03.700222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:03.701096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:03.701197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:03.701233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:03.822077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:03.822236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:03.822277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:03.822307] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:03.826658] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: DOWN (p=30.28%)
[2025-12-24T20:26:03.826986] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2025-12-24T20:26:03.827123] [INFO ] [sig       ] LGIH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:03.973392] [INFO ] [LOCAL     ] Saved forecast: LGIH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LGIH.txt
[2025-12-24T20:26:03.973545] [INFO ] [sig       ] [1894/3551] Completed LGIH in 0.3s | 2.87 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-24T20:26:03.973606] [INFO ] [sig       ] [1895/3551] Forecasting LGND...
[2025-12-24T20:26:03.973638] [INFO ] [sig       ] Generating forecast for: LGND
[2025-12-24T20:26:03.973668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2025-12-24T20:26:03.986157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2025-12-24T20:26:03.986543] [INFO ] [FORECASTER] Starting predict_future for LGND
[2025-12-24T20:26:03.987378] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2025-12-24T20:26:03.987433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:03.987466] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:03.987495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:03.987552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:04.047160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:04.048054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:04.048163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:04.048215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:04.171887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:04.172235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:04.172275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:04.172303] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:04.175835] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: DOWN (p=44.96%)
[2025-12-24T20:26:04.176122] [INFO ] [FORECASTER] Completed predict_future for LGND
[2025-12-24T20:26:04.176247] [INFO ] [sig       ] LGND: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:04.320861] [INFO ] [LOCAL     ] Saved forecast: LGND	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LGND.txt
[2025-12-24T20:26:04.321012] [INFO ] [sig       ] [1895/3551] Completed LGND in 0.3s | 2.87 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-24T20:26:04.321053] [INFO ] [sig       ] [1896/3551] Forecasting LH...
[2025-12-24T20:26:04.321082] [INFO ] [sig       ] Generating forecast for: LH
[2025-12-24T20:26:04.321112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-12-24T20:26:04.332138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2025-12-24T20:26:04.332500] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-12-24T20:26:04.333263] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-12-24T20:26:04.333315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:04.333370] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:04.333398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:04.333455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:04.391877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:04.392732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:04.392819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:04.392851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:04.517951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:04.518106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:04.518146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:04.518175] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:04.521711] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: DOWN (p=32.90%)
[2025-12-24T20:26:04.522009] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-12-24T20:26:04.522136] [INFO ] [sig       ] LH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:04.669912] [INFO ] [LOCAL     ] Saved forecast: LH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LH.txt
[2025-12-24T20:26:04.670084] [INFO ] [sig       ] [1896/3551] Completed LH in 0.3s | 2.87 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-24T20:26:04.670129] [INFO ] [sig       ] [1897/3551] Forecasting LHX...
[2025-12-24T20:26:04.670159] [INFO ] [sig       ] Generating forecast for: LHX
[2025-12-24T20:26:04.670191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-12-24T20:26:04.681378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2025-12-24T20:26:04.681776] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-12-24T20:26:04.682563] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-12-24T20:26:04.682637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:04.682669] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:04.682697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:04.682754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:04.741016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:04.741874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:04.741959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:04.741992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:04.865441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:04.865611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:04.865653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:04.865682] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:04.868984] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: UP (p=70.67%)
[2025-12-24T20:26:04.869265] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-12-24T20:26:04.869432] [INFO ] [sig       ] LHX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:05.014353] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LHX.txt
[2025-12-24T20:26:05.014504] [INFO ] [sig       ] [1897/3551] Completed LHX in 0.3s | 2.87 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-24T20:26:05.014544] [INFO ] [sig       ] [1898/3551] Forecasting LI...
[2025-12-24T20:26:05.014592] [INFO ] [sig       ] Generating forecast for: LI
[2025-12-24T20:26:05.014625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2025-12-24T20:26:05.027245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2025-12-24T20:26:05.027677] [INFO ] [FORECASTER] Starting predict_future for LI
[2025-12-24T20:26:05.028506] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2025-12-24T20:26:05.028561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:05.028619] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:05.028648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:05.028706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:05.090323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:05.091443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:05.091547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:05.091599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:05.219893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:05.220056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:05.220095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:05.220125] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:05.223545] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: UP (p=94.56%)
[2025-12-24T20:26:05.223841] [INFO ] [FORECASTER] Completed predict_future for LI
[2025-12-24T20:26:05.223969] [INFO ] [sig       ] LI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:05.371869] [INFO ] [LOCAL     ] Saved forecast: LI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LI.txt
[2025-12-24T20:26:05.372218] [INFO ] [sig       ] [1898/3551] Completed LI in 0.4s | 2.87 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-24T20:26:05.372257] [INFO ] [sig       ] [1899/3551] Forecasting LICN...
[2025-12-24T20:26:05.372288] [INFO ] [sig       ] Generating forecast for: LICN
[2025-12-24T20:26:05.372317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2025-12-24T20:26:05.385025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2025-12-24T20:26:05.385566] [INFO ] [FORECASTER] Starting predict_future for LICN
[2025-12-24T20:26:05.386380] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2025-12-24T20:26:05.386434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:05.386467] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:05.386493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:05.386550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:05.445153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:05.446036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:05.446123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:05.446158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:05.569191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:05.569366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:05.569411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:05.569440] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:05.573254] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: DOWN (p=8.27%)
[2025-12-24T20:26:05.573554] [INFO ] [FORECASTER] Completed predict_future for LICN
[2025-12-24T20:26:05.573706] [INFO ] [sig       ] LICN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:05.731350] [INFO ] [LOCAL     ] Saved forecast: LICN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LICN.txt
[2025-12-24T20:26:05.731505] [INFO ] [sig       ] [1899/3551] Completed LICN in 0.4s | 2.87 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-24T20:26:05.731548] [INFO ] [sig       ] [1900/3551] Forecasting LIF...
[2025-12-24T20:26:05.731598] [INFO ] [sig       ] Generating forecast for: LIF
[2025-12-24T20:26:05.731638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2025-12-24T20:26:05.744067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2025-12-24T20:26:05.744553] [INFO ] [FORECASTER] Starting predict_future for LIF
[2025-12-24T20:26:05.745710] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2025-12-24T20:26:05.745782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:05.745833] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:05.745877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:05.745965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:05.804143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:05.805006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:05.805090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:05.805123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:05.928162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:05.928319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:05.928361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:05.928390] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:05.932546] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: DOWN (p=23.06%)
[2025-12-24T20:26:05.932984] [INFO ] [FORECASTER] Completed predict_future for LIF
[2025-12-24T20:26:05.933138] [INFO ] [sig       ] LIF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:06.072917] [INFO ] [LOCAL     ] Saved forecast: LIF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LIF.txt
[2025-12-24T20:26:06.073243] [INFO ] [sig       ] [1900/3551] Completed LIF in 0.3s | 2.87 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-24T20:26:06.073284] [INFO ] [sig       ] [1901/3551] Forecasting LII...
[2025-12-24T20:26:06.073315] [INFO ] [sig       ] Generating forecast for: LII
[2025-12-24T20:26:06.073347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-12-24T20:26:06.085333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2025-12-24T20:26:06.085651] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-12-24T20:26:06.086435] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-12-24T20:26:06.086487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:06.086518] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:06.086544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:06.086620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:06.144532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:06.145388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:06.145472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:06.145506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:06.271695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:06.271901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:06.271943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:06.271972] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:06.275541] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-12-24T20:26:06.275865] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-12-24T20:26:06.275995] [INFO ] [sig       ] LII: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:06.427954] [INFO ] [LOCAL     ] Saved forecast: LII	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LII.txt
[2025-12-24T20:26:06.428099] [INFO ] [sig       ] [1901/3551] Completed LII in 0.4s | 2.87 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-24T20:26:06.428141] [INFO ] [sig       ] [1902/3551] Forecasting LILA...
[2025-12-24T20:26:06.428174] [INFO ] [sig       ] Generating forecast for: LILA
[2025-12-24T20:26:06.428210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2025-12-24T20:26:06.441060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2025-12-24T20:26:06.441370] [INFO ] [FORECASTER] Starting predict_future for LILA
[2025-12-24T20:26:06.442205] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2025-12-24T20:26:06.442263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:06.442307] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:06.442340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:06.442399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:06.508768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:06.509541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:06.509652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:06.509687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:06.639598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:06.639771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:06.639823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:06.639863] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:06.643544] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: UP (p=82.07%)
[2025-12-24T20:26:06.643849] [INFO ] [FORECASTER] Completed predict_future for LILA
[2025-12-24T20:26:06.643979] [INFO ] [sig       ] LILA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:06.795483] [INFO ] [LOCAL     ] Saved forecast: LILA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LILA.txt
[2025-12-24T20:26:06.795676] [INFO ] [sig       ] [1902/3551] Completed LILA in 0.4s | 2.87 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-24T20:26:06.795727] [INFO ] [sig       ] [1903/3551] Forecasting LILAK...
[2025-12-24T20:26:06.795761] [INFO ] [sig       ] Generating forecast for: LILAK
[2025-12-24T20:26:06.795802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2025-12-24T20:26:06.808278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2025-12-24T20:26:06.808605] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2025-12-24T20:26:06.809369] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2025-12-24T20:26:06.809420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:06.809452] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:06.809478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:06.809534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:06.866464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:06.867243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:06.867324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:06.867357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:06.989587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:06.989746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:06.989785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:06.989813] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:06.993175] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: DOWN (p=8.09%)
[2025-12-24T20:26:06.993444] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2025-12-24T20:26:06.993566] [INFO ] [sig       ] LILAK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:07.131741] [INFO ] [LOCAL     ] Saved forecast: LILAK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LILAK.txt
[2025-12-24T20:26:07.131886] [INFO ] [sig       ] [1903/3551] Completed LILAK in 0.3s | 2.87 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-24T20:26:07.131930] [INFO ] [sig       ] [1904/3551] Forecasting LIN...
[2025-12-24T20:26:07.131961] [INFO ] [sig       ] Generating forecast for: LIN
[2025-12-24T20:26:07.131992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2025-12-24T20:26:07.143523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2025-12-24T20:26:07.143861] [INFO ] [FORECASTER] Starting predict_future for LIN
[2025-12-24T20:26:07.144628] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2025-12-24T20:26:07.144679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:07.144712] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:07.144739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:07.144795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:07.201245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:07.201912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:07.201993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:07.202025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:07.319957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:07.320107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:07.320147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:07.320346] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:07.323883] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: DOWN (p=7.92%)
[2025-12-24T20:26:07.324155] [INFO ] [FORECASTER] Completed predict_future for LIN
[2025-12-24T20:26:07.324277] [INFO ] [sig       ] LIN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:07.465568] [INFO ] [LOCAL     ] Saved forecast: LIN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LIN.txt
[2025-12-24T20:26:07.465723] [INFO ] [sig       ] [1904/3551] Completed LIN in 0.3s | 2.87 sym/s | Total: 11.0m | ETA: 9.6m
[2025-12-24T20:26:07.465764] [INFO ] [sig       ] [1905/3551] Forecasting LINC...
[2025-12-24T20:26:07.465792] [INFO ] [sig       ] Generating forecast for: LINC
[2025-12-24T20:26:07.465842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2025-12-24T20:26:07.477764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2025-12-24T20:26:07.478149] [INFO ] [FORECASTER] Starting predict_future for LINC
[2025-12-24T20:26:07.478999] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2025-12-24T20:26:07.479056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:07.479088] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:07.479329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:07.479387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:07.538471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:07.539352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:07.539444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:07.539478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:07.658838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:07.658986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:07.659024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:07.659052] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:07.662521] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: UP (p=79.55%)
[2025-12-24T20:26:07.662805] [INFO ] [FORECASTER] Completed predict_future for LINC
[2025-12-24T20:26:07.662923] [INFO ] [sig       ] LINC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:07.811284] [INFO ] [LOCAL     ] Saved forecast: LINC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LINC.txt
[2025-12-24T20:26:07.811429] [INFO ] [sig       ] [1905/3551] Completed LINC in 0.3s | 2.87 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-24T20:26:07.811469] [INFO ] [sig       ] [1906/3551] Forecasting LIND...
[2025-12-24T20:26:07.811499] [INFO ] [sig       ] Generating forecast for: LIND
[2025-12-24T20:26:07.811529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2025-12-24T20:26:07.822933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2025-12-24T20:26:07.823207] [INFO ] [FORECASTER] Starting predict_future for LIND
[2025-12-24T20:26:07.824008] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2025-12-24T20:26:07.824060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:07.824092] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:07.824118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:07.824174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:07.881932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:07.882628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:07.882711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:07.882745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:08.003229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:08.003376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:08.003416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:08.003446] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:08.007356] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: UP (p=77.56%)
[2025-12-24T20:26:08.007647] [INFO ] [FORECASTER] Completed predict_future for LIND
[2025-12-24T20:26:08.007770] [INFO ] [sig       ] LIND: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:08.147732] [INFO ] [LOCAL     ] Saved forecast: LIND	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LIND.txt
[2025-12-24T20:26:08.147850] [INFO ] [sig       ] [1906/3551] Completed LIND in 0.3s | 2.87 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-24T20:26:08.147912] [INFO ] [sig       ] [1907/3551] Forecasting LINE...
[2025-12-24T20:26:08.147942] [INFO ] [sig       ] Generating forecast for: LINE
[2025-12-24T20:26:08.147977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2025-12-24T20:26:08.162524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2025-12-24T20:26:08.163125] [INFO ] [FORECASTER] Starting predict_future for LINE
[2025-12-24T20:26:08.164141] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2025-12-24T20:26:08.164198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:08.164232] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:08.164260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:08.164342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:08.226032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:08.227643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:08.227810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:08.227866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:08.359033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:08.359277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:08.359356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:08.359388] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:08.363721] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: UP (p=65.80%)
[2025-12-24T20:26:08.364025] [INFO ] [FORECASTER] Completed predict_future for LINE
[2025-12-24T20:26:08.364162] [INFO ] [sig       ] LINE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:08.519658] [INFO ] [LOCAL     ] Saved forecast: LINE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LINE.txt
[2025-12-24T20:26:08.519880] [INFO ] [sig       ] [1907/3551] Completed LINE in 0.4s | 2.87 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-24T20:26:08.519943] [INFO ] [sig       ] [1908/3551] Forecasting LINK...
[2025-12-24T20:26:08.519997] [INFO ] [sig       ] Generating forecast for: LINK
[2025-12-24T20:26:08.520040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2025-12-24T20:26:08.534642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2025-12-24T20:26:08.535219] [INFO ] [FORECASTER] Starting predict_future for LINK
[2025-12-24T20:26:08.536159] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2025-12-24T20:26:08.536216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:08.536250] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:08.536277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:08.536338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:08.596909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:08.598017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:08.598116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:08.598151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:08.716310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:08.716551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:08.716628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:08.716662] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:08.721023] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: DOWN (p=7.77%)
[2025-12-24T20:26:08.721592] [INFO ] [FORECASTER] Completed predict_future for LINK
[2025-12-24T20:26:08.721790] [INFO ] [sig       ] LINK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:08.873534] [INFO ] [LOCAL     ] Saved forecast: LINK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LINK.txt
[2025-12-24T20:26:08.873775] [INFO ] [sig       ] [1908/3551] Completed LINK in 0.4s | 2.87 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-24T20:26:08.873819] [INFO ] [sig       ] [1909/3551] Forecasting LITE...
[2025-12-24T20:26:08.873851] [INFO ] [sig       ] Generating forecast for: LITE
[2025-12-24T20:26:08.873883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2025-12-24T20:26:08.887966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2025-12-24T20:26:08.888433] [INFO ] [FORECASTER] Starting predict_future for LITE
[2025-12-24T20:26:08.889399] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2025-12-24T20:26:08.889472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:08.889505] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:08.889533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:08.889619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:08.950244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:08.951614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:08.951720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:08.951759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:09.087057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:09.087328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:09.087379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:09.087411] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:09.092125] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: UP (p=75.61%)
[2025-12-24T20:26:09.092656] [INFO ] [FORECASTER] Completed predict_future for LITE
[2025-12-24T20:26:09.092795] [INFO ] [sig       ] LITE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:09.247871] [INFO ] [LOCAL     ] Saved forecast: LITE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LITE.txt
[2025-12-24T20:26:09.248072] [INFO ] [sig       ] [1909/3551] Completed LITE in 0.4s | 2.87 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-24T20:26:09.248304] [INFO ] [sig       ] [1910/3551] Forecasting LITM...
[2025-12-24T20:26:09.248336] [INFO ] [sig       ] Generating forecast for: LITM
[2025-12-24T20:26:09.248368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2025-12-24T20:26:09.261918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2025-12-24T20:26:09.262457] [INFO ] [FORECASTER] Starting predict_future for LITM
[2025-12-24T20:26:09.263376] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2025-12-24T20:26:09.263433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:09.263468] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:09.263534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:09.263729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:09.324963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:09.326141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:09.326251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:09.326285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:09.470550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:09.470838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:09.470902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:09.470944] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:09.476926] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: UP (p=80.55%)
[2025-12-24T20:26:09.477459] [INFO ] [FORECASTER] Completed predict_future for LITM
[2025-12-24T20:26:09.477682] [INFO ] [sig       ] LITM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:09.638466] [INFO ] [LOCAL     ] Saved forecast: LITM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LITM.txt
[2025-12-24T20:26:09.638703] [INFO ] [sig       ] [1910/3551] Completed LITM in 0.4s | 2.87 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-24T20:26:09.638748] [INFO ] [sig       ] [1911/3551] Forecasting LIVN...
[2025-12-24T20:26:09.638781] [INFO ] [sig       ] Generating forecast for: LIVN
[2025-12-24T20:26:09.638813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2025-12-24T20:26:09.653019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIVN'.
[2025-12-24T20:26:09.653589] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2025-12-24T20:26:09.654500] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2025-12-24T20:26:09.654556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:09.654619] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:09.654651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:09.654712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:09.719390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:09.720933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:09.721082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:09.721121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:09.854163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:09.854410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:09.854458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:09.854490] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:09.858495] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: DOWN (p=19.20%)
[2025-12-24T20:26:09.858833] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2025-12-24T20:26:09.858983] [INFO ] [sig       ] LIVN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:10.013462] [INFO ] [LOCAL     ] Saved forecast: LIVN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LIVN.txt
[2025-12-24T20:26:10.013706] [INFO ] [sig       ] [1911/3551] Completed LIVN in 0.4s | 2.87 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-24T20:26:10.013765] [INFO ] [sig       ] [1912/3551] Forecasting LKFN...
[2025-12-24T20:26:10.013799] [INFO ] [sig       ] Generating forecast for: LKFN
[2025-12-24T20:26:10.013834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2025-12-24T20:26:10.027120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2025-12-24T20:26:10.027661] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2025-12-24T20:26:10.028710] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2025-12-24T20:26:10.028774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:10.028819] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:10.028852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:10.028922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:10.091697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:10.092836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:10.093156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:10.093191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:10.222552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:10.222807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:10.222858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:10.222899] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:10.227618] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: UP (p=94.53%)
[2025-12-24T20:26:10.227989] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2025-12-24T20:26:10.228155] [INFO ] [sig       ] LKFN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:10.385185] [INFO ] [LOCAL     ] Saved forecast: LKFN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LKFN.txt
[2025-12-24T20:26:10.385415] [INFO ] [sig       ] [1912/3551] Completed LKFN in 0.4s | 2.87 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-24T20:26:10.385463] [INFO ] [sig       ] [1913/3551] Forecasting LKQ...
[2025-12-24T20:26:10.385497] [INFO ] [sig       ] Generating forecast for: LKQ
[2025-12-24T20:26:10.385531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2025-12-24T20:26:10.399740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2025-12-24T20:26:10.400285] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2025-12-24T20:26:10.401285] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2025-12-24T20:26:10.401342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:10.401375] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:10.401402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:10.401461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:10.461418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:10.462657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:10.462772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:10.462818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:10.584494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:10.584778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:10.584829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:10.584858] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:10.589380] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2025-12-24T20:26:10.589767] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2025-12-24T20:26:10.589917] [INFO ] [sig       ] LKQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:10.738785] [INFO ] [LOCAL     ] Saved forecast: LKQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LKQ.txt
[2025-12-24T20:26:10.739014] [INFO ] [sig       ] [1913/3551] Completed LKQ in 0.4s | 2.87 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-24T20:26:10.739065] [INFO ] [sig       ] [1914/3551] Forecasting LLY...
[2025-12-24T20:26:10.739095] [INFO ] [sig       ] Generating forecast for: LLY
[2025-12-24T20:26:10.739128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-12-24T20:26:10.753024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2025-12-24T20:26:10.753832] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-12-24T20:26:10.755013] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-12-24T20:26:10.755069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:10.755101] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:10.755127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:10.755186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:10.814504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:10.815646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:10.815770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:10.815828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:10.947369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:10.947627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:10.947675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:10.947705] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:10.951806] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: DOWN (p=0.51%)
[2025-12-24T20:26:10.952156] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-12-24T20:26:10.952303] [INFO ] [sig       ] LLY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:11.103861] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LLY.txt
[2025-12-24T20:26:11.104051] [INFO ] [sig       ] [1914/3551] Completed LLY in 0.4s | 2.87 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-24T20:26:11.104095] [INFO ] [sig       ] [1915/3551] Forecasting LMB...
[2025-12-24T20:26:11.104124] [INFO ] [sig       ] Generating forecast for: LMB
[2025-12-24T20:26:11.104156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2025-12-24T20:26:11.118608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2025-12-24T20:26:11.119144] [INFO ] [FORECASTER] Starting predict_future for LMB
[2025-12-24T20:26:11.120322] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2025-12-24T20:26:11.120378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:11.120411] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:11.120446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:11.120511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:11.183109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:11.184294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:11.184419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:11.184456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:11.311254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:11.311484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:11.311529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:11.311558] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:11.315653] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: DOWN (p=10.97%)
[2025-12-24T20:26:11.315983] [INFO ] [FORECASTER] Completed predict_future for LMB
[2025-12-24T20:26:11.316121] [INFO ] [sig       ] LMB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:11.470683] [INFO ] [LOCAL     ] Saved forecast: LMB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LMB.txt
[2025-12-24T20:26:11.470894] [INFO ] [sig       ] [1915/3551] Completed LMB in 0.4s | 2.87 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-24T20:26:11.470939] [INFO ] [sig       ] [1916/3551] Forecasting LMBS...
[2025-12-24T20:26:11.470969] [INFO ] [sig       ] Generating forecast for: LMBS
[2025-12-24T20:26:11.471002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2025-12-24T20:26:11.485456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2025-12-24T20:26:11.485925] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2025-12-24T20:26:11.486826] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2025-12-24T20:26:11.486881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:11.486914] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:11.486943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:11.487003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:11.550042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:11.551174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:11.551272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:11.551309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:11.686563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:11.686831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:11.686881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:11.686911] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:11.692152] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: UP (p=81.04%)
[2025-12-24T20:26:11.692545] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2025-12-24T20:26:11.692748] [INFO ] [sig       ] LMBS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:11.850312] [INFO ] [LOCAL     ] Saved forecast: LMBS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LMBS.txt
[2025-12-24T20:26:11.850523] [INFO ] [sig       ] [1916/3551] Completed LMBS in 0.4s | 2.87 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-24T20:26:11.850585] [INFO ] [sig       ] [1917/3551] Forecasting LMND...
[2025-12-24T20:26:11.850619] [INFO ] [sig       ] Generating forecast for: LMND
[2025-12-24T20:26:11.850651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-12-24T20:26:11.865198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2025-12-24T20:26:11.865765] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-12-24T20:26:11.866675] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-12-24T20:26:11.866731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:11.866767] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:11.866796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:11.866857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:11.933020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:11.934269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:11.934373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:11.934409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:12.067972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:12.068198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:12.068244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:12.068276] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:12.072091] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: DOWN (p=1.64%)
[2025-12-24T20:26:12.072395] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-12-24T20:26:12.072536] [INFO ] [sig       ] LMND: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:12.213789] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LMND.txt
[2025-12-24T20:26:12.213940] [INFO ] [sig       ] [1917/3551] Completed LMND in 0.4s | 2.87 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-24T20:26:12.213983] [INFO ] [sig       ] [1918/3551] Forecasting LNC...
[2025-12-24T20:26:12.214014] [INFO ] [sig       ] Generating forecast for: LNC
[2025-12-24T20:26:12.214044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-12-24T20:26:12.225776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2025-12-24T20:26:12.226113] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-12-24T20:26:12.226959] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-12-24T20:26:12.227017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:12.227048] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:12.227075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:12.227130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:12.284310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:12.284966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:12.285046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:12.285079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:12.412265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:12.412424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:12.412465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:12.412493] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:12.416224] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-12-24T20:26:12.416513] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-12-24T20:26:12.416664] [INFO ] [sig       ] LNC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:12.557373] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LNC.txt
[2025-12-24T20:26:12.557518] [INFO ] [sig       ] [1918/3551] Completed LNC in 0.3s | 2.87 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-24T20:26:12.557560] [INFO ] [sig       ] [1919/3551] Forecasting LND...
[2025-12-24T20:26:12.557608] [INFO ] [sig       ] Generating forecast for: LND
[2025-12-24T20:26:12.557640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-12-24T20:26:12.568703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2025-12-24T20:26:12.569036] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-12-24T20:26:12.569870] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-12-24T20:26:12.569922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:12.569952] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:12.569979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:12.570035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:12.628648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:12.629602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:12.629686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:12.629719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:12.741884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:12.742046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:12.742087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:12.742117] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:12.745485] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: DOWN (p=31.72%)
[2025-12-24T20:26:12.745790] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-12-24T20:26:12.745918] [INFO ] [sig       ] LND: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:12.886083] [INFO ] [LOCAL     ] Saved forecast: LND	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LND.txt
[2025-12-24T20:26:12.886212] [INFO ] [sig       ] [1919/3551] Completed LND in 0.3s | 2.87 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-24T20:26:12.886252] [INFO ] [sig       ] [1920/3551] Forecasting LNG...
[2025-12-24T20:26:12.886280] [INFO ] [sig       ] Generating forecast for: LNG
[2025-12-24T20:26:12.886310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-12-24T20:26:12.897631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2025-12-24T20:26:12.897916] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-12-24T20:26:12.898709] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-12-24T20:26:12.898761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:12.898802] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:12.898831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:12.898886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:12.954637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:12.955267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:12.955370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:12.955403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:13.072093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:13.072247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:13.072287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:13.072317] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:13.075631] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=81.16%)
[2025-12-24T20:26:13.075896] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-12-24T20:26:13.076017] [INFO ] [sig       ] LNG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:13.220004] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LNG.txt
[2025-12-24T20:26:13.220159] [INFO ] [sig       ] [1920/3551] Completed LNG in 0.3s | 2.87 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-24T20:26:13.220202] [INFO ] [sig       ] [1921/3551] Forecasting LNKB...
[2025-12-24T20:26:13.220231] [INFO ] [sig       ] Generating forecast for: LNKB
[2025-12-24T20:26:13.220261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2025-12-24T20:26:13.232257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2025-12-24T20:26:13.232550] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2025-12-24T20:26:13.233311] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2025-12-24T20:26:13.233363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:13.233394] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:13.233421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:13.233477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:13.289998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:13.290727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:13.290831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:13.290865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:13.410094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:13.410251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:13.410305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:13.410334] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:13.414094] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: UP (p=70.54%)
[2025-12-24T20:26:13.414588] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2025-12-24T20:26:13.414720] [INFO ] [sig       ] LNKB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:13.560872] [INFO ] [LOCAL     ] Saved forecast: LNKB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LNKB.txt
[2025-12-24T20:26:13.561007] [INFO ] [sig       ] [1921/3551] Completed LNKB in 0.3s | 2.87 sym/s | Total: 11.1m | ETA: 9.5m
[2025-12-24T20:26:13.561050] [INFO ] [sig       ] [1922/3551] Forecasting LNN...
[2025-12-24T20:26:13.561081] [INFO ] [sig       ] Generating forecast for: LNN
[2025-12-24T20:26:13.561111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-12-24T20:26:13.572457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2025-12-24T20:26:13.572780] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-12-24T20:26:13.573532] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-12-24T20:26:13.573603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:13.573637] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:13.573663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:13.573719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:13.630472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:13.631145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:13.631417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:13.631449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:13.753130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:13.753490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:13.753529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:13.753557] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:13.756919] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: UP (p=80.72%)
[2025-12-24T20:26:13.757187] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-12-24T20:26:13.757305] [INFO ] [sig       ] LNN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:13.916172] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LNN.txt
[2025-12-24T20:26:13.916536] [INFO ] [sig       ] [1922/3551] Completed LNN in 0.4s | 2.87 sym/s | Total: 11.2m | ETA: 9.5m
[2025-12-24T20:26:13.916594] [INFO ] [sig       ] [1923/3551] Forecasting LNTH...
[2025-12-24T20:26:13.916627] [INFO ] [sig       ] Generating forecast for: LNTH
[2025-12-24T20:26:13.916656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2025-12-24T20:26:13.928089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2025-12-24T20:26:13.928382] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2025-12-24T20:26:13.929141] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2025-12-24T20:26:13.929192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:13.929223] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:13.929250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:13.929326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:13.986389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:13.986991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:13.987072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:13.987105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:14.106544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:14.106700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:14.106738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:14.106767] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:14.110365] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: UP (p=56.86%)
[2025-12-24T20:26:14.110646] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2025-12-24T20:26:14.110769] [INFO ] [sig       ] LNTH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:14.255235] [INFO ] [LOCAL     ] Saved forecast: LNTH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LNTH.txt
[2025-12-24T20:26:14.255410] [INFO ] [sig       ] [1923/3551] Completed LNTH in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-24T20:26:14.255462] [INFO ] [sig       ] [1924/3551] Forecasting LNZA...
[2025-12-24T20:26:14.255492] [INFO ] [sig       ] Generating forecast for: LNZA
[2025-12-24T20:26:14.255522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2025-12-24T20:26:14.267067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2025-12-24T20:26:14.267357] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2025-12-24T20:26:14.268129] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2025-12-24T20:26:14.268181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:14.268214] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:14.268241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:14.268297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:14.324703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:14.325422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:14.325502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:14.325534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:14.443229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:14.443593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:14.443635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:14.443662] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:14.447486] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: UP (p=84.71%)
[2025-12-24T20:26:14.447798] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2025-12-24T20:26:14.447927] [INFO ] [sig       ] LNZA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:14.589007] [INFO ] [LOCAL     ] Saved forecast: LNZA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LNZA.txt
[2025-12-24T20:26:14.589135] [INFO ] [sig       ] [1924/3551] Completed LNZA in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-24T20:26:14.589175] [INFO ] [sig       ] [1925/3551] Forecasting LOAN...
[2025-12-24T20:26:14.589203] [INFO ] [sig       ] Generating forecast for: LOAN
[2025-12-24T20:26:14.589233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2025-12-24T20:26:14.600297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2025-12-24T20:26:14.600595] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2025-12-24T20:26:14.601339] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2025-12-24T20:26:14.601390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:14.601422] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:14.601449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:14.601504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:14.657497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:14.658292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:14.658378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:14.658412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:14.773963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:14.774123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:14.774164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:14.774192] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:14.777603] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2025-12-24T20:26:14.777868] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2025-12-24T20:26:14.778012] [INFO ] [sig       ] LOAN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:14.921359] [INFO ] [LOCAL     ] Saved forecast: LOAN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LOAN.txt
[2025-12-24T20:26:14.921517] [INFO ] [sig       ] [1925/3551] Completed LOAN in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-24T20:26:14.921558] [INFO ] [sig       ] [1926/3551] Forecasting LOB...
[2025-12-24T20:26:14.921606] [INFO ] [sig       ] Generating forecast for: LOB
[2025-12-24T20:26:14.921637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-12-24T20:26:14.934155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2025-12-24T20:26:14.934523] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-12-24T20:26:14.935319] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-12-24T20:26:14.935371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:14.935405] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:14.935433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:14.935492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:14.995555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:14.996558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:14.996661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:14.996694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:15.124152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:15.124307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:15.124348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:15.124377] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:15.127793] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: UP (p=83.37%)
[2025-12-24T20:26:15.128059] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-12-24T20:26:15.128186] [INFO ] [sig       ] LOB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:15.266435] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LOB.txt
[2025-12-24T20:26:15.266588] [INFO ] [sig       ] [1926/3551] Completed LOB in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-24T20:26:15.266631] [INFO ] [sig       ] [1927/3551] Forecasting LOCO...
[2025-12-24T20:26:15.266660] [INFO ] [sig       ] Generating forecast for: LOCO
[2025-12-24T20:26:15.266690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2025-12-24T20:26:15.278596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2025-12-24T20:26:15.278887] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2025-12-24T20:26:15.279761] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2025-12-24T20:26:15.279813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:15.279869] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:15.279897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:15.279954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:15.336968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:15.337839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:15.337919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:15.337951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:15.455208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:15.455560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:15.455616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:15.455661] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:15.462547] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: UP (p=67.01%)
[2025-12-24T20:26:15.462870] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2025-12-24T20:26:15.462996] [INFO ] [sig       ] LOCO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:15.603721] [INFO ] [LOCAL     ] Saved forecast: LOCO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LOCO.txt
[2025-12-24T20:26:15.603854] [INFO ] [sig       ] [1927/3551] Completed LOCO in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-24T20:26:15.603893] [INFO ] [sig       ] [1928/3551] Forecasting LOGI...
[2025-12-24T20:26:15.603922] [INFO ] [sig       ] Generating forecast for: LOGI
[2025-12-24T20:26:15.603950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2025-12-24T20:26:15.616305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2025-12-24T20:26:15.616651] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2025-12-24T20:26:15.617392] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2025-12-24T20:26:15.617443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:15.617473] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:15.617499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:15.617554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:15.675322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:15.676112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:15.676194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:15.676226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:15.796001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:15.796153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:15.796195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:15.796224] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:15.799557] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: UP (p=98.84%)
[2025-12-24T20:26:15.799843] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2025-12-24T20:26:15.799962] [INFO ] [sig       ] LOGI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:15.939060] [INFO ] [LOCAL     ] Saved forecast: LOGI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LOGI.txt
[2025-12-24T20:26:15.939185] [INFO ] [sig       ] [1928/3551] Completed LOGI in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-24T20:26:15.939224] [INFO ] [sig       ] [1929/3551] Forecasting LOMA...
[2025-12-24T20:26:15.939252] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-12-24T20:26:15.939280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-12-24T20:26:15.950948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2025-12-24T20:26:15.951312] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-12-24T20:26:15.952103] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-12-24T20:26:15.952155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:15.952187] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:15.952213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:15.952269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:16.009087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:16.009979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:16.010083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:16.010117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:16.134641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:16.134807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:16.134850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:16.134881] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:16.138911] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: DOWN (p=39.56%)
[2025-12-24T20:26:16.139186] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-12-24T20:26:16.139333] [INFO ] [sig       ] LOMA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:16.283302] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LOMA.txt
[2025-12-24T20:26:16.283430] [INFO ] [sig       ] [1929/3551] Completed LOMA in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-24T20:26:16.283468] [INFO ] [sig       ] [1930/3551] Forecasting LOPE...
[2025-12-24T20:26:16.283497] [INFO ] [sig       ] Generating forecast for: LOPE
[2025-12-24T20:26:16.283529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2025-12-24T20:26:16.296139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2025-12-24T20:26:16.296606] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2025-12-24T20:26:16.297417] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2025-12-24T20:26:16.297470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:16.297503] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:16.297530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:16.297604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:16.354536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:16.355241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:16.355322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:16.355353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:16.474310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:16.474459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:16.474497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:16.474557] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:16.477964] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: UP (p=65.61%)
[2025-12-24T20:26:16.478242] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2025-12-24T20:26:16.478368] [INFO ] [sig       ] LOPE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:16.616518] [INFO ] [LOCAL     ] Saved forecast: LOPE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LOPE.txt
[2025-12-24T20:26:16.616662] [INFO ] [sig       ] [1930/3551] Completed LOPE in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-24T20:26:16.616702] [INFO ] [sig       ] [1931/3551] Forecasting LOVE...
[2025-12-24T20:26:16.616731] [INFO ] [sig       ] Generating forecast for: LOVE
[2025-12-24T20:26:16.616761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2025-12-24T20:26:16.627832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2025-12-24T20:26:16.628142] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2025-12-24T20:26:16.628933] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2025-12-24T20:26:16.628986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:16.629018] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:16.629057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:16.629119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:16.683654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:16.684306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:16.684385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:16.684417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:16.804477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:16.804630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:16.804669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:16.804697] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:16.807969] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: DOWN (p=10.02%)
[2025-12-24T20:26:16.808230] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2025-12-24T20:26:16.808346] [INFO ] [sig       ] LOVE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:16.945766] [INFO ] [LOCAL     ] Saved forecast: LOVE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LOVE.txt
[2025-12-24T20:26:16.945904] [INFO ] [sig       ] [1931/3551] Completed LOVE in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-24T20:26:16.945944] [INFO ] [sig       ] [1932/3551] Forecasting LPCN...
[2025-12-24T20:26:16.945974] [INFO ] [sig       ] Generating forecast for: LPCN
[2025-12-24T20:26:16.946003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2025-12-24T20:26:16.957088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2025-12-24T20:26:16.957362] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2025-12-24T20:26:16.958123] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2025-12-24T20:26:16.958177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:16.958208] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:16.958234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:16.958290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:17.014983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:17.015622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:17.015701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:17.015742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:17.131665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:17.131811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:17.131849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:17.131880] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:17.136105] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: UP (p=69.15%)
[2025-12-24T20:26:17.136367] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2025-12-24T20:26:17.136486] [INFO ] [sig       ] LPCN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:17.276833] [INFO ] [LOCAL     ] Saved forecast: LPCN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LPCN.txt
[2025-12-24T20:26:17.276969] [INFO ] [sig       ] [1932/3551] Completed LPCN in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-24T20:26:17.277009] [INFO ] [sig       ] [1933/3551] Forecasting LPG...
[2025-12-24T20:26:17.277039] [INFO ] [sig       ] Generating forecast for: LPG
[2025-12-24T20:26:17.277069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-12-24T20:26:17.288359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2025-12-24T20:26:17.288695] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-12-24T20:26:17.289740] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-12-24T20:26:17.289793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:17.289825] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:17.289852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:17.289909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:17.347382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:17.348040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:17.348118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:17.348150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:17.470845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:17.470987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:17.471026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:17.471055] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:17.474367] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: DOWN (p=27.26%)
[2025-12-24T20:26:17.474649] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-12-24T20:26:17.474767] [INFO ] [sig       ] LPG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:17.614452] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LPG.txt
[2025-12-24T20:26:17.614604] [INFO ] [sig       ] [1933/3551] Completed LPG in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-24T20:26:17.614646] [INFO ] [sig       ] [1934/3551] Forecasting LPL...
[2025-12-24T20:26:17.614679] [INFO ] [sig       ] Generating forecast for: LPL
[2025-12-24T20:26:17.614709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-12-24T20:26:17.627443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPL'.
[2025-12-24T20:26:17.627852] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-12-24T20:26:17.628683] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-12-24T20:26:17.628738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:17.628772] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:17.628800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:17.628856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:17.689116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:17.690062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:17.690152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:17.690193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:17.812742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:17.812906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:17.812946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:17.812975] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:17.816818] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: DOWN (p=26.95%)
[2025-12-24T20:26:17.817113] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-12-24T20:26:17.817242] [INFO ] [sig       ] LPL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:17.958136] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LPL.txt
[2025-12-24T20:26:17.958294] [INFO ] [sig       ] [1934/3551] Completed LPL in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-24T20:26:17.958334] [INFO ] [sig       ] [1935/3551] Forecasting LPLA...
[2025-12-24T20:26:17.958364] [INFO ] [sig       ] Generating forecast for: LPLA
[2025-12-24T20:26:17.958398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2025-12-24T20:26:17.970791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2025-12-24T20:26:17.971136] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2025-12-24T20:26:17.972088] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2025-12-24T20:26:17.972140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:17.972170] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:17.972197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:17.972252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:18.028239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:18.029066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:18.029147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:18.029180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:18.153147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:18.153307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:18.153346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:18.153562] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:18.157080] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: DOWN (p=30.50%)
[2025-12-24T20:26:18.157346] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2025-12-24T20:26:18.157468] [INFO ] [sig       ] LPLA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:18.306976] [INFO ] [LOCAL     ] Saved forecast: LPLA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LPLA.txt
[2025-12-24T20:26:18.307155] [INFO ] [sig       ] [1935/3551] Completed LPLA in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-24T20:26:18.307203] [INFO ] [sig       ] [1936/3551] Forecasting LPRO...
[2025-12-24T20:26:18.307232] [INFO ] [sig       ] Generating forecast for: LPRO
[2025-12-24T20:26:18.307262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2025-12-24T20:26:18.319942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2025-12-24T20:26:18.320323] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2025-12-24T20:26:18.321125] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2025-12-24T20:26:18.321177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:18.321210] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:18.321237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:18.321294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:18.381673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:18.382751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:18.382874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:18.382913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:18.506832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:18.506995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:18.507035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:18.507063] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:18.510754] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: DOWN (p=21.23%)
[2025-12-24T20:26:18.511029] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2025-12-24T20:26:18.511154] [INFO ] [sig       ] LPRO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:18.656419] [INFO ] [LOCAL     ] Saved forecast: LPRO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LPRO.txt
[2025-12-24T20:26:18.656597] [INFO ] [sig       ] [1936/3551] Completed LPRO in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-24T20:26:18.656654] [INFO ] [sig       ] [1937/3551] Forecasting LPSN...
[2025-12-24T20:26:18.656688] [INFO ] [sig       ] Generating forecast for: LPSN
[2025-12-24T20:26:18.656720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2025-12-24T20:26:18.669203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2025-12-24T20:26:18.669598] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2025-12-24T20:26:18.670390] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2025-12-24T20:26:18.670443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:18.670474] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:18.670502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:18.670559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:18.729488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:18.730375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:18.730491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:18.730548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:18.852977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:18.853129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:18.853173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:18.853206] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:18.856868] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: UP (p=96.91%)
[2025-12-24T20:26:18.857147] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2025-12-24T20:26:18.857275] [INFO ] [sig       ] LPSN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:18.998379] [INFO ] [LOCAL     ] Saved forecast: LPSN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LPSN.txt
[2025-12-24T20:26:18.998533] [INFO ] [sig       ] [1937/3551] Completed LPSN in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-24T20:26:18.998594] [INFO ] [sig       ] [1938/3551] Forecasting LPTH...
[2025-12-24T20:26:18.998627] [INFO ] [sig       ] Generating forecast for: LPTH
[2025-12-24T20:26:18.998657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2025-12-24T20:26:19.010513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2025-12-24T20:26:19.010875] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2025-12-24T20:26:19.011861] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2025-12-24T20:26:19.011913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:19.011945] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:19.011973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:19.012031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:19.071946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:19.072781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:19.072867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:19.072899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:19.194421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:19.194592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:19.194634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:19.194679] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:19.198346] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: UP (p=80.27%)
[2025-12-24T20:26:19.198628] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2025-12-24T20:26:19.198752] [INFO ] [sig       ] LPTH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:19.344846] [INFO ] [LOCAL     ] Saved forecast: LPTH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LPTH.txt
[2025-12-24T20:26:19.344999] [INFO ] [sig       ] [1938/3551] Completed LPTH in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-24T20:26:19.345042] [INFO ] [sig       ] [1939/3551] Forecasting LPX...
[2025-12-24T20:26:19.345072] [INFO ] [sig       ] Generating forecast for: LPX
[2025-12-24T20:26:19.345102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-12-24T20:26:19.357707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2025-12-24T20:26:19.358136] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-12-24T20:26:19.359058] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-12-24T20:26:19.359116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:19.359150] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:19.359177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:19.359234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:19.417063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:19.417929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:19.418013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:19.418046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:19.540689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:19.540854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:19.540894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:19.540924] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:19.544457] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: DOWN (p=30.10%)
[2025-12-24T20:26:19.544757] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-12-24T20:26:19.544883] [INFO ] [sig       ] LPX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:19.692262] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LPX.txt
[2025-12-24T20:26:19.692419] [INFO ] [sig       ] [1939/3551] Completed LPX in 0.3s | 2.87 sym/s | Total: 11.2m | ETA: 9.4m
[2025-12-24T20:26:19.692461] [INFO ] [sig       ] [1940/3551] Forecasting LQDA...
[2025-12-24T20:26:19.692492] [INFO ] [sig       ] Generating forecast for: LQDA
[2025-12-24T20:26:19.692523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2025-12-24T20:26:19.704675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2025-12-24T20:26:19.705041] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2025-12-24T20:26:19.705830] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2025-12-24T20:26:19.705882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:19.705916] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:19.705944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:19.706002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:19.764307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:19.765474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:19.765564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:19.765618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:19.888439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:19.888608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:19.888649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:19.888677] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:19.892260] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: UP (p=74.81%)
[2025-12-24T20:26:19.892752] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2025-12-24T20:26:19.892873] [INFO ] [sig       ] LQDA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:20.031712] [INFO ] [LOCAL     ] Saved forecast: LQDA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LQDA.txt
[2025-12-24T20:26:20.031889] [INFO ] [sig       ] [1940/3551] Completed LQDA in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-24T20:26:20.031930] [INFO ] [sig       ] [1941/3551] Forecasting LRCX...
[2025-12-24T20:26:20.031960] [INFO ] [sig       ] Generating forecast for: LRCX
[2025-12-24T20:26:20.031990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2025-12-24T20:26:20.043066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2025-12-24T20:26:20.043420] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2025-12-24T20:26:20.044223] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2025-12-24T20:26:20.044277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:20.044313] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:20.044340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:20.044398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:20.100132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:20.101014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:20.101099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:20.101137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:20.227899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:20.228054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:20.228096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:20.228126] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:20.231543] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: DOWN (p=22.26%)
[2025-12-24T20:26:20.231844] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2025-12-24T20:26:20.231971] [INFO ] [sig       ] LRCX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:20.373791] [INFO ] [LOCAL     ] Saved forecast: LRCX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LRCX.txt
[2025-12-24T20:26:20.373946] [INFO ] [sig       ] [1941/3551] Completed LRCX in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-24T20:26:20.373990] [INFO ] [sig       ] [1942/3551] Forecasting LRGE...
[2025-12-24T20:26:20.374022] [INFO ] [sig       ] Generating forecast for: LRGE
[2025-12-24T20:26:20.374054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2025-12-24T20:26:20.384984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2025-12-24T20:26:20.385317] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2025-12-24T20:26:20.386101] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2025-12-24T20:26:20.386167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:20.386205] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:20.386233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:20.386304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:20.446952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:20.447885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:20.447972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:20.448006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:20.564995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:20.565149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:20.565191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:20.565222] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:20.568886] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: UP (p=65.33%)
[2025-12-24T20:26:20.569181] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2025-12-24T20:26:20.569335] [INFO ] [sig       ] LRGE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:20.709161] [INFO ] [LOCAL     ] Saved forecast: LRGE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LRGE.txt
[2025-12-24T20:26:20.709319] [INFO ] [sig       ] [1942/3551] Completed LRGE in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-24T20:26:20.709363] [INFO ] [sig       ] [1943/3551] Forecasting LSCC...
[2025-12-24T20:26:20.709394] [INFO ] [sig       ] Generating forecast for: LSCC
[2025-12-24T20:26:20.709424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2025-12-24T20:26:20.720448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2025-12-24T20:26:20.720742] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2025-12-24T20:26:20.721483] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2025-12-24T20:26:20.721534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:20.721566] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:20.721618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:20.721675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:20.778792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:20.779563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:20.779662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:20.779694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:20.901290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:20.901440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:20.901478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:20.901507] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:20.905146] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: UP (p=81.31%)
[2025-12-24T20:26:20.905408] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2025-12-24T20:26:20.905529] [INFO ] [sig       ] LSCC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:21.049451] [INFO ] [LOCAL     ] Saved forecast: LSCC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LSCC.txt
[2025-12-24T20:26:21.049612] [INFO ] [sig       ] [1943/3551] Completed LSCC in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-24T20:26:21.049656] [INFO ] [sig       ] [1944/3551] Forecasting LSPD...
[2025-12-24T20:26:21.049686] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-12-24T20:26:21.049717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-12-24T20:26:21.062163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2025-12-24T20:26:21.062475] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-12-24T20:26:21.063442] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-12-24T20:26:21.063507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:21.063565] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:21.063622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:21.063681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:21.123206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:21.123869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:21.123949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:21.123983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:21.253999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:21.254165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:21.254212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:21.254247] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:21.258020] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: DOWN (p=31.69%)
[2025-12-24T20:26:21.258312] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-12-24T20:26:21.258646] [INFO ] [sig       ] LSPD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:21.403479] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LSPD.txt
[2025-12-24T20:26:21.403655] [INFO ] [sig       ] [1944/3551] Completed LSPD in 0.4s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-24T20:26:21.403698] [INFO ] [sig       ] [1945/3551] Forecasting LTC...
[2025-12-24T20:26:21.403728] [INFO ] [sig       ] Generating forecast for: LTC
[2025-12-24T20:26:21.403758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-12-24T20:26:21.416866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2025-12-24T20:26:21.417213] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-12-24T20:26:21.418221] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-12-24T20:26:21.418278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:21.418310] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:21.418338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:21.418395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:21.476028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:21.476867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:21.476950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:21.476982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:21.598950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:21.599113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:21.599152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:21.599180] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:21.602625] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-12-24T20:26:21.602918] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-12-24T20:26:21.603048] [INFO ] [sig       ] LTC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:21.746513] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LTC.txt
[2025-12-24T20:26:21.746668] [INFO ] [sig       ] [1945/3551] Completed LTC in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-24T20:26:21.746709] [INFO ] [sig       ] [1946/3551] Forecasting LTH...
[2025-12-24T20:26:21.746737] [INFO ] [sig       ] Generating forecast for: LTH
[2025-12-24T20:26:21.746768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-12-24T20:26:21.758213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2025-12-24T20:26:21.758507] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-12-24T20:26:21.759265] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-12-24T20:26:21.759339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:21.759376] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:21.759404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:21.759461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:21.816789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:21.817449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:21.817528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:21.817559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:21.935360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:21.935517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:21.935634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:21.935676] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:21.939101] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2025-12-24T20:26:21.939426] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-12-24T20:26:21.939566] [INFO ] [sig       ] LTH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:22.089300] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LTH.txt
[2025-12-24T20:26:22.089444] [INFO ] [sig       ] [1946/3551] Completed LTH in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-24T20:26:22.089484] [INFO ] [sig       ] [1947/3551] Forecasting LTRN...
[2025-12-24T20:26:22.089513] [INFO ] [sig       ] Generating forecast for: LTRN
[2025-12-24T20:26:22.089543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2025-12-24T20:26:22.101455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2025-12-24T20:26:22.101792] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2025-12-24T20:26:22.102759] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2025-12-24T20:26:22.102811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:22.102841] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:22.102868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:22.102923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:22.160878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:22.161702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:22.161786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:22.161819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:22.281982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:22.282153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:22.282192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:22.282251] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:22.285597] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: DOWN (p=3.09%)
[2025-12-24T20:26:22.285864] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2025-12-24T20:26:22.285987] [INFO ] [sig       ] LTRN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:22.429069] [INFO ] [LOCAL     ] Saved forecast: LTRN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LTRN.txt
[2025-12-24T20:26:22.429216] [INFO ] [sig       ] [1947/3551] Completed LTRN in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-24T20:26:22.429257] [INFO ] [sig       ] [1948/3551] Forecasting LTRX...
[2025-12-24T20:26:22.429303] [INFO ] [sig       ] Generating forecast for: LTRX
[2025-12-24T20:26:22.429336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2025-12-24T20:26:22.441982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2025-12-24T20:26:22.442341] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2025-12-24T20:26:22.443107] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2025-12-24T20:26:22.443159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:22.443191] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:22.443217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:22.443275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:22.499532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:22.500297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:22.500398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:22.500431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:22.620720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:22.620876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:22.620915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:22.620944] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:22.624742] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: UP (p=68.94%)
[2025-12-24T20:26:22.625057] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2025-12-24T20:26:22.625187] [INFO ] [sig       ] LTRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:22.775214] [INFO ] [LOCAL     ] Saved forecast: LTRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LTRX.txt
[2025-12-24T20:26:22.775361] [INFO ] [sig       ] [1948/3551] Completed LTRX in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-24T20:26:22.775399] [INFO ] [sig       ] [1949/3551] Forecasting LUCD...
[2025-12-24T20:26:22.775430] [INFO ] [sig       ] Generating forecast for: LUCD
[2025-12-24T20:26:22.775461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2025-12-24T20:26:22.788011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2025-12-24T20:26:22.788297] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2025-12-24T20:26:22.789054] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2025-12-24T20:26:22.789105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:22.789137] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:22.789164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:22.789220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:22.848161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:22.848963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:22.849046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:22.849080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:22.971564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:22.971743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:22.971782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:22.971811] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:22.975255] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: DOWN (p=18.55%)
[2025-12-24T20:26:22.975629] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2025-12-24T20:26:22.975770] [INFO ] [sig       ] LUCD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:23.122271] [INFO ] [LOCAL     ] Saved forecast: LUCD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LUCD.txt
[2025-12-24T20:26:23.122402] [INFO ] [sig       ] [1949/3551] Completed LUCD in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-24T20:26:23.122442] [INFO ] [sig       ] [1950/3551] Forecasting LUCY...
[2025-12-24T20:26:23.122473] [INFO ] [sig       ] Generating forecast for: LUCY
[2025-12-24T20:26:23.122714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'.
[2025-12-24T20:26:23.134229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCY'.
[2025-12-24T20:26:23.134806] [INFO ] [FORECASTER] Starting predict_future for LUCY
[2025-12-24T20:26:23.135761] [DEBUG] [LOCAL     ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt
[2025-12-24T20:26:23.135812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:23.135843] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:23.135870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:23.135926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:23.195711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:23.196507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:23.196632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:23.196668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:23.314886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:23.315044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:23.315086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:23.315116] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:23.319008] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: DOWN (p=34.89%)
[2025-12-24T20:26:23.319279] [INFO ] [FORECASTER] Completed predict_future for LUCY
[2025-12-24T20:26:23.319445] [INFO ] [sig       ] LUCY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:23.463701] [INFO ] [LOCAL     ] Saved forecast: LUCY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LUCY.txt
[2025-12-24T20:26:23.463855] [INFO ] [sig       ] [1950/3551] Completed LUCY in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-24T20:26:23.463898] [INFO ] [sig       ] [1951/3551] Forecasting LUMN...
[2025-12-24T20:26:23.463929] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-12-24T20:26:23.463960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-12-24T20:26:23.475365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2025-12-24T20:26:23.475676] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-12-24T20:26:23.476408] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-12-24T20:26:23.476460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:23.476493] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:23.476521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:23.476602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:23.534107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:23.535128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:23.535215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:23.535249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:23.662783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:23.662957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:23.662998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:23.663026] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:23.666723] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=7.89%)
[2025-12-24T20:26:23.666998] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-12-24T20:26:23.667119] [INFO ] [sig       ] LUMN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:23.812255] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LUMN.txt
[2025-12-24T20:26:23.812432] [INFO ] [sig       ] [1951/3551] Completed LUMN in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-24T20:26:23.812694] [INFO ] [sig       ] [1952/3551] Forecasting LUNG...
[2025-12-24T20:26:23.812726] [INFO ] [sig       ] Generating forecast for: LUNG
[2025-12-24T20:26:23.812755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2025-12-24T20:26:23.825422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2025-12-24T20:26:23.825789] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2025-12-24T20:26:23.826550] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2025-12-24T20:26:23.826619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:23.826652] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:23.826679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:23.826736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:23.884974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:23.885824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:23.885910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:23.885943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:24.006959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:24.007111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:24.007150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:24.007178] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:24.010842] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: UP (p=57.86%)
[2025-12-24T20:26:24.011146] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2025-12-24T20:26:24.011275] [INFO ] [sig       ] LUNG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:24.162561] [INFO ] [LOCAL     ] Saved forecast: LUNG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LUNG.txt
[2025-12-24T20:26:24.162766] [INFO ] [sig       ] [1952/3551] Completed LUNG in 0.4s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-24T20:26:24.162809] [INFO ] [sig       ] [1953/3551] Forecasting LVHD...
[2025-12-24T20:26:24.162839] [INFO ] [sig       ] Generating forecast for: LVHD
[2025-12-24T20:26:24.162878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2025-12-24T20:26:24.174858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2025-12-24T20:26:24.175218] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2025-12-24T20:26:24.176091] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2025-12-24T20:26:24.176168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:24.176212] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:24.176241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:24.176310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:24.233808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:24.234663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:24.234757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:24.234792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:24.361345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:24.361515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:24.361558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:24.361606] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:24.365188] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: DOWN (p=16.95%)
[2025-12-24T20:26:24.365526] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2025-12-24T20:26:24.365683] [INFO ] [sig       ] LVHD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:24.513839] [INFO ] [LOCAL     ] Saved forecast: LVHD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LVHD.txt
[2025-12-24T20:26:24.513965] [INFO ] [sig       ] [1953/3551] Completed LVHD in 0.4s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-24T20:26:24.514005] [INFO ] [sig       ] [1954/3551] Forecasting LVO...
[2025-12-24T20:26:24.514034] [INFO ] [sig       ] Generating forecast for: LVO
[2025-12-24T20:26:24.514064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2025-12-24T20:26:24.525297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2025-12-24T20:26:24.525614] [INFO ] [FORECASTER] Starting predict_future for LVO
[2025-12-24T20:26:24.526393] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2025-12-24T20:26:24.526446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:24.526477] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:24.526504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:24.526561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:24.583391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:24.584238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:24.584355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:24.584389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:24.705297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:24.705456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:24.705497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:24.705526] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:24.709380] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: UP (p=80.98%)
[2025-12-24T20:26:24.709870] [INFO ] [FORECASTER] Completed predict_future for LVO
[2025-12-24T20:26:24.709993] [INFO ] [sig       ] LVO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:24.854808] [INFO ] [LOCAL     ] Saved forecast: LVO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LVO.txt
[2025-12-24T20:26:24.854953] [INFO ] [sig       ] [1954/3551] Completed LVO in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-24T20:26:24.854992] [INFO ] [sig       ] [1955/3551] Forecasting LVS...
[2025-12-24T20:26:24.855023] [INFO ] [sig       ] Generating forecast for: LVS
[2025-12-24T20:26:24.855053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-12-24T20:26:24.866893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2025-12-24T20:26:24.867189] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-12-24T20:26:24.867973] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-12-24T20:26:24.868034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:24.868066] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:24.868093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:24.868149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:24.929526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:24.930806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:24.930898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:24.930932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:25.057900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:25.058047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:25.058087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:25.058116] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:25.061954] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: DOWN (p=4.63%)
[2025-12-24T20:26:25.062220] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-12-24T20:26:25.062342] [INFO ] [sig       ] LVS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:25.210629] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LVS.txt
[2025-12-24T20:26:25.210780] [INFO ] [sig       ] [1955/3551] Completed LVS in 0.4s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-24T20:26:25.210822] [INFO ] [sig       ] [1956/3551] Forecasting LWAY...
[2025-12-24T20:26:25.210853] [INFO ] [sig       ] Generating forecast for: LWAY
[2025-12-24T20:26:25.210884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2025-12-24T20:26:25.222655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2025-12-24T20:26:25.223069] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2025-12-24T20:26:25.223877] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2025-12-24T20:26:25.223930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:25.223962] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:25.223990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:25.224047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:25.282859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:25.283716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:25.283804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:25.283839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:25.409651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:25.409806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:25.409845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:25.409875] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:25.413637] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-12-24T20:26:25.413908] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2025-12-24T20:26:25.414032] [INFO ] [sig       ] LWAY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:25.558360] [INFO ] [LOCAL     ] Saved forecast: LWAY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LWAY.txt
[2025-12-24T20:26:25.558498] [INFO ] [sig       ] [1956/3551] Completed LWAY in 0.3s | 2.87 sym/s | Total: 11.3m | ETA: 9.3m
[2025-12-24T20:26:25.558538] [INFO ] [sig       ] [1957/3551] Forecasting LWLG...
[2025-12-24T20:26:25.558567] [INFO ] [sig       ] Generating forecast for: LWLG
[2025-12-24T20:26:25.558616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2025-12-24T20:26:25.570282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2025-12-24T20:26:25.570678] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2025-12-24T20:26:25.571472] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2025-12-24T20:26:25.571526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:25.571559] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:25.571616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:25.571679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:25.628020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:25.628742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:25.628826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:25.628858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:25.753190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:25.753353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:25.753392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:25.753421] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:25.756805] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: UP (p=59.76%)
[2025-12-24T20:26:25.757124] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2025-12-24T20:26:25.757254] [INFO ] [sig       ] LWLG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:25.898049] [INFO ] [LOCAL     ] Saved forecast: LWLG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LWLG.txt
[2025-12-24T20:26:25.898243] [INFO ] [sig       ] [1957/3551] Completed LWLG in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-24T20:26:25.898301] [INFO ] [sig       ] [1958/3551] Forecasting LX...
[2025-12-24T20:26:25.898348] [INFO ] [sig       ] Generating forecast for: LX
[2025-12-24T20:26:25.898392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2025-12-24T20:26:25.909834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2025-12-24T20:26:25.910143] [INFO ] [FORECASTER] Starting predict_future for LX
[2025-12-24T20:26:25.910908] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2025-12-24T20:26:25.910959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:25.910991] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:25.911018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:25.911074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:25.966819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:25.967505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:25.967603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:25.967639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:26.107007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:26.107173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:26.107219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:26.107252] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:26.111181] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: UP (p=76.10%)
[2025-12-24T20:26:26.111483] [INFO ] [FORECASTER] Completed predict_future for LX
[2025-12-24T20:26:26.111656] [INFO ] [sig       ] LX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:26.262453] [INFO ] [LOCAL     ] Saved forecast: LX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LX.txt
[2025-12-24T20:26:26.262664] [INFO ] [sig       ] [1958/3551] Completed LX in 0.4s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-24T20:26:26.262736] [INFO ] [sig       ] [1959/3551] Forecasting LXEO...
[2025-12-24T20:26:26.262781] [INFO ] [sig       ] Generating forecast for: LXEO
[2025-12-24T20:26:26.262823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2025-12-24T20:26:26.274405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2025-12-24T20:26:26.274740] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2025-12-24T20:26:26.275508] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2025-12-24T20:26:26.275561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:26.275617] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:26.275650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:26.275708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:26.331019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:26.331730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:26.331812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:26.331862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:26.456546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:26.456733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:26.456775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:26.456804] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:26.460186] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: DOWN (p=25.15%)
[2025-12-24T20:26:26.460462] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2025-12-24T20:26:26.460599] [INFO ] [sig       ] LXEO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:26.600066] [INFO ] [LOCAL     ] Saved forecast: LXEO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LXEO.txt
[2025-12-24T20:26:26.600205] [INFO ] [sig       ] [1959/3551] Completed LXEO in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-24T20:26:26.600245] [INFO ] [sig       ] [1960/3551] Forecasting LXP...
[2025-12-24T20:26:26.600274] [INFO ] [sig       ] Generating forecast for: LXP
[2025-12-24T20:26:26.600304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-12-24T20:26:26.612422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2025-12-24T20:26:26.612810] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-12-24T20:26:26.613632] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-12-24T20:26:26.613685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:26.613718] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:26.613745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:26.613802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:26.671087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:26.671969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:26.672057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:26.672090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:26.790461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:26.790641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:26.790682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:26.790712] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:26.794115] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: UP (p=78.57%)
[2025-12-24T20:26:26.794390] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-12-24T20:26:26.794530] [INFO ] [sig       ] LXP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:26.934884] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LXP.txt
[2025-12-24T20:26:26.935049] [INFO ] [sig       ] [1960/3551] Completed LXP in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-24T20:26:26.935089] [INFO ] [sig       ] [1961/3551] Forecasting LYB...
[2025-12-24T20:26:26.935120] [INFO ] [sig       ] Generating forecast for: LYB
[2025-12-24T20:26:26.935149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-12-24T20:26:26.947529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2025-12-24T20:26:26.947920] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-12-24T20:26:26.948683] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-12-24T20:26:26.948735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:26.948793] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:26.948821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:26.948877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:27.005409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:27.006258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:27.006342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:27.006375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:27.122695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:27.122853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:27.122893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:27.122922] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:27.126205] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: UP (p=83.90%)
[2025-12-24T20:26:27.126465] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-12-24T20:26:27.126602] [INFO ] [sig       ] LYB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:27.265507] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LYB.txt
[2025-12-24T20:26:27.265650] [INFO ] [sig       ] [1961/3551] Completed LYB in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-24T20:26:27.265692] [INFO ] [sig       ] [1962/3551] Forecasting LYEL...
[2025-12-24T20:26:27.265720] [INFO ] [sig       ] Generating forecast for: LYEL
[2025-12-24T20:26:27.265748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'.
[2025-12-24T20:26:27.278126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYEL'.
[2025-12-24T20:26:27.278569] [INFO ] [FORECASTER] Starting predict_future for LYEL
[2025-12-24T20:26:27.279511] [DEBUG] [LOCAL     ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt
[2025-12-24T20:26:27.279596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:27.279631] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:27.279659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:27.279719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:27.337540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:27.338479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:27.338607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:27.338644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:27.460625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:27.460792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:27.460849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:27.460878] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:27.464174] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: UP (p=74.11%)
[2025-12-24T20:26:27.464436] [INFO ] [FORECASTER] Completed predict_future for LYEL
[2025-12-24T20:26:27.464557] [INFO ] [sig       ] LYEL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:27.608879] [INFO ] [LOCAL     ] Saved forecast: LYEL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LYEL.txt
[2025-12-24T20:26:27.609041] [INFO ] [sig       ] [1962/3551] Completed LYEL in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-24T20:26:27.609082] [INFO ] [sig       ] [1963/3551] Forecasting LYG...
[2025-12-24T20:26:27.609112] [INFO ] [sig       ] Generating forecast for: LYG
[2025-12-24T20:26:27.609142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-12-24T20:26:27.622188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2025-12-24T20:26:27.622522] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-12-24T20:26:27.623518] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-12-24T20:26:27.623781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:27.623815] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:27.623844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:27.623901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:27.684064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:27.684912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:27.684999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:27.685034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:27.813455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:27.813653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:27.813695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:27.813723] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:27.817470] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: UP (p=50.24%)
[2025-12-24T20:26:27.817926] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-12-24T20:26:27.818046] [INFO ] [sig       ] LYG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:27.957497] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LYG.txt
[2025-12-24T20:26:27.957663] [INFO ] [sig       ] [1963/3551] Completed LYG in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-24T20:26:27.957713] [INFO ] [sig       ] [1964/3551] Forecasting LYRA...
[2025-12-24T20:26:27.957744] [INFO ] [sig       ] Generating forecast for: LYRA
[2025-12-24T20:26:27.957773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2025-12-24T20:26:27.970150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2025-12-24T20:26:27.970465] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2025-12-24T20:26:27.971250] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2025-12-24T20:26:27.971302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:27.971334] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:27.971360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:27.971416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:28.031912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:28.033161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:28.033291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:28.033340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:28.159009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:28.159171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:28.159213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:28.159304] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:28.163109] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: DOWN (p=41.96%)
[2025-12-24T20:26:28.163388] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2025-12-24T20:26:28.163513] [INFO ] [sig       ] LYRA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:28.365665] [INFO ] [LOCAL     ] Saved forecast: LYRA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LYRA.txt
[2025-12-24T20:26:28.365818] [INFO ] [sig       ] [1964/3551] Completed LYRA in 0.4s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-24T20:26:28.365860] [INFO ] [sig       ] [1965/3551] Forecasting LYTS...
[2025-12-24T20:26:28.365889] [INFO ] [sig       ] Generating forecast for: LYTS
[2025-12-24T20:26:28.365919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2025-12-24T20:26:28.377692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2025-12-24T20:26:28.378033] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2025-12-24T20:26:28.378825] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2025-12-24T20:26:28.378877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:28.378909] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:28.378943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:28.379013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:28.438011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:28.438876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:28.438956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:28.438989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:28.561427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:28.561612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:28.561655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:28.561684] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:28.565413] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: DOWN (p=49.18%)
[2025-12-24T20:26:28.565732] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2025-12-24T20:26:28.565861] [INFO ] [sig       ] LYTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:28.711237] [INFO ] [LOCAL     ] Saved forecast: LYTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LYTS.txt
[2025-12-24T20:26:28.711391] [INFO ] [sig       ] [1965/3551] Completed LYTS in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-24T20:26:28.711430] [INFO ] [sig       ] [1966/3551] Forecasting LZ...
[2025-12-24T20:26:28.711461] [INFO ] [sig       ] Generating forecast for: LZ
[2025-12-24T20:26:28.711490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2025-12-24T20:26:28.723050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2025-12-24T20:26:28.723361] [INFO ] [FORECASTER] Starting predict_future for LZ
[2025-12-24T20:26:28.724154] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2025-12-24T20:26:28.724213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:28.724257] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:28.724284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:28.724341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:28.780494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:28.781274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:28.781379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:28.781414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:28.902271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:28.902422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:28.902459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:28.902489] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:28.905789] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-12-24T20:26:28.906050] [INFO ] [FORECASTER] Completed predict_future for LZ
[2025-12-24T20:26:28.906169] [INFO ] [sig       ] LZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:29.045213] [INFO ] [LOCAL     ] Saved forecast: LZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LZ.txt
[2025-12-24T20:26:29.045360] [INFO ] [sig       ] [1966/3551] Completed LZ in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-24T20:26:29.045401] [INFO ] [sig       ] [1967/3551] Forecasting LZB...
[2025-12-24T20:26:29.045432] [INFO ] [sig       ] Generating forecast for: LZB
[2025-12-24T20:26:29.045464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-12-24T20:26:29.057329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2025-12-24T20:26:29.057740] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-12-24T20:26:29.058511] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-12-24T20:26:29.058563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:29.058616] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:29.058644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:29.058700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:29.115153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:29.115981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:29.116064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:29.116096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:29.239401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:29.239588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:29.239636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:29.239665] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:29.242990] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: UP (p=62.30%)
[2025-12-24T20:26:29.243256] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-12-24T20:26:29.243380] [INFO ] [sig       ] LZB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:29.387284] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/LZB.txt
[2025-12-24T20:26:29.387454] [INFO ] [sig       ] [1967/3551] Completed LZB in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-24T20:26:29.387496] [INFO ] [sig       ] [1968/3551] Forecasting LZM...
[2025-12-24T20:26:29.387527] [INFO ] [sig       ] Generating forecast for: LZM
[2025-12-24T20:26:29.387559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-12-24T20:26:29.400016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2025-12-24T20:26:29.400459] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-12-24T20:26:29.401751] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-12-24T20:26:29.401819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:29.401872] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:29.401915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:29.402002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:29.463164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:29.463833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:29.463917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:29.463950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:29.583859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:29.584013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:29.584052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:29.584080] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:29.587423] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=16.63%)
[2025-12-24T20:26:29.587712] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-12-24T20:26:29.587835] [INFO ] [sig       ] LZM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:29.730360] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/LZM.txt
[2025-12-24T20:26:29.730508] [INFO ] [sig       ] [1968/3551] Completed LZM in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-24T20:26:29.730548] [INFO ] [sig       ] [1969/3551] Forecasting M...
[2025-12-24T20:26:29.730597] [INFO ] [sig       ] Generating forecast for: M
[2025-12-24T20:26:29.730630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-12-24T20:26:29.743588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2025-12-24T20:26:29.743971] [INFO ] [FORECASTER] Starting predict_future for M
[2025-12-24T20:26:29.744740] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-12-24T20:26:29.744792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:29.744823] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:29.744849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:29.744905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:29.808331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:29.809155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:29.809236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:29.809269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:29.929794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:29.929948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:29.929987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:29.930015] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:29.933295] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: DOWN (p=2.89%)
[2025-12-24T20:26:29.933557] [INFO ] [FORECASTER] Completed predict_future for M
[2025-12-24T20:26:29.933698] [INFO ] [sig       ] M: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:30.099688] [INFO ] [LOCAL     ] Saved forecast: M	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/M.txt
[2025-12-24T20:26:30.099842] [INFO ] [sig       ] [1969/3551] Completed M in 0.4s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-24T20:26:30.099882] [INFO ] [sig       ] [1970/3551] Forecasting MA...
[2025-12-24T20:26:30.099911] [INFO ] [sig       ] Generating forecast for: MA
[2025-12-24T20:26:30.099947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-12-24T20:26:30.111249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2025-12-24T20:26:30.111626] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-12-24T20:26:30.112452] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-12-24T20:26:30.112507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:30.112539] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:30.112567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:30.112650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:30.171394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:30.172254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:30.172342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:30.172376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:30.293455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:30.293631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:30.293674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:30.293703] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:30.297148] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=55.99%)
[2025-12-24T20:26:30.297430] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-12-24T20:26:30.297558] [INFO ] [sig       ] MA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:30.443880] [INFO ] [LOCAL     ] Saved forecast: MA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MA.txt
[2025-12-24T20:26:30.444056] [INFO ] [sig       ] [1970/3551] Completed MA in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-24T20:26:30.444104] [INFO ] [sig       ] [1971/3551] Forecasting MAA...
[2025-12-24T20:26:30.444135] [INFO ] [sig       ] Generating forecast for: MAA
[2025-12-24T20:26:30.444166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-12-24T20:26:30.456042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2025-12-24T20:26:30.456405] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-12-24T20:26:30.457227] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-12-24T20:26:30.457282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:30.457314] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:30.457343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:30.457400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:30.514318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:30.515168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:30.515253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:30.515321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:30.637707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:30.637860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:30.637904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:30.637933] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:30.641358] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=3.83%)
[2025-12-24T20:26:30.641644] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-12-24T20:26:30.641769] [INFO ] [sig       ] MAA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:30.786433] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MAA.txt
[2025-12-24T20:26:30.786585] [INFO ] [sig       ] [1971/3551] Completed MAA in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-24T20:26:30.786630] [INFO ] [sig       ] [1972/3551] Forecasting MAC...
[2025-12-24T20:26:30.786661] [INFO ] [sig       ] Generating forecast for: MAC
[2025-12-24T20:26:30.786693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-12-24T20:26:30.799190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2025-12-24T20:26:30.799594] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-12-24T20:26:30.800364] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-12-24T20:26:30.800418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:30.800452] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:30.800480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:30.800538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:30.858254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:30.858867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:30.858945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:30.858977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:30.993078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:30.993227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:30.993268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:30.993296] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:30.996607] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-12-24T20:26:30.996870] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-12-24T20:26:30.996990] [INFO ] [sig       ] MAC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:31.136000] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MAC.txt
[2025-12-24T20:26:31.136151] [INFO ] [sig       ] [1972/3551] Completed MAC in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-24T20:26:31.136191] [INFO ] [sig       ] [1973/3551] Forecasting MAMA...
[2025-12-24T20:26:31.136220] [INFO ] [sig       ] Generating forecast for: MAMA
[2025-12-24T20:26:31.136251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2025-12-24T20:26:31.147847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2025-12-24T20:26:31.148188] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2025-12-24T20:26:31.148959] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2025-12-24T20:26:31.149010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:31.149041] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:31.149066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:31.149121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:31.205284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:31.206455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:31.206753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:31.206790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:31.328647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:31.328801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:31.328842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:31.328870] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:31.332312] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: UP (p=86.56%)
[2025-12-24T20:26:31.332650] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2025-12-24T20:26:31.332775] [INFO ] [sig       ] MAMA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:31.472184] [INFO ] [LOCAL     ] Saved forecast: MAMA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MAMA.txt
[2025-12-24T20:26:31.472332] [INFO ] [sig       ] [1973/3551] Completed MAMA in 0.3s | 2.87 sym/s | Total: 11.4m | ETA: 9.2m
[2025-12-24T20:26:31.472374] [INFO ] [sig       ] [1974/3551] Forecasting MAN...
[2025-12-24T20:26:31.472404] [INFO ] [sig       ] Generating forecast for: MAN
[2025-12-24T20:26:31.472434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-12-24T20:26:31.483064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2025-12-24T20:26:31.483351] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-12-24T20:26:31.484111] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-12-24T20:26:31.484163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:31.484194] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:31.484221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:31.484277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:31.540091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:31.540760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:31.540838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:31.540870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:31.660165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:31.660319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:31.660358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:31.660386] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:31.663765] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: UP (p=84.61%)
[2025-12-24T20:26:31.664038] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-12-24T20:26:31.664166] [INFO ] [sig       ] MAN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:31.803040] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MAN.txt
[2025-12-24T20:26:31.803217] [INFO ] [sig       ] [1974/3551] Completed MAN in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-24T20:26:31.803264] [INFO ] [sig       ] [1975/3551] Forecasting MANH...
[2025-12-24T20:26:31.803295] [INFO ] [sig       ] Generating forecast for: MANH
[2025-12-24T20:26:31.803324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2025-12-24T20:26:31.814780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2025-12-24T20:26:31.815098] [INFO ] [FORECASTER] Starting predict_future for MANH
[2025-12-24T20:26:31.815894] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2025-12-24T20:26:31.815947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:31.815979] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:31.816006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:31.816065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:31.872412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:31.873163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:31.873244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:31.873279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:31.992755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:31.992925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:31.992966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:31.992995] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:31.996288] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: UP (p=98.77%)
[2025-12-24T20:26:31.996550] [INFO ] [FORECASTER] Completed predict_future for MANH
[2025-12-24T20:26:31.996691] [INFO ] [sig       ] MANH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:32.137311] [INFO ] [LOCAL     ] Saved forecast: MANH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MANH.txt
[2025-12-24T20:26:32.137451] [INFO ] [sig       ] [1975/3551] Completed MANH in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-24T20:26:32.137490] [INFO ] [sig       ] [1976/3551] Forecasting MARA...
[2025-12-24T20:26:32.137519] [INFO ] [sig       ] Generating forecast for: MARA
[2025-12-24T20:26:32.137549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2025-12-24T20:26:32.148479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2025-12-24T20:26:32.148798] [INFO ] [FORECASTER] Starting predict_future for MARA
[2025-12-24T20:26:32.149555] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2025-12-24T20:26:32.149625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:32.149657] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:32.149683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:32.149740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:32.204830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:32.205415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:32.205497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:32.205528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:32.327303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:32.327421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:32.327459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:32.327487] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:32.330772] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: UP (p=77.28%)
[2025-12-24T20:26:32.331034] [INFO ] [FORECASTER] Completed predict_future for MARA
[2025-12-24T20:26:32.331150] [INFO ] [sig       ] MARA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:32.472907] [INFO ] [LOCAL     ] Saved forecast: MARA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MARA.txt
[2025-12-24T20:26:32.473036] [INFO ] [sig       ] [1976/3551] Completed MARA in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-24T20:26:32.473074] [INFO ] [sig       ] [1977/3551] Forecasting MAS...
[2025-12-24T20:26:32.473104] [INFO ] [sig       ] Generating forecast for: MAS
[2025-12-24T20:26:32.473134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-12-24T20:26:32.484492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2025-12-24T20:26:32.484800] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-12-24T20:26:32.485552] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-12-24T20:26:32.485622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:32.485655] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:32.485682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:32.485738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:32.542232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:32.543148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:32.543230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:32.543263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:32.659800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:32.659950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:32.659991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:32.660020] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:32.663311] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: UP (p=62.06%)
[2025-12-24T20:26:32.663590] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-12-24T20:26:32.663712] [INFO ] [sig       ] MAS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:32.804376] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MAS.txt
[2025-12-24T20:26:32.804530] [INFO ] [sig       ] [1977/3551] Completed MAS in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-24T20:26:32.804585] [INFO ] [sig       ] [1978/3551] Forecasting MASI...
[2025-12-24T20:26:32.804619] [INFO ] [sig       ] Generating forecast for: MASI
[2025-12-24T20:26:32.804650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2025-12-24T20:26:32.816349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2025-12-24T20:26:32.816723] [INFO ] [FORECASTER] Starting predict_future for MASI
[2025-12-24T20:26:32.817488] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2025-12-24T20:26:32.817541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:32.817617] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:32.817646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:32.817705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:32.874056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:32.874817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:32.874897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:32.874930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:32.994109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:32.994259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:32.994298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:32.994326] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:32.997629] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: UP (p=92.10%)
[2025-12-24T20:26:32.997893] [INFO ] [FORECASTER] Completed predict_future for MASI
[2025-12-24T20:26:32.998012] [INFO ] [sig       ] MASI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:33.136826] [INFO ] [LOCAL     ] Saved forecast: MASI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MASI.txt
[2025-12-24T20:26:33.136957] [INFO ] [sig       ] [1978/3551] Completed MASI in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-24T20:26:33.136999] [INFO ] [sig       ] [1979/3551] Forecasting MASS...
[2025-12-24T20:26:33.137029] [INFO ] [sig       ] Generating forecast for: MASS
[2025-12-24T20:26:33.137060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2025-12-24T20:26:33.150895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2025-12-24T20:26:33.151358] [INFO ] [FORECASTER] Starting predict_future for MASS
[2025-12-24T20:26:33.152409] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2025-12-24T20:26:33.152476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:33.152538] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:33.152610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:33.152726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:33.217363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:33.218288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:33.218380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:33.218415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:33.338139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:33.338290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:33.338329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:33.338357] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:33.341703] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: DOWN (p=47.98%)
[2025-12-24T20:26:33.341966] [INFO ] [FORECASTER] Completed predict_future for MASS
[2025-12-24T20:26:33.342090] [INFO ] [sig       ] MASS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:33.480379] [INFO ] [LOCAL     ] Saved forecast: MASS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MASS.txt
[2025-12-24T20:26:33.480515] [INFO ] [sig       ] [1979/3551] Completed MASS in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-24T20:26:33.480559] [INFO ] [sig       ] [1980/3551] Forecasting MATX...
[2025-12-24T20:26:33.480605] [INFO ] [sig       ] Generating forecast for: MATX
[2025-12-24T20:26:33.480640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-12-24T20:26:33.492979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2025-12-24T20:26:33.493272] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-12-24T20:26:33.494023] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-12-24T20:26:33.494077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:33.494109] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:33.494136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:33.494192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:33.549250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:33.549961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:33.550040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:33.550072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:33.666962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:33.667116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:33.667164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:33.667202] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:33.670675] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: UP (p=95.20%)
[2025-12-24T20:26:33.670950] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-12-24T20:26:33.671073] [INFO ] [sig       ] MATX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:33.829128] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MATX.txt
[2025-12-24T20:26:33.829333] [INFO ] [sig       ] [1980/3551] Completed MATX in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-24T20:26:33.829381] [INFO ] [sig       ] [1981/3551] Forecasting MAX...
[2025-12-24T20:26:33.829410] [INFO ] [sig       ] Generating forecast for: MAX
[2025-12-24T20:26:33.829440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-12-24T20:26:33.841678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2025-12-24T20:26:33.842031] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-12-24T20:26:33.842834] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-12-24T20:26:33.842886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:33.842918] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:33.842945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:33.843001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:33.901801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:33.902430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:33.902511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:33.902545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:34.022098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:34.022255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:34.022296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:34.022361] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:34.025811] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: DOWN (p=43.80%)
[2025-12-24T20:26:34.026080] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-12-24T20:26:34.026202] [INFO ] [sig       ] MAX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:34.167504] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MAX.txt
[2025-12-24T20:26:34.167656] [INFO ] [sig       ] [1981/3551] Completed MAX in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-24T20:26:34.167696] [INFO ] [sig       ] [1982/3551] Forecasting MAXI...
[2025-12-24T20:26:34.167726] [INFO ] [sig       ] Generating forecast for: MAXI
[2025-12-24T20:26:34.167756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2025-12-24T20:26:34.179319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2025-12-24T20:26:34.179659] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2025-12-24T20:26:34.180424] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2025-12-24T20:26:34.180477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:34.180509] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:34.180537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:34.180612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:34.238105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:34.238860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:34.238941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:34.238974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:34.357174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:34.357322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:34.357360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:34.357388] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:34.361089] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: DOWN (p=31.08%)
[2025-12-24T20:26:34.361358] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2025-12-24T20:26:34.361482] [INFO ] [sig       ] MAXI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:34.504665] [INFO ] [LOCAL     ] Saved forecast: MAXI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MAXI.txt
[2025-12-24T20:26:34.504792] [INFO ] [sig       ] [1982/3551] Completed MAXI in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-24T20:26:34.504837] [INFO ] [sig       ] [1983/3551] Forecasting MAXN...
[2025-12-24T20:26:34.504871] [INFO ] [sig       ] Generating forecast for: MAXN
[2025-12-24T20:26:34.504900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2025-12-24T20:26:34.516332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2025-12-24T20:26:34.516632] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2025-12-24T20:26:34.517537] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2025-12-24T20:26:34.517610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:34.517643] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:34.517669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:34.517726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:34.574858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:34.575487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:34.575594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:34.575630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:34.692655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:34.692812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:34.692850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:34.692879] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:34.696171] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: UP (p=90.10%)
[2025-12-24T20:26:34.696433] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2025-12-24T20:26:34.696552] [INFO ] [sig       ] MAXN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:34.845994] [INFO ] [LOCAL     ] Saved forecast: MAXN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MAXN.txt
[2025-12-24T20:26:34.846161] [INFO ] [sig       ] [1983/3551] Completed MAXN in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-24T20:26:34.846205] [INFO ] [sig       ] [1984/3551] Forecasting MBB...
[2025-12-24T20:26:34.846246] [INFO ] [sig       ] Generating forecast for: MBB
[2025-12-24T20:26:34.846287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2025-12-24T20:26:34.859500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2025-12-24T20:26:34.859912] [INFO ] [FORECASTER] Starting predict_future for MBB
[2025-12-24T20:26:34.860898] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2025-12-24T20:26:34.860965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:34.861014] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:34.861058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:34.861144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:34.920899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:34.921772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:34.921859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:34.921892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:35.052398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:35.052550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:35.052610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:35.052642] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:35.056260] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: DOWN (p=45.41%)
[2025-12-24T20:26:35.056536] [INFO ] [FORECASTER] Completed predict_future for MBB
[2025-12-24T20:26:35.056716] [INFO ] [sig       ] MBB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:35.198739] [INFO ] [LOCAL     ] Saved forecast: MBB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MBB.txt
[2025-12-24T20:26:35.198868] [INFO ] [sig       ] [1984/3551] Completed MBB in 0.4s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-24T20:26:35.198907] [INFO ] [sig       ] [1985/3551] Forecasting MBC...
[2025-12-24T20:26:35.198936] [INFO ] [sig       ] Generating forecast for: MBC
[2025-12-24T20:26:35.198965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-12-24T20:26:35.210521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2025-12-24T20:26:35.210837] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-12-24T20:26:35.211626] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-12-24T20:26:35.211680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:35.211713] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:35.211742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:35.211799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:35.268995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:35.269728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:35.269816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:35.269857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:35.385619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:35.385772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:35.385811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:35.385841] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:35.389306] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=17.55%)
[2025-12-24T20:26:35.389596] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-12-24T20:26:35.389720] [INFO ] [sig       ] MBC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:35.531349] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MBC.txt
[2025-12-24T20:26:35.531476] [INFO ] [sig       ] [1985/3551] Completed MBC in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-24T20:26:35.531516] [INFO ] [sig       ] [1986/3551] Forecasting MBCN...
[2025-12-24T20:26:35.531550] [INFO ] [sig       ] Generating forecast for: MBCN
[2025-12-24T20:26:35.531607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2025-12-24T20:26:35.545725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2025-12-24T20:26:35.546088] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2025-12-24T20:26:35.547047] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2025-12-24T20:26:35.547099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:35.547130] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:35.547158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:35.547214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:35.604446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:35.605110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:35.605202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:35.605237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:35.700144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:35.700286] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-24T20:26:35.700342] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:35.700372] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:35.703786] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: UP (p=93.95%)
[2025-12-24T20:26:35.704060] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2025-12-24T20:26:35.704192] [INFO ] [sig       ] MBCN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:35.846314] [INFO ] [LOCAL     ] Saved forecast: MBCN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MBCN.txt
[2025-12-24T20:26:35.846461] [INFO ] [sig       ] [1986/3551] Completed MBCN in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-24T20:26:35.846503] [INFO ] [sig       ] [1987/3551] Forecasting MBI...
[2025-12-24T20:26:35.846533] [INFO ] [sig       ] Generating forecast for: MBI
[2025-12-24T20:26:35.846562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-12-24T20:26:35.857968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2025-12-24T20:26:35.858246] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-12-24T20:26:35.858999] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-12-24T20:26:35.859051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:35.859082] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:35.859109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:35.859165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:35.915838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:35.916431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:35.916513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:35.916552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:36.053112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:36.053270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:36.053312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:36.053342] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:36.056847] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: DOWN (p=0.51%)
[2025-12-24T20:26:36.057141] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-12-24T20:26:36.057271] [INFO ] [sig       ] MBI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:36.199631] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MBI.txt
[2025-12-24T20:26:36.199760] [INFO ] [sig       ] [1987/3551] Completed MBI in 0.4s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-24T20:26:36.199800] [INFO ] [sig       ] [1988/3551] Forecasting MBIN...
[2025-12-24T20:26:36.199829] [INFO ] [sig       ] Generating forecast for: MBIN
[2025-12-24T20:26:36.199858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2025-12-24T20:26:36.211545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2025-12-24T20:26:36.211845] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2025-12-24T20:26:36.212998] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2025-12-24T20:26:36.213049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:36.213079] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:36.213106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:36.213162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:36.270396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:36.271119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:36.271240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:36.271276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:36.393542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:36.393834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:36.393879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:36.393910] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:36.397371] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: UP (p=92.97%)
[2025-12-24T20:26:36.397663] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2025-12-24T20:26:36.397786] [INFO ] [sig       ] MBIN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:36.546036] [INFO ] [LOCAL     ] Saved forecast: MBIN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MBIN.txt
[2025-12-24T20:26:36.546166] [INFO ] [sig       ] [1988/3551] Completed MBIN in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-24T20:26:36.546204] [INFO ] [sig       ] [1989/3551] Forecasting MBIO...
[2025-12-24T20:26:36.546236] [INFO ] [sig       ] Generating forecast for: MBIO
[2025-12-24T20:26:36.546266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'.
[2025-12-24T20:26:36.557750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIO'.
[2025-12-24T20:26:36.558034] [INFO ] [FORECASTER] Starting predict_future for MBIO
[2025-12-24T20:26:36.558790] [DEBUG] [LOCAL     ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt
[2025-12-24T20:26:36.558840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:36.558872] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:36.558898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:36.558954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:36.615331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:36.615939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:36.616017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:36.616049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:36.736260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:36.736407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:36.736446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:36.736474] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:36.739759] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: UP (p=90.75%)
[2025-12-24T20:26:36.740027] [INFO ] [FORECASTER] Completed predict_future for MBIO
[2025-12-24T20:26:36.740143] [INFO ] [sig       ] MBIO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:36.878718] [INFO ] [LOCAL     ] Saved forecast: MBIO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MBIO.txt
[2025-12-24T20:26:36.878840] [INFO ] [sig       ] [1989/3551] Completed MBIO in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-24T20:26:36.878878] [INFO ] [sig       ] [1990/3551] Forecasting MBLY...
[2025-12-24T20:26:36.878908] [INFO ] [sig       ] Generating forecast for: MBLY
[2025-12-24T20:26:36.878937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2025-12-24T20:26:36.890479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2025-12-24T20:26:36.890783] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2025-12-24T20:26:36.891514] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2025-12-24T20:26:36.891564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:36.891631] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:36.891658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:36.891715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:36.949375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:36.950132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:36.950217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:36.950252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:37.073344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:37.073498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:37.073536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:37.073564] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:37.076940] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: UP (p=79.72%)
[2025-12-24T20:26:37.077226] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2025-12-24T20:26:37.077350] [INFO ] [sig       ] MBLY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:37.225406] [INFO ] [LOCAL     ] Saved forecast: MBLY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MBLY.txt
[2025-12-24T20:26:37.225585] [INFO ] [sig       ] [1990/3551] Completed MBLY in 0.3s | 2.87 sym/s | Total: 11.5m | ETA: 9.1m
[2025-12-24T20:26:37.225634] [INFO ] [sig       ] [1991/3551] Forecasting MBS...
[2025-12-24T20:26:37.225663] [INFO ] [sig       ] Generating forecast for: MBS
[2025-12-24T20:26:37.225692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2025-12-24T20:26:37.237146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2025-12-24T20:26:37.237505] [INFO ] [FORECASTER] Starting predict_future for MBS
[2025-12-24T20:26:37.238309] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2025-12-24T20:26:37.238362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:37.238394] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:37.238421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:37.238478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:37.294452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:37.295281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:37.295367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:37.295399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:37.431355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:37.431512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:37.431552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:37.431602] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:37.434947] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: UP (p=69.39%)
[2025-12-24T20:26:37.435251] [INFO ] [FORECASTER] Completed predict_future for MBS
[2025-12-24T20:26:37.435379] [INFO ] [sig       ] MBS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:37.576143] [INFO ] [LOCAL     ] Saved forecast: MBS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MBS.txt
[2025-12-24T20:26:37.576325] [INFO ] [sig       ] [1991/3551] Completed MBS in 0.4s | 2.87 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-24T20:26:37.576367] [INFO ] [sig       ] [1992/3551] Forecasting MBWM...
[2025-12-24T20:26:37.576397] [INFO ] [sig       ] Generating forecast for: MBWM
[2025-12-24T20:26:37.576427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2025-12-24T20:26:37.587593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2025-12-24T20:26:37.587978] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2025-12-24T20:26:37.588744] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2025-12-24T20:26:37.588795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:37.588827] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:37.588854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:37.588910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:37.645909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:37.646874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:37.646962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:37.646995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:37.761698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:37.761847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:37.761886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:37.761914] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:37.765245] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: UP (p=96.12%)
[2025-12-24T20:26:37.765516] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2025-12-24T20:26:37.765666] [INFO ] [sig       ] MBWM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:37.905669] [INFO ] [LOCAL     ] Saved forecast: MBWM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MBWM.txt
[2025-12-24T20:26:37.905834] [INFO ] [sig       ] [1992/3551] Completed MBWM in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-24T20:26:37.905876] [INFO ] [sig       ] [1993/3551] Forecasting MBX...
[2025-12-24T20:26:37.905905] [INFO ] [sig       ] Generating forecast for: MBX
[2025-12-24T20:26:37.905934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2025-12-24T20:26:37.917727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBX'.
[2025-12-24T20:26:37.918101] [INFO ] [FORECASTER] Starting predict_future for MBX
[2025-12-24T20:26:37.918890] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2025-12-24T20:26:37.918941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:37.918972] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:37.918999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:37.919055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:37.976996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:37.977868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:37.977953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:37.977987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:38.101158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:38.101317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:38.101356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:38.101384] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:38.104954] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: DOWN (p=16.93%)
[2025-12-24T20:26:38.105217] [INFO ] [FORECASTER] Completed predict_future for MBX
[2025-12-24T20:26:38.105341] [INFO ] [sig       ] MBX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:38.246498] [INFO ] [LOCAL     ] Saved forecast: MBX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MBX.txt
[2025-12-24T20:26:38.246683] [INFO ] [sig       ] [1993/3551] Completed MBX in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-24T20:26:38.246728] [INFO ] [sig       ] [1994/3551] Forecasting MC...
[2025-12-24T20:26:38.246764] [INFO ] [sig       ] Generating forecast for: MC
[2025-12-24T20:26:38.246795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-12-24T20:26:38.259025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2025-12-24T20:26:38.259400] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-12-24T20:26:38.260369] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-12-24T20:26:38.260420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:38.260452] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:38.260478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:38.260533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:38.317896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:38.318747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:38.318831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:38.318863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:38.437239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:38.437393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:38.437433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:38.437461] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:38.440827] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-12-24T20:26:38.441092] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-12-24T20:26:38.441212] [INFO ] [sig       ] MC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:38.580779] [INFO ] [LOCAL     ] Saved forecast: MC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MC.txt
[2025-12-24T20:26:38.580922] [INFO ] [sig       ] [1994/3551] Completed MC in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-24T20:26:38.580963] [INFO ] [sig       ] [1995/3551] Forecasting MCBS...
[2025-12-24T20:26:38.580992] [INFO ] [sig       ] Generating forecast for: MCBS
[2025-12-24T20:26:38.581023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2025-12-24T20:26:38.592948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2025-12-24T20:26:38.593269] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2025-12-24T20:26:38.594057] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2025-12-24T20:26:38.594110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:38.594166] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:38.594195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:38.594266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:38.654097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:38.654983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:38.655066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:38.655099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:38.780696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:38.781069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:38.781110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:38.781138] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:38.784492] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: UP (p=53.83%)
[2025-12-24T20:26:38.784803] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2025-12-24T20:26:38.784926] [INFO ] [sig       ] MCBS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:38.926000] [INFO ] [LOCAL     ] Saved forecast: MCBS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MCBS.txt
[2025-12-24T20:26:38.926144] [INFO ] [sig       ] [1995/3551] Completed MCBS in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-24T20:26:38.926185] [INFO ] [sig       ] [1996/3551] Forecasting MCHI...
[2025-12-24T20:26:38.926214] [INFO ] [sig       ] Generating forecast for: MCHI
[2025-12-24T20:26:38.926243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2025-12-24T20:26:38.938519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2025-12-24T20:26:38.938899] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2025-12-24T20:26:38.939918] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2025-12-24T20:26:38.939971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:38.940004] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:38.940031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:38.940090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:38.998865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:38.999649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:38.999749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:38.999788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:39.128427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:39.128610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:39.128653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:39.128683] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:39.132330] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: DOWN (p=9.98%)
[2025-12-24T20:26:39.132725] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2025-12-24T20:26:39.132878] [INFO ] [sig       ] MCHI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:39.278054] [INFO ] [LOCAL     ] Saved forecast: MCHI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MCHI.txt
[2025-12-24T20:26:39.278182] [INFO ] [sig       ] [1996/3551] Completed MCHI in 0.4s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-24T20:26:39.278223] [INFO ] [sig       ] [1997/3551] Forecasting MCHP...
[2025-12-24T20:26:39.278252] [INFO ] [sig       ] Generating forecast for: MCHP
[2025-12-24T20:26:39.278281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2025-12-24T20:26:39.291147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2025-12-24T20:26:39.291475] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2025-12-24T20:26:39.292243] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2025-12-24T20:26:39.292296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:39.292328] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:39.292356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:39.292412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:39.350534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:39.351450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:39.351530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:39.351563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:39.481032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:39.481204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:39.481245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:39.481291] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:39.485104] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: DOWN (p=11.39%)
[2025-12-24T20:26:39.485373] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2025-12-24T20:26:39.485493] [INFO ] [sig       ] MCHP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:39.630613] [INFO ] [LOCAL     ] Saved forecast: MCHP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MCHP.txt
[2025-12-24T20:26:39.630749] [INFO ] [sig       ] [1997/3551] Completed MCHP in 0.4s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-24T20:26:39.630789] [INFO ] [sig       ] [1998/3551] Forecasting MCHX...
[2025-12-24T20:26:39.631008] [INFO ] [sig       ] Generating forecast for: MCHX
[2025-12-24T20:26:39.631038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2025-12-24T20:26:39.643552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2025-12-24T20:26:39.643913] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2025-12-24T20:26:39.644676] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2025-12-24T20:26:39.644732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:39.644763] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:39.644790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:39.644846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:39.707939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:39.708805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:39.708893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:39.708927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:39.821246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:39.821396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:39.821436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:39.821493] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:39.825272] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: DOWN (p=27.32%)
[2025-12-24T20:26:39.825538] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2025-12-24T20:26:39.825683] [INFO ] [sig       ] MCHX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:39.969082] [INFO ] [LOCAL     ] Saved forecast: MCHX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MCHX.txt
[2025-12-24T20:26:39.969196] [INFO ] [sig       ] [1998/3551] Completed MCHX in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-24T20:26:39.969235] [INFO ] [sig       ] [1999/3551] Forecasting MCI...
[2025-12-24T20:26:39.969265] [INFO ] [sig       ] Generating forecast for: MCI
[2025-12-24T20:26:39.969312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-12-24T20:26:39.981532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2025-12-24T20:26:39.981858] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-12-24T20:26:39.982614] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-12-24T20:26:39.982666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:39.982697] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:39.982724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:39.982780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:40.042155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:40.042987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:40.043065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:40.043097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:40.160565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:40.160715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:40.160753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:40.160782] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:40.164059] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: UP (p=88.78%)
[2025-12-24T20:26:40.164319] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-12-24T20:26:40.164438] [INFO ] [sig       ] MCI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:40.313154] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MCI.txt
[2025-12-24T20:26:40.313323] [INFO ] [sig       ] [1999/3551] Completed MCI in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-24T20:26:40.313363] [INFO ] [sig       ] [2000/3551] Forecasting MCK...
[2025-12-24T20:26:40.313395] [INFO ] [sig       ] Generating forecast for: MCK
[2025-12-24T20:26:40.313426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-12-24T20:26:40.326366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2025-12-24T20:26:40.326791] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-12-24T20:26:40.327610] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-12-24T20:26:40.327663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:40.327699] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:40.327726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:40.327782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:40.383787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:40.384693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:40.384797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:40.384830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:40.514397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:40.514552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:40.514610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:40.514641] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:40.517979] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=54.01%)
[2025-12-24T20:26:40.518264] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-12-24T20:26:40.518389] [INFO ] [sig       ] MCK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:40.664637] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MCK.txt
[2025-12-24T20:26:40.664793] [INFO ] [sig       ] [2000/3551] Completed MCK in 0.4s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-24T20:26:40.664833] [INFO ] [sig       ] [2001/3551] Forecasting MCN...
[2025-12-24T20:26:40.664862] [INFO ] [sig       ] Generating forecast for: MCN
[2025-12-24T20:26:40.664893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-12-24T20:26:40.676471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2025-12-24T20:26:40.676868] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-12-24T20:26:40.677650] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-12-24T20:26:40.677702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:40.677734] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:40.677761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:40.677848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:40.737889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:40.738768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:40.738861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:40.738898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:40.858149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:40.858306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:40.858346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:40.858375] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:40.861927] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=20.51%)
[2025-12-24T20:26:40.862209] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-12-24T20:26:40.862336] [INFO ] [sig       ] MCN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:41.006605] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MCN.txt
[2025-12-24T20:26:41.006768] [INFO ] [sig       ] [2001/3551] Completed MCN in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-24T20:26:41.006809] [INFO ] [sig       ] [2002/3551] Forecasting MCO...
[2025-12-24T20:26:41.006839] [INFO ] [sig       ] Generating forecast for: MCO
[2025-12-24T20:26:41.006869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-12-24T20:26:41.018530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2025-12-24T20:26:41.018912] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-12-24T20:26:41.019724] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-12-24T20:26:41.019776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:41.019808] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:41.019835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:41.019891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:41.081684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:41.082771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:41.082868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:41.082905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:41.206227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:41.206380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:41.206423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:41.206454] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:41.210138] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: DOWN (p=4.32%)
[2025-12-24T20:26:41.210417] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-12-24T20:26:41.210547] [INFO ] [sig       ] MCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:41.360450] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MCO.txt
[2025-12-24T20:26:41.360627] [INFO ] [sig       ] [2002/3551] Completed MCO in 0.4s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-24T20:26:41.360673] [INFO ] [sig       ] [2003/3551] Forecasting MCRB...
[2025-12-24T20:26:41.360705] [INFO ] [sig       ] Generating forecast for: MCRB
[2025-12-24T20:26:41.360738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2025-12-24T20:26:41.373389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2025-12-24T20:26:41.373795] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2025-12-24T20:26:41.374607] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2025-12-24T20:26:41.374679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:41.374716] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:41.374745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:41.374803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:41.432568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:41.433563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:41.433687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:41.433725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:41.561506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:41.561699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:41.561754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:41.561796] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:41.566868] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: UP (p=98.81%)
[2025-12-24T20:26:41.567278] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2025-12-24T20:26:41.567448] [INFO ] [sig       ] MCRB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:41.720024] [INFO ] [LOCAL     ] Saved forecast: MCRB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MCRB.txt
[2025-12-24T20:26:41.720177] [INFO ] [sig       ] [2003/3551] Completed MCRB in 0.4s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-24T20:26:41.720217] [INFO ] [sig       ] [2004/3551] Forecasting MCRI...
[2025-12-24T20:26:41.720247] [INFO ] [sig       ] Generating forecast for: MCRI
[2025-12-24T20:26:41.720278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2025-12-24T20:26:41.731560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2025-12-24T20:26:41.731903] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2025-12-24T20:26:41.732663] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2025-12-24T20:26:41.732714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:41.732745] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:41.732772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:41.732828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:41.788786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:41.789916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:41.790002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:41.790035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:41.914075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:41.914225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:41.914266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:41.914294] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:41.917606] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: UP (p=82.06%)
[2025-12-24T20:26:41.917869] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2025-12-24T20:26:41.917987] [INFO ] [sig       ] MCRI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:42.056134] [INFO ] [LOCAL     ] Saved forecast: MCRI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MCRI.txt
[2025-12-24T20:26:42.056279] [INFO ] [sig       ] [2004/3551] Completed MCRI in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-24T20:26:42.056318] [INFO ] [sig       ] [2005/3551] Forecasting MCS...
[2025-12-24T20:26:42.056349] [INFO ] [sig       ] Generating forecast for: MCS
[2025-12-24T20:26:42.056380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-12-24T20:26:42.068089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2025-12-24T20:26:42.068412] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-12-24T20:26:42.069198] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-12-24T20:26:42.069250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:42.069296] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:42.069325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:42.069383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:42.131072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:42.131988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:42.132111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:42.132145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:42.256072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:42.256226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:42.256265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:42.256295] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:42.259981] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2025-12-24T20:26:42.260408] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-12-24T20:26:42.260532] [INFO ] [sig       ] MCS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:42.404388] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MCS.txt
[2025-12-24T20:26:42.404545] [INFO ] [sig       ] [2005/3551] Completed MCS in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-24T20:26:42.404616] [INFO ] [sig       ] [2006/3551] Forecasting MCY...
[2025-12-24T20:26:42.404648] [INFO ] [sig       ] Generating forecast for: MCY
[2025-12-24T20:26:42.404679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-12-24T20:26:42.420935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2025-12-24T20:26:42.421310] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-12-24T20:26:42.422087] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-12-24T20:26:42.422139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:42.422170] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:42.422196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:42.422252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:42.479359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:42.480281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:42.480382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:42.480414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:42.601598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:42.601764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:42.601804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:42.601832] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:42.605776] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=7.47%)
[2025-12-24T20:26:42.606127] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-12-24T20:26:42.606267] [INFO ] [sig       ] MCY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:42.769393] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MCY.txt
[2025-12-24T20:26:42.769557] [INFO ] [sig       ] [2006/3551] Completed MCY in 0.4s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-24T20:26:42.769629] [INFO ] [sig       ] [2007/3551] Forecasting MD...
[2025-12-24T20:26:42.769663] [INFO ] [sig       ] Generating forecast for: MD
[2025-12-24T20:26:42.769697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-12-24T20:26:42.782434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2025-12-24T20:26:42.782837] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-12-24T20:26:42.783709] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-12-24T20:26:42.783767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:42.783810] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:42.783842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:42.783901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:42.849073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:42.850058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:42.850152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:42.850186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:42.983065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:42.983239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:42.983280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:42.983308] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:42.986711] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: DOWN (p=3.26%)
[2025-12-24T20:26:42.987172] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-12-24T20:26:42.987296] [INFO ] [sig       ] MD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:43.128282] [INFO ] [LOCAL     ] Saved forecast: MD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MD.txt
[2025-12-24T20:26:43.128419] [INFO ] [sig       ] [2007/3551] Completed MD in 0.4s | 2.87 sym/s | Total: 11.6m | ETA: 9.0m
[2025-12-24T20:26:43.128457] [INFO ] [sig       ] [2008/3551] Forecasting MDAI...
[2025-12-24T20:26:43.128487] [INFO ] [sig       ] Generating forecast for: MDAI
[2025-12-24T20:26:43.128517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2025-12-24T20:26:43.141549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2025-12-24T20:26:43.141916] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2025-12-24T20:26:43.142701] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2025-12-24T20:26:43.142752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:43.142784] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:43.142810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:43.142867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:43.199002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:43.199755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:43.199840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:43.199873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:43.318709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:43.318857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:43.318899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:43.318927] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:43.322211] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: UP (p=97.88%)
[2025-12-24T20:26:43.322489] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2025-12-24T20:26:43.322628] [INFO ] [sig       ] MDAI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:43.460833] [INFO ] [LOCAL     ] Saved forecast: MDAI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MDAI.txt
[2025-12-24T20:26:43.460997] [INFO ] [sig       ] [2008/3551] Completed MDAI in 0.3s | 2.87 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-24T20:26:43.461036] [INFO ] [sig       ] [2009/3551] Forecasting MDB...
[2025-12-24T20:26:43.461066] [INFO ] [sig       ] Generating forecast for: MDB
[2025-12-24T20:26:43.461098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2025-12-24T20:26:43.472161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2025-12-24T20:26:43.472493] [INFO ] [FORECASTER] Starting predict_future for MDB
[2025-12-24T20:26:43.473306] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2025-12-24T20:26:43.473358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:43.473389] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:43.473416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:43.473472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:43.528442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:43.529081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:43.529160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:43.529192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:43.650731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:43.650884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:43.650923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:43.650951] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:43.654463] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: DOWN (p=36.80%)
[2025-12-24T20:26:43.654744] [INFO ] [FORECASTER] Completed predict_future for MDB
[2025-12-24T20:26:43.654863] [INFO ] [sig       ] MDB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:43.792546] [INFO ] [LOCAL     ] Saved forecast: MDB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MDB.txt
[2025-12-24T20:26:43.792713] [INFO ] [sig       ] [2009/3551] Completed MDB in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-24T20:26:43.792752] [INFO ] [sig       ] [2010/3551] Forecasting MDGL...
[2025-12-24T20:26:43.792781] [INFO ] [sig       ] Generating forecast for: MDGL
[2025-12-24T20:26:43.792812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2025-12-24T20:26:43.804001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2025-12-24T20:26:43.804315] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2025-12-24T20:26:43.805082] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2025-12-24T20:26:43.805134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:43.805164] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:43.805190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:43.805245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:43.860443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:43.861098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:43.861177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:43.861209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:43.974944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:43.975090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:43.975144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:43.975172] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:43.978486] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: DOWN (p=0.51%)
[2025-12-24T20:26:43.978788] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2025-12-24T20:26:43.978915] [INFO ] [sig       ] MDGL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:44.116323] [INFO ] [LOCAL     ] Saved forecast: MDGL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MDGL.txt
[2025-12-24T20:26:44.116451] [INFO ] [sig       ] [2010/3551] Completed MDGL in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-24T20:26:44.116489] [INFO ] [sig       ] [2011/3551] Forecasting MDLZ...
[2025-12-24T20:26:44.116517] [INFO ] [sig       ] Generating forecast for: MDLZ
[2025-12-24T20:26:44.116548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2025-12-24T20:26:44.127563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2025-12-24T20:26:44.127896] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2025-12-24T20:26:44.128654] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2025-12-24T20:26:44.128705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:44.128736] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:44.128764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:44.128822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:44.183899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:44.184569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:44.184666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:44.184698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:44.304469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:44.304626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:44.304667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:44.304696] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:44.307950] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: DOWN (p=19.12%)
[2025-12-24T20:26:44.308208] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2025-12-24T20:26:44.308329] [INFO ] [sig       ] MDLZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:44.449543] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MDLZ.txt
[2025-12-24T20:26:44.449702] [INFO ] [sig       ] [2011/3551] Completed MDLZ in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-24T20:26:44.449747] [INFO ] [sig       ] [2012/3551] Forecasting MDWD...
[2025-12-24T20:26:44.449783] [INFO ] [sig       ] Generating forecast for: MDWD
[2025-12-24T20:26:44.449820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2025-12-24T20:26:44.461174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2025-12-24T20:26:44.461532] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2025-12-24T20:26:44.462309] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2025-12-24T20:26:44.462361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:44.462421] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:44.462450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:44.462508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:44.517511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:44.518237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:44.518318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:44.518350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:44.633967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:44.634120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:44.634158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:44.634185] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:44.637531] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: DOWN (p=12.63%)
[2025-12-24T20:26:44.637808] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2025-12-24T20:26:44.637927] [INFO ] [sig       ] MDWD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:44.774911] [INFO ] [LOCAL     ] Saved forecast: MDWD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MDWD.txt
[2025-12-24T20:26:44.775060] [INFO ] [sig       ] [2012/3551] Completed MDWD in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-24T20:26:44.775100] [INFO ] [sig       ] [2013/3551] Forecasting MDXG...
[2025-12-24T20:26:44.775136] [INFO ] [sig       ] Generating forecast for: MDXG
[2025-12-24T20:26:44.775171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2025-12-24T20:26:44.786257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2025-12-24T20:26:44.786650] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2025-12-24T20:26:44.787442] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2025-12-24T20:26:44.787495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:44.787528] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:44.787556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:44.787648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:44.843974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:44.844831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:44.844918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:44.844951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:44.963269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:44.963420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:44.963459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:44.963488] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:44.966792] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: DOWN (p=21.71%)
[2025-12-24T20:26:44.967078] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2025-12-24T20:26:44.967199] [INFO ] [sig       ] MDXG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:45.104285] [INFO ] [LOCAL     ] Saved forecast: MDXG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MDXG.txt
[2025-12-24T20:26:45.104424] [INFO ] [sig       ] [2013/3551] Completed MDXG in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-24T20:26:45.104462] [INFO ] [sig       ] [2014/3551] Forecasting MDXH...
[2025-12-24T20:26:45.104492] [INFO ] [sig       ] Generating forecast for: MDXH
[2025-12-24T20:26:45.104521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2025-12-24T20:26:45.115745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2025-12-24T20:26:45.116243] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2025-12-24T20:26:45.117028] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2025-12-24T20:26:45.117080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:45.117124] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:45.117154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:45.117212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:45.173187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:45.174046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:45.174131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:45.174165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:45.291723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:45.291875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:45.291926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:45.291962] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:45.295359] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: UP (p=88.87%)
[2025-12-24T20:26:45.295764] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2025-12-24T20:26:45.295908] [INFO ] [sig       ] MDXH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:45.436065] [INFO ] [LOCAL     ] Saved forecast: MDXH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MDXH.txt
[2025-12-24T20:26:45.436209] [INFO ] [sig       ] [2014/3551] Completed MDXH in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-24T20:26:45.436248] [INFO ] [sig       ] [2015/3551] Forecasting MEC...
[2025-12-24T20:26:45.436278] [INFO ] [sig       ] Generating forecast for: MEC
[2025-12-24T20:26:45.436309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-12-24T20:26:45.448226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2025-12-24T20:26:45.448631] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-12-24T20:26:45.449488] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-12-24T20:26:45.449543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:45.449595] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:45.449641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:45.449721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:45.509718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:45.510596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:45.510683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:45.510718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:45.631461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:45.631660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:45.631737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:45.631804] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:45.636625] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-12-24T20:26:45.636922] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-12-24T20:26:45.637055] [INFO ] [sig       ] MEC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:45.775751] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MEC.txt
[2025-12-24T20:26:45.775919] [INFO ] [sig       ] [2015/3551] Completed MEC in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-24T20:26:45.775961] [INFO ] [sig       ] [2016/3551] Forecasting MED...
[2025-12-24T20:26:45.775991] [INFO ] [sig       ] Generating forecast for: MED
[2025-12-24T20:26:45.776020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-12-24T20:26:45.787544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2025-12-24T20:26:45.787897] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-12-24T20:26:45.788657] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-12-24T20:26:45.788709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:45.788739] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:45.788766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:45.788826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:45.844481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:45.845225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:45.845305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:45.845337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:45.965559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:45.965728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:45.965767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:45.965796] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:45.969162] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: UP (p=78.14%)
[2025-12-24T20:26:45.969461] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-12-24T20:26:45.969601] [INFO ] [sig       ] MED: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:46.122719] [INFO ] [LOCAL     ] Saved forecast: MED	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MED.txt
[2025-12-24T20:26:46.122890] [INFO ] [sig       ] [2016/3551] Completed MED in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-24T20:26:46.122939] [INFO ] [sig       ] [2017/3551] Forecasting MEDP...
[2025-12-24T20:26:46.122971] [INFO ] [sig       ] Generating forecast for: MEDP
[2025-12-24T20:26:46.123004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2025-12-24T20:26:46.135383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2025-12-24T20:26:46.135740] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2025-12-24T20:26:46.136730] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2025-12-24T20:26:46.136783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:46.136815] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:46.136843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:46.136901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:46.193768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:46.194621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:46.194713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:46.194747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:46.319662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:46.319830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:46.319879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:46.319917] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:46.323275] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: DOWN (p=47.13%)
[2025-12-24T20:26:46.323543] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2025-12-24T20:26:46.323684] [INFO ] [sig       ] MEDP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:46.487806] [INFO ] [LOCAL     ] Saved forecast: MEDP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MEDP.txt
[2025-12-24T20:26:46.487958] [INFO ] [sig       ] [2017/3551] Completed MEDP in 0.4s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-24T20:26:46.487997] [INFO ] [sig       ] [2018/3551] Forecasting MEG...
[2025-12-24T20:26:46.488219] [INFO ] [sig       ] Generating forecast for: MEG
[2025-12-24T20:26:46.488252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-12-24T20:26:46.501467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2025-12-24T20:26:46.501879] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-12-24T20:26:46.502675] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-12-24T20:26:46.502727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:46.502758] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:46.502784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:46.502842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:46.565536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:46.566699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:46.566787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:46.566823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:46.697153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:46.697328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:46.697376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:46.697406] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:46.701772] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=11.82%)
[2025-12-24T20:26:46.702212] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-12-24T20:26:46.702370] [INFO ] [sig       ] MEG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:46.846485] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MEG.txt
[2025-12-24T20:26:46.846658] [INFO ] [sig       ] [2018/3551] Completed MEG in 0.4s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-24T20:26:46.846699] [INFO ] [sig       ] [2019/3551] Forecasting MEGI...
[2025-12-24T20:26:46.846730] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-12-24T20:26:46.846760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-12-24T20:26:46.859656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2025-12-24T20:26:46.859973] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-12-24T20:26:46.860748] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-12-24T20:26:46.860801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:46.860834] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:46.860862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:46.860920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:46.918039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:46.918903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:46.918984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:46.919017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:47.040704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:47.040857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:47.040897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:47.040926] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:47.044296] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=1.14%)
[2025-12-24T20:26:47.044570] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-12-24T20:26:47.044726] [INFO ] [sig       ] MEGI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:47.187021] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MEGI.txt
[2025-12-24T20:26:47.187193] [INFO ] [sig       ] [2019/3551] Completed MEGI in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-24T20:26:47.187245] [INFO ] [sig       ] [2020/3551] Forecasting MEI...
[2025-12-24T20:26:47.187277] [INFO ] [sig       ] Generating forecast for: MEI
[2025-12-24T20:26:47.187308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-12-24T20:26:47.198365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2025-12-24T20:26:47.198658] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-12-24T20:26:47.199426] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-12-24T20:26:47.199478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:47.199509] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:47.199536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:47.199613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:47.257218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:47.258072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:47.258166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:47.258200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:47.382740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:47.382888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:47.382933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:47.382962] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:47.386283] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=97.30%)
[2025-12-24T20:26:47.386544] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-12-24T20:26:47.386680] [INFO ] [sig       ] MEI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:47.526071] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MEI.txt
[2025-12-24T20:26:47.526192] [INFO ] [sig       ] [2020/3551] Completed MEI in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-24T20:26:47.526230] [INFO ] [sig       ] [2021/3551] Forecasting MELI...
[2025-12-24T20:26:47.526260] [INFO ] [sig       ] Generating forecast for: MELI
[2025-12-24T20:26:47.526297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2025-12-24T20:26:47.538271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2025-12-24T20:26:47.538553] [INFO ] [FORECASTER] Starting predict_future for MELI
[2025-12-24T20:26:47.539361] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2025-12-24T20:26:47.539415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:47.539446] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:47.539473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:47.539529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:47.596284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:47.596883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:47.596961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:47.596993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:47.717527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:47.717658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:47.717694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:47.717743] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:47.721000] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: DOWN (p=4.04%)
[2025-12-24T20:26:47.721259] [INFO ] [FORECASTER] Completed predict_future for MELI
[2025-12-24T20:26:47.721376] [INFO ] [sig       ] MELI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:47.862392] [INFO ] [LOCAL     ] Saved forecast: MELI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MELI.txt
[2025-12-24T20:26:47.862502] [INFO ] [sig       ] [2021/3551] Completed MELI in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-24T20:26:47.862539] [INFO ] [sig       ] [2022/3551] Forecasting MEOH...
[2025-12-24T20:26:47.862568] [INFO ] [sig       ] Generating forecast for: MEOH
[2025-12-24T20:26:47.862617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2025-12-24T20:26:47.873744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2025-12-24T20:26:47.874065] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2025-12-24T20:26:47.874836] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2025-12-24T20:26:47.874888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:47.874918] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:47.874945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:47.875001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:47.930524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:47.931138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:47.931240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:47.931273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:48.050517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:48.050670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:48.050708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:48.050736] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:48.053940] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2025-12-24T20:26:48.054204] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2025-12-24T20:26:48.054324] [INFO ] [sig       ] MEOH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:48.194819] [INFO ] [LOCAL     ] Saved forecast: MEOH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MEOH.txt
[2025-12-24T20:26:48.194945] [INFO ] [sig       ] [2022/3551] Completed MEOH in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-24T20:26:48.194984] [INFO ] [sig       ] [2023/3551] Forecasting MERC...
[2025-12-24T20:26:48.195013] [INFO ] [sig       ] Generating forecast for: MERC
[2025-12-24T20:26:48.195043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2025-12-24T20:26:48.206523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2025-12-24T20:26:48.206864] [INFO ] [FORECASTER] Starting predict_future for MERC
[2025-12-24T20:26:48.207629] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2025-12-24T20:26:48.207681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:48.207712] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:48.207738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:48.207793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:48.263740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:48.264655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:48.264745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:48.264797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:48.383365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:48.383539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:48.383608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:48.383645] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:48.387313] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: DOWN (p=24.26%)
[2025-12-24T20:26:48.387660] [INFO ] [FORECASTER] Completed predict_future for MERC
[2025-12-24T20:26:48.387815] [INFO ] [sig       ] MERC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:48.540654] [INFO ] [LOCAL     ] Saved forecast: MERC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MERC.txt
[2025-12-24T20:26:48.540843] [INFO ] [sig       ] [2023/3551] Completed MERC in 0.3s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-24T20:26:48.540900] [INFO ] [sig       ] [2024/3551] Forecasting META...
[2025-12-24T20:26:48.540942] [INFO ] [sig       ] Generating forecast for: META
[2025-12-24T20:26:48.540976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2025-12-24T20:26:48.555091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2025-12-24T20:26:48.555636] [INFO ] [FORECASTER] Starting predict_future for META
[2025-12-24T20:26:48.556839] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2025-12-24T20:26:48.556911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:48.556963] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:48.557009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:48.557096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:48.648055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:48.649320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:48.649443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:48.649499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:48.818504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:48.818721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:48.818786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:48.818837] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:48.824118] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: UP (p=70.70%)
[2025-12-24T20:26:48.824602] [INFO ] [FORECASTER] Completed predict_future for META
[2025-12-24T20:26:48.824804] [INFO ] [sig       ] META: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:49.042623] [INFO ] [LOCAL     ] Saved forecast: META	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/META.txt
[2025-12-24T20:26:49.042851] [INFO ] [sig       ] [2024/3551] Completed META in 0.5s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-24T20:26:49.042898] [INFO ] [sig       ] [2025/3551] Forecasting METC...
[2025-12-24T20:26:49.042934] [INFO ] [sig       ] Generating forecast for: METC
[2025-12-24T20:26:49.042969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2025-12-24T20:26:49.059752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2025-12-24T20:26:49.060267] [INFO ] [FORECASTER] Starting predict_future for METC
[2025-12-24T20:26:49.061416] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2025-12-24T20:26:49.061483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:49.061523] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:49.061593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:49.061666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:49.135075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:49.136038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:49.136151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:49.136207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:49.280055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:49.280266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:49.280328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:49.280379] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:49.286259] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: UP (p=76.30%)
[2025-12-24T20:26:49.286864] [INFO ] [FORECASTER] Completed predict_future for METC
[2025-12-24T20:26:49.287072] [INFO ] [sig       ] METC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:49.475879] [INFO ] [LOCAL     ] Saved forecast: METC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/METC.txt
[2025-12-24T20:26:49.476146] [INFO ] [sig       ] [2025/3551] Completed METC in 0.4s | 2.87 sym/s | Total: 11.7m | ETA: 8.9m
[2025-12-24T20:26:49.476208] [INFO ] [sig       ] [2026/3551] Forecasting METCB...
[2025-12-24T20:26:49.476256] [INFO ] [sig       ] Generating forecast for: METCB
[2025-12-24T20:26:49.476302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2025-12-24T20:26:49.492198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2025-12-24T20:26:49.492706] [INFO ] [FORECASTER] Starting predict_future for METCB
[2025-12-24T20:26:49.493836] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2025-12-24T20:26:49.493906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:49.493956] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:49.493998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:49.494087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:49.579310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:49.580567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:49.580753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:49.580812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:49.717472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:49.717652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:49.717696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:49.717726] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:49.721753] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: DOWN (p=8.17%)
[2025-12-24T20:26:49.722072] [INFO ] [FORECASTER] Completed predict_future for METCB
[2025-12-24T20:26:49.722217] [INFO ] [sig       ] METCB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:49.869333] [INFO ] [LOCAL     ] Saved forecast: METCB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/METCB.txt
[2025-12-24T20:26:49.869493] [INFO ] [sig       ] [2026/3551] Completed METCB in 0.4s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-24T20:26:49.869542] [INFO ] [sig       ] [2027/3551] Forecasting METD...
[2025-12-24T20:26:49.869601] [INFO ] [sig       ] Generating forecast for: METD
[2025-12-24T20:26:49.869636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2025-12-24T20:26:49.882438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2025-12-24T20:26:49.882780] [INFO ] [FORECASTER] Starting predict_future for METD
[2025-12-24T20:26:49.883763] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2025-12-24T20:26:49.883819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:49.883864] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:49.883897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:49.883955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:49.943469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:49.944168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:49.944250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:49.944285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:50.082691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:50.082862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:50.082914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:50.082952] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:50.086656] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: DOWN (p=7.77%)
[2025-12-24T20:26:50.087010] [INFO ] [FORECASTER] Completed predict_future for METD
[2025-12-24T20:26:50.087158] [INFO ] [sig       ] METD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:50.230008] [INFO ] [LOCAL     ] Saved forecast: METD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/METD.txt
[2025-12-24T20:26:50.230178] [INFO ] [sig       ] [2027/3551] Completed METD in 0.4s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-24T20:26:50.230220] [INFO ] [sig       ] [2028/3551] Forecasting MFA...
[2025-12-24T20:26:50.230447] [INFO ] [sig       ] Generating forecast for: MFA
[2025-12-24T20:26:50.230478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-12-24T20:26:50.242535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2025-12-24T20:26:50.242914] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-12-24T20:26:50.243910] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-12-24T20:26:50.243964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:50.243998] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:50.244025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:50.244080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:50.300062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:50.300930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:50.301016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:50.301050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:50.425627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:50.425785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:50.425826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:50.425855] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:50.429670] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=0.26%)
[2025-12-24T20:26:50.429946] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-12-24T20:26:50.430086] [INFO ] [sig       ] MFA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:50.572950] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MFA.txt
[2025-12-24T20:26:50.573077] [INFO ] [sig       ] [2028/3551] Completed MFA in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-24T20:26:50.573115] [INFO ] [sig       ] [2029/3551] Forecasting MFC...
[2025-12-24T20:26:50.573145] [INFO ] [sig       ] Generating forecast for: MFC
[2025-12-24T20:26:50.573181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-12-24T20:26:50.584276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2025-12-24T20:26:50.584556] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-12-24T20:26:50.585321] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-12-24T20:26:50.585372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:50.585430] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:50.585459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:50.585515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:50.641972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:50.642588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:50.642665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:50.642697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:50.759765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:50.759896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:50.759934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:50.759962] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:50.763500] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: DOWN (p=15.96%)
[2025-12-24T20:26:50.763785] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-12-24T20:26:50.763903] [INFO ] [sig       ] MFC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:50.904099] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MFC.txt
[2025-12-24T20:26:50.904207] [INFO ] [sig       ] [2029/3551] Completed MFC in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-24T20:26:50.904244] [INFO ] [sig       ] [2030/3551] Forecasting MFG...
[2025-12-24T20:26:50.904273] [INFO ] [sig       ] Generating forecast for: MFG
[2025-12-24T20:26:50.904302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-12-24T20:26:50.916499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2025-12-24T20:26:50.916793] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-12-24T20:26:50.917535] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-12-24T20:26:50.917605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:50.917638] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:50.917665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:50.917721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:50.975415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:50.976040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:50.976120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:50.976151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:51.098630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:51.098768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:51.098807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:51.098835] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:51.102287] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: DOWN (p=48.25%)
[2025-12-24T20:26:51.102548] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-12-24T20:26:51.102689] [INFO ] [sig       ] MFG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:51.243002] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MFG.txt
[2025-12-24T20:26:51.243191] [INFO ] [sig       ] [2030/3551] Completed MFG in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-24T20:26:51.243231] [INFO ] [sig       ] [2031/3551] Forecasting MFI...
[2025-12-24T20:26:51.243262] [INFO ] [sig       ] Generating forecast for: MFI
[2025-12-24T20:26:51.243292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2025-12-24T20:26:51.256481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2025-12-24T20:26:51.256829] [INFO ] [FORECASTER] Starting predict_future for MFI
[2025-12-24T20:26:51.257591] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2025-12-24T20:26:51.257644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:51.257675] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:51.257702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:51.257759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:51.314324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:51.315397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:51.315483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:51.315515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:51.433027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:51.433183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:51.433222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:51.433250] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:51.436564] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-12-24T20:26:51.436848] [INFO ] [FORECASTER] Completed predict_future for MFI
[2025-12-24T20:26:51.436969] [INFO ] [sig       ] MFI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:51.583713] [INFO ] [LOCAL     ] Saved forecast: MFI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MFI.txt
[2025-12-24T20:26:51.583876] [INFO ] [sig       ] [2031/3551] Completed MFI in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-24T20:26:51.583919] [INFO ] [sig       ] [2032/3551] Forecasting MFIC...
[2025-12-24T20:26:51.583950] [INFO ] [sig       ] Generating forecast for: MFIC
[2025-12-24T20:26:51.583980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2025-12-24T20:26:51.596759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2025-12-24T20:26:51.597278] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2025-12-24T20:26:51.598044] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2025-12-24T20:26:51.598095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:51.598127] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:51.598153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:51.598209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:51.655256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:51.656104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:51.656188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:51.656221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:51.779500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:51.779669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:51.779709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:51.779771] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:51.783656] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: DOWN (p=24.02%)
[2025-12-24T20:26:51.783924] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2025-12-24T20:26:51.784052] [INFO ] [sig       ] MFIC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:51.927745] [INFO ] [LOCAL     ] Saved forecast: MFIC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MFIC.txt
[2025-12-24T20:26:51.927901] [INFO ] [sig       ] [2032/3551] Completed MFIC in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-24T20:26:51.927941] [INFO ] [sig       ] [2033/3551] Forecasting MFIN...
[2025-12-24T20:26:51.927972] [INFO ] [sig       ] Generating forecast for: MFIN
[2025-12-24T20:26:51.928002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2025-12-24T20:26:51.940261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2025-12-24T20:26:51.940605] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2025-12-24T20:26:51.941364] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2025-12-24T20:26:51.941416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:51.941449] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:51.941477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:51.941533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:51.997597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:51.998428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:51.998511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:51.998543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:52.116953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:52.117109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:52.117148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:52.117177] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:52.120469] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: UP (p=88.93%)
[2025-12-24T20:26:52.120753] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2025-12-24T20:26:52.120871] [INFO ] [sig       ] MFIN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:52.267184] [INFO ] [LOCAL     ] Saved forecast: MFIN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MFIN.txt
[2025-12-24T20:26:52.267338] [INFO ] [sig       ] [2033/3551] Completed MFIN in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-24T20:26:52.267376] [INFO ] [sig       ] [2034/3551] Forecasting MFM...
[2025-12-24T20:26:52.267406] [INFO ] [sig       ] Generating forecast for: MFM
[2025-12-24T20:26:52.267435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-12-24T20:26:52.279943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2025-12-24T20:26:52.280298] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-12-24T20:26:52.281311] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-12-24T20:26:52.281364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:52.281396] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:52.281422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:52.281477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:52.337593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:52.338313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:52.338397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:52.338429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:52.454983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:52.455134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:52.455172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:52.455201] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:52.458501] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-12-24T20:26:52.458781] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-12-24T20:26:52.458902] [INFO ] [sig       ] MFM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:52.599164] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MFM.txt
[2025-12-24T20:26:52.599319] [INFO ] [sig       ] [2034/3551] Completed MFM in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-24T20:26:52.599371] [INFO ] [sig       ] [2035/3551] Forecasting MG...
[2025-12-24T20:26:52.599401] [INFO ] [sig       ] Generating forecast for: MG
[2025-12-24T20:26:52.599431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-12-24T20:26:52.610875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2025-12-24T20:26:52.611213] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-12-24T20:26:52.611979] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-12-24T20:26:52.612031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:52.612062] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:52.612088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:52.612145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:52.670029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:52.670974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:52.671060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:52.671091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:52.790839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:52.790998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:52.791039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:52.791068] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:52.794912] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=15.52%)
[2025-12-24T20:26:52.795192] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-12-24T20:26:52.795316] [INFO ] [sig       ] MG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:52.937111] [INFO ] [LOCAL     ] Saved forecast: MG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MG.txt
[2025-12-24T20:26:52.937429] [INFO ] [sig       ] [2035/3551] Completed MG in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-24T20:26:52.937469] [INFO ] [sig       ] [2036/3551] Forecasting MGA...
[2025-12-24T20:26:52.937499] [INFO ] [sig       ] Generating forecast for: MGA
[2025-12-24T20:26:52.937528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-12-24T20:26:52.949639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2025-12-24T20:26:52.949998] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-12-24T20:26:52.950987] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-12-24T20:26:52.951039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:52.951070] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:52.951290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:52.951346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:53.007468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:53.008449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:53.008533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:53.008565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:53.134779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:53.134932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:53.134970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:53.134999] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:53.138302] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: UP (p=92.55%)
[2025-12-24T20:26:53.138567] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-12-24T20:26:53.138706] [INFO ] [sig       ] MGA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:53.278392] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MGA.txt
[2025-12-24T20:26:53.278541] [INFO ] [sig       ] [2036/3551] Completed MGA in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-24T20:26:53.278599] [INFO ] [sig       ] [2037/3551] Forecasting MGEE...
[2025-12-24T20:26:53.278631] [INFO ] [sig       ] Generating forecast for: MGEE
[2025-12-24T20:26:53.278661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2025-12-24T20:26:53.290766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2025-12-24T20:26:53.291088] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2025-12-24T20:26:53.291846] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2025-12-24T20:26:53.291897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:53.291930] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:53.291961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:53.292029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:53.347703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:53.348599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:53.348680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:53.348713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:53.468556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:53.468726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:53.468765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:53.468792] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:53.472365] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: DOWN (p=39.15%)
[2025-12-24T20:26:53.472652] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2025-12-24T20:26:53.472775] [INFO ] [sig       ] MGEE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:53.616026] [INFO ] [LOCAL     ] Saved forecast: MGEE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MGEE.txt
[2025-12-24T20:26:53.616155] [INFO ] [sig       ] [2037/3551] Completed MGEE in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-24T20:26:53.616193] [INFO ] [sig       ] [2038/3551] Forecasting MGIC...
[2025-12-24T20:26:53.616222] [INFO ] [sig       ] Generating forecast for: MGIC
[2025-12-24T20:26:53.616251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2025-12-24T20:26:53.627957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2025-12-24T20:26:53.628247] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2025-12-24T20:26:53.629005] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2025-12-24T20:26:53.629067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:53.629099] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:53.629126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:53.629182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:53.687545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:53.688347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:53.688442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:53.688475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:53.812800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:53.812949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:53.812989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:53.813019] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:53.816372] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: UP (p=83.66%)
[2025-12-24T20:26:53.816653] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2025-12-24T20:26:53.816774] [INFO ] [sig       ] MGIC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:53.955638] [INFO ] [LOCAL     ] Saved forecast: MGIC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MGIC.txt
[2025-12-24T20:26:53.955770] [INFO ] [sig       ] [2038/3551] Completed MGIC in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-24T20:26:53.955809] [INFO ] [sig       ] [2039/3551] Forecasting MGM...
[2025-12-24T20:26:53.955837] [INFO ] [sig       ] Generating forecast for: MGM
[2025-12-24T20:26:53.955868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-12-24T20:26:53.968165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2025-12-24T20:26:53.968516] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-12-24T20:26:53.969308] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-12-24T20:26:53.969365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:53.969396] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:53.969424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:53.969481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:54.025086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:54.025943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:54.026065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:54.026099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:54.146858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:54.147018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:54.147059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:54.147089] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:54.150413] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: DOWN (p=3.01%)
[2025-12-24T20:26:54.150700] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-12-24T20:26:54.150823] [INFO ] [sig       ] MGM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:54.294792] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MGM.txt
[2025-12-24T20:26:54.294951] [INFO ] [sig       ] [2039/3551] Completed MGM in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-24T20:26:54.294991] [INFO ] [sig       ] [2040/3551] Forecasting MGNI...
[2025-12-24T20:26:54.295021] [INFO ] [sig       ] Generating forecast for: MGNI
[2025-12-24T20:26:54.295053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2025-12-24T20:26:54.306693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2025-12-24T20:26:54.307061] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2025-12-24T20:26:54.307823] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2025-12-24T20:26:54.307875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:54.307906] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:54.307933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:54.307989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:54.364303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:54.365149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:54.365231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:54.365263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:54.487621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:54.487775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:54.487815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:54.487843] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:54.491876] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: DOWN (p=47.56%)
[2025-12-24T20:26:54.492144] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2025-12-24T20:26:54.492261] [INFO ] [sig       ] MGNI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:54.632901] [INFO ] [LOCAL     ] Saved forecast: MGNI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MGNI.txt
[2025-12-24T20:26:54.633056] [INFO ] [sig       ] [2040/3551] Completed MGNI in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-24T20:26:54.633094] [INFO ] [sig       ] [2041/3551] Forecasting MGNX...
[2025-12-24T20:26:54.633123] [INFO ] [sig       ] Generating forecast for: MGNX
[2025-12-24T20:26:54.633155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2025-12-24T20:26:54.645368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2025-12-24T20:26:54.645772] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2025-12-24T20:26:54.646545] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2025-12-24T20:26:54.646614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:54.646646] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:54.646674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:54.646729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:54.703554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:54.704439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:54.704529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:54.704561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:54.824587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:54.824742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:54.824783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:54.824812] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:54.828209] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: DOWN (p=7.84%)
[2025-12-24T20:26:54.828488] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2025-12-24T20:26:54.828628] [INFO ] [sig       ] MGNX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:55.004549] [INFO ] [LOCAL     ] Saved forecast: MGNX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MGNX.txt
[2025-12-24T20:26:55.004726] [INFO ] [sig       ] [2041/3551] Completed MGNX in 0.4s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-24T20:26:55.004773] [INFO ] [sig       ] [2042/3551] Forecasting MGPI...
[2025-12-24T20:26:55.004804] [INFO ] [sig       ] Generating forecast for: MGPI
[2025-12-24T20:26:55.004834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2025-12-24T20:26:55.016860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2025-12-24T20:26:55.017170] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2025-12-24T20:26:55.017933] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2025-12-24T20:26:55.017986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:55.018018] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:55.018045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:55.018105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:55.073373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:55.074208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:55.074297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:55.074330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:55.195231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:55.195379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:55.195417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:55.195447] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:55.198765] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: DOWN (p=3.25%)
[2025-12-24T20:26:55.199035] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2025-12-24T20:26:55.199155] [INFO ] [sig       ] MGPI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:55.339955] [INFO ] [LOCAL     ] Saved forecast: MGPI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MGPI.txt
[2025-12-24T20:26:55.340154] [INFO ] [sig       ] [2042/3551] Completed MGPI in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 8.8m
[2025-12-24T20:26:55.340197] [INFO ] [sig       ] [2043/3551] Forecasting MGRC...
[2025-12-24T20:26:55.340227] [INFO ] [sig       ] Generating forecast for: MGRC
[2025-12-24T20:26:55.340256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2025-12-24T20:26:55.352788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2025-12-24T20:26:55.353184] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2025-12-24T20:26:55.353989] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2025-12-24T20:26:55.354045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:55.354078] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:55.354107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:55.354165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:55.413928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:55.414833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:55.414920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:55.414955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:55.533078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:55.533243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:55.533284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:55.533314] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:55.537432] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: UP (p=66.26%)
[2025-12-24T20:26:55.537803] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2025-12-24T20:26:55.537941] [INFO ] [sig       ] MGRC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:55.684535] [INFO ] [LOCAL     ] Saved forecast: MGRC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MGRC.txt
[2025-12-24T20:26:55.684715] [INFO ] [sig       ] [2043/3551] Completed MGRC in 0.3s | 2.87 sym/s | Total: 11.8m | ETA: 8.7m
[2025-12-24T20:26:55.684754] [INFO ] [sig       ] [2044/3551] Forecasting MGTX...
[2025-12-24T20:26:55.684783] [INFO ] [sig       ] Generating forecast for: MGTX
[2025-12-24T20:26:55.684813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2025-12-24T20:26:55.697220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2025-12-24T20:26:55.697601] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2025-12-24T20:26:55.698549] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2025-12-24T20:26:55.698619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:55.698651] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:55.698679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:55.698735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:55.763397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:55.764552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:55.764703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:55.764741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:55.883061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:55.883214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:55.883255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:55.883469] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:55.887139] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: DOWN (p=1.29%)
[2025-12-24T20:26:55.887621] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2025-12-24T20:26:55.887749] [INFO ] [sig       ] MGTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:56.032916] [INFO ] [LOCAL     ] Saved forecast: MGTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MGTX.txt
[2025-12-24T20:26:56.033047] [INFO ] [sig       ] [2044/3551] Completed MGTX in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-24T20:26:56.033086] [INFO ] [sig       ] [2045/3551] Forecasting MGX...
[2025-12-24T20:26:56.033115] [INFO ] [sig       ] Generating forecast for: MGX
[2025-12-24T20:26:56.033144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2025-12-24T20:26:56.045748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2025-12-24T20:26:56.046121] [INFO ] [FORECASTER] Starting predict_future for MGX
[2025-12-24T20:26:56.046921] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2025-12-24T20:26:56.046973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:56.047008] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:56.047038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:56.047097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:56.107899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:56.108965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:56.109063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:56.109105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:56.232058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:56.232211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:56.232268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:56.232301] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:56.235819] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2025-12-24T20:26:56.236094] [INFO ] [FORECASTER] Completed predict_future for MGX
[2025-12-24T20:26:56.236218] [INFO ] [sig       ] MGX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:56.375991] [INFO ] [LOCAL     ] Saved forecast: MGX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MGX.txt
[2025-12-24T20:26:56.376155] [INFO ] [sig       ] [2045/3551] Completed MGX in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-24T20:26:56.376196] [INFO ] [sig       ] [2046/3551] Forecasting MGY...
[2025-12-24T20:26:56.376227] [INFO ] [sig       ] Generating forecast for: MGY
[2025-12-24T20:26:56.376257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-12-24T20:26:56.388451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2025-12-24T20:26:56.388871] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-12-24T20:26:56.389744] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-12-24T20:26:56.389799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:56.389883] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:56.389923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:56.390008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:56.449161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:56.449977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:56.450077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:56.450119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:56.572043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:56.572204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:56.572244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:56.572272] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:56.575728] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=96.60%)
[2025-12-24T20:26:56.576057] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-12-24T20:26:56.576197] [INFO ] [sig       ] MGY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:56.719717] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MGY.txt
[2025-12-24T20:26:56.719875] [INFO ] [sig       ] [2046/3551] Completed MGY in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-24T20:26:56.719915] [INFO ] [sig       ] [2047/3551] Forecasting MHD...
[2025-12-24T20:26:56.719946] [INFO ] [sig       ] Generating forecast for: MHD
[2025-12-24T20:26:56.719975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-12-24T20:26:56.731667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2025-12-24T20:26:56.732044] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-12-24T20:26:56.732880] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-12-24T20:26:56.732936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:56.732968] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:56.732996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:56.733053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:56.797639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:56.798713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:56.798799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:56.798833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:56.912022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:56.912173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:56.912395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:56.912424] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:56.915748] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: UP (p=66.47%)
[2025-12-24T20:26:56.916020] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-12-24T20:26:56.916147] [INFO ] [sig       ] MHD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:57.059507] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MHD.txt
[2025-12-24T20:26:57.059696] [INFO ] [sig       ] [2047/3551] Completed MHD in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-24T20:26:57.059741] [INFO ] [sig       ] [2048/3551] Forecasting MHF...
[2025-12-24T20:26:57.059773] [INFO ] [sig       ] Generating forecast for: MHF
[2025-12-24T20:26:57.059802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-12-24T20:26:57.072170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2025-12-24T20:26:57.072515] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-12-24T20:26:57.073347] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-12-24T20:26:57.073401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:57.073435] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:57.073463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:57.073520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:57.133134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:57.134009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:57.134091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:57.134127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:57.252304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:57.252429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:57.252466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:57.252494] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:57.255748] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: UP (p=65.21%)
[2025-12-24T20:26:57.256013] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-12-24T20:26:57.256131] [INFO ] [sig       ] MHF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:57.399502] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MHF.txt
[2025-12-24T20:26:57.399657] [INFO ] [sig       ] [2048/3551] Completed MHF in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-24T20:26:57.399698] [INFO ] [sig       ] [2049/3551] Forecasting MHK...
[2025-12-24T20:26:57.399727] [INFO ] [sig       ] Generating forecast for: MHK
[2025-12-24T20:26:57.399758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-12-24T20:26:57.411762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2025-12-24T20:26:57.412066] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-12-24T20:26:57.412827] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-12-24T20:26:57.412879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:57.412920] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:57.412948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:57.413004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:57.469477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:57.470189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:57.470482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:57.470517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:57.590049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:57.590202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:57.590245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:57.590273] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:57.594081] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: UP (p=59.29%)
[2025-12-24T20:26:57.594420] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-12-24T20:26:57.594772] [INFO ] [sig       ] MHK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:57.744402] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MHK.txt
[2025-12-24T20:26:57.744540] [INFO ] [sig       ] [2049/3551] Completed MHK in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-24T20:26:57.744599] [INFO ] [sig       ] [2050/3551] Forecasting MHN...
[2025-12-24T20:26:57.744632] [INFO ] [sig       ] Generating forecast for: MHN
[2025-12-24T20:26:57.744663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-12-24T20:26:57.756365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHN'.
[2025-12-24T20:26:57.756681] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-12-24T20:26:57.757449] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-12-24T20:26:57.757503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:57.757535] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:57.757561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:57.757643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:57.815791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:57.816734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:57.816817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:57.816851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:57.935823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:57.935978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:57.936017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:57.936045] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:57.939942] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=21.18%)
[2025-12-24T20:26:57.940319] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-12-24T20:26:57.940456] [INFO ] [sig       ] MHN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:58.089217] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MHN.txt
[2025-12-24T20:26:58.089404] [INFO ] [sig       ] [2050/3551] Completed MHN in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-24T20:26:58.089446] [INFO ] [sig       ] [2051/3551] Forecasting MHO...
[2025-12-24T20:26:58.089476] [INFO ] [sig       ] Generating forecast for: MHO
[2025-12-24T20:26:58.089506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-12-24T20:26:58.102265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2025-12-24T20:26:58.102683] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-12-24T20:26:58.103698] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-12-24T20:26:58.103750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:58.103782] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:58.103808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:58.103863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:58.172763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:58.173675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:58.173760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:58.173793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:58.300167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:58.300324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:58.300365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:58.300395] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:58.303808] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: UP (p=87.90%)
[2025-12-24T20:26:58.304090] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-12-24T20:26:58.304228] [INFO ] [sig       ] MHO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:58.447909] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MHO.txt
[2025-12-24T20:26:58.448040] [INFO ] [sig       ] [2051/3551] Completed MHO in 0.4s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-24T20:26:58.448080] [INFO ] [sig       ] [2052/3551] Forecasting MIDD...
[2025-12-24T20:26:58.448114] [INFO ] [sig       ] Generating forecast for: MIDD
[2025-12-24T20:26:58.448143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2025-12-24T20:26:58.460314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2025-12-24T20:26:58.460782] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2025-12-24T20:26:58.461737] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2025-12-24T20:26:58.461788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:58.461819] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:58.461846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:58.461902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:58.518229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:58.519113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:58.519198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:58.519233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:58.643225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:58.643376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:58.643416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:58.643446] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:58.646861] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: DOWN (p=4.31%)
[2025-12-24T20:26:58.647136] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2025-12-24T20:26:58.647258] [INFO ] [sig       ] MIDD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:58.789768] [INFO ] [LOCAL     ] Saved forecast: MIDD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MIDD.txt
[2025-12-24T20:26:58.789896] [INFO ] [sig       ] [2052/3551] Completed MIDD in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-24T20:26:58.789937] [INFO ] [sig       ] [2053/3551] Forecasting MIGI...
[2025-12-24T20:26:58.789972] [INFO ] [sig       ] Generating forecast for: MIGI
[2025-12-24T20:26:58.790002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2025-12-24T20:26:58.802494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2025-12-24T20:26:58.802842] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2025-12-24T20:26:58.804014] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2025-12-24T20:26:58.804066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:58.804097] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:58.804123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:58.804179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:58.862158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:58.862913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:58.862993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:58.863025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:58.980559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:58.980716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:58.980756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:58.980784] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:58.984088] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=98.27%)
[2025-12-24T20:26:58.984354] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2025-12-24T20:26:58.984475] [INFO ] [sig       ] MIGI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:26:59.126209] [INFO ] [LOCAL     ] Saved forecast: MIGI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MIGI.txt
[2025-12-24T20:26:59.126347] [INFO ] [sig       ] [2053/3551] Completed MIGI in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-24T20:26:59.126387] [INFO ] [sig       ] [2054/3551] Forecasting MILN...
[2025-12-24T20:26:59.126417] [INFO ] [sig       ] Generating forecast for: MILN
[2025-12-24T20:26:59.126447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2025-12-24T20:26:59.137395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2025-12-24T20:26:59.137692] [INFO ] [FORECASTER] Starting predict_future for MILN
[2025-12-24T20:26:59.138483] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2025-12-24T20:26:59.138536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:59.138592] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:59.138624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:59.138680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:59.196964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:59.197610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:59.197688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:59.197723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:59.305986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:59.306127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:59.306165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:59.306193] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:59.309701] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: DOWN (p=12.66%)
[2025-12-24T20:26:59.309973] [INFO ] [FORECASTER] Completed predict_future for MILN
[2025-12-24T20:26:59.310100] [INFO ] [sig       ] MILN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:59.452619] [INFO ] [LOCAL     ] Saved forecast: MILN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MILN.txt
[2025-12-24T20:26:59.452745] [INFO ] [sig       ] [2054/3551] Completed MILN in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-24T20:26:59.452783] [INFO ] [sig       ] [2055/3551] Forecasting MIND...
[2025-12-24T20:26:59.452812] [INFO ] [sig       ] Generating forecast for: MIND
[2025-12-24T20:26:59.452841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2025-12-24T20:26:59.465141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2025-12-24T20:26:59.465653] [INFO ] [FORECASTER] Starting predict_future for MIND
[2025-12-24T20:26:59.466613] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2025-12-24T20:26:59.466664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:59.466700] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:59.466727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:59.466783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:59.527253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:59.528139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:59.528226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:59.528261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:59.652823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:59.652979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:59.653019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:59.653049] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:59.657242] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: DOWN (p=18.84%)
[2025-12-24T20:26:59.657522] [INFO ] [FORECASTER] Completed predict_future for MIND
[2025-12-24T20:26:59.657662] [INFO ] [sig       ] MIND: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:26:59.802195] [INFO ] [LOCAL     ] Saved forecast: MIND	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MIND.txt
[2025-12-24T20:26:59.802326] [INFO ] [sig       ] [2055/3551] Completed MIND in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-24T20:26:59.802366] [INFO ] [sig       ] [2056/3551] Forecasting MIRA...
[2025-12-24T20:26:59.802395] [INFO ] [sig       ] Generating forecast for: MIRA
[2025-12-24T20:26:59.802424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2025-12-24T20:26:59.814048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2025-12-24T20:26:59.814336] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2025-12-24T20:26:59.815096] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2025-12-24T20:26:59.815147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:26:59.815178] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:26:59.815206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:26:59.815265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:26:59.871748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:26:59.872328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:26:59.872434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:26:59.872477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:26:59.992874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:26:59.993007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:26:59.993044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:26:59.993089] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:26:59.996319] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: UP (p=72.50%)
[2025-12-24T20:26:59.996598] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2025-12-24T20:26:59.996719] [INFO ] [sig       ] MIRA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:00.138257] [INFO ] [LOCAL     ] Saved forecast: MIRA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MIRA.txt
[2025-12-24T20:27:00.138389] [INFO ] [sig       ] [2056/3551] Completed MIRA in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-24T20:27:00.138429] [INFO ] [sig       ] [2057/3551] Forecasting MIRM...
[2025-12-24T20:27:00.138459] [INFO ] [sig       ] Generating forecast for: MIRM
[2025-12-24T20:27:00.138488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2025-12-24T20:27:00.150895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2025-12-24T20:27:00.151260] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2025-12-24T20:27:00.152036] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2025-12-24T20:27:00.152088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:00.152120] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:00.152147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:00.152204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:00.211718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:00.212627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:00.212717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:00.212750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:00.334826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:00.334977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:00.335018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:00.335046] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:00.338339] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: UP (p=56.83%)
[2025-12-24T20:27:00.338625] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2025-12-24T20:27:00.338744] [INFO ] [sig       ] MIRM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:00.486370] [INFO ] [LOCAL     ] Saved forecast: MIRM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MIRM.txt
[2025-12-24T20:27:00.486530] [INFO ] [sig       ] [2057/3551] Completed MIRM in 0.3s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-24T20:27:00.486590] [INFO ] [sig       ] [2058/3551] Forecasting MITK...
[2025-12-24T20:27:00.486624] [INFO ] [sig       ] Generating forecast for: MITK
[2025-12-24T20:27:00.486654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2025-12-24T20:27:00.498995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2025-12-24T20:27:00.499253] [INFO ] [FORECASTER] Starting predict_future for MITK
[2025-12-24T20:27:00.500027] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2025-12-24T20:27:00.500079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:00.500111] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:00.500137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:00.500194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:00.561818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:00.562700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:00.562788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:00.562839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:00.691459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:00.691826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:00.691867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:00.691896] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:00.695566] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: DOWN (p=11.05%)
[2025-12-24T20:27:00.695898] [INFO ] [FORECASTER] Completed predict_future for MITK
[2025-12-24T20:27:00.696031] [INFO ] [sig       ] MITK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:00.850194] [INFO ] [LOCAL     ] Saved forecast: MITK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MITK.txt
[2025-12-24T20:27:00.850356] [INFO ] [sig       ] [2058/3551] Completed MITK in 0.4s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-24T20:27:00.850396] [INFO ] [sig       ] [2059/3551] Forecasting MIY...
[2025-12-24T20:27:00.850426] [INFO ] [sig       ] Generating forecast for: MIY
[2025-12-24T20:27:00.850456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-12-24T20:27:00.871371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2025-12-24T20:27:00.871776] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-12-24T20:27:00.872555] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-12-24T20:27:00.872634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:00.872667] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:00.872695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:00.872751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:00.928993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:00.929848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:00.929979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:00.930016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:01.054431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:01.054642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:01.054705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:01.054747] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:01.059240] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=55.31%)
[2025-12-24T20:27:01.059643] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-12-24T20:27:01.059806] [INFO ] [sig       ] MIY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:01.216538] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MIY.txt
[2025-12-24T20:27:01.217324] [INFO ] [sig       ] [2059/3551] Completed MIY in 0.4s | 2.87 sym/s | Total: 11.9m | ETA: 8.7m
[2025-12-24T20:27:01.217369] [INFO ] [sig       ] [2060/3551] Forecasting MKC...
[2025-12-24T20:27:01.217400] [INFO ] [sig       ] Generating forecast for: MKC
[2025-12-24T20:27:01.217430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-12-24T20:27:01.229682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2025-12-24T20:27:01.230082] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-12-24T20:27:01.231106] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-12-24T20:27:01.231159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:01.231195] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:01.231236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:01.231293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:01.288772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:01.289657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:01.289743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:01.289776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:01.433454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:01.433657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:01.433714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:01.433756] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:01.438495] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: DOWN (p=4.42%)
[2025-12-24T20:27:01.438947] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-12-24T20:27:01.439126] [INFO ] [sig       ] MKC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:01.607624] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MKC.txt
[2025-12-24T20:27:01.607786] [INFO ] [sig       ] [2060/3551] Completed MKC in 0.4s | 2.87 sym/s | Total: 11.9m | ETA: 8.6m
[2025-12-24T20:27:01.607826] [INFO ] [sig       ] [2061/3551] Forecasting MKL...
[2025-12-24T20:27:01.607857] [INFO ] [sig       ] Generating forecast for: MKL
[2025-12-24T20:27:01.607888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-12-24T20:27:01.620008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKL'.
[2025-12-24T20:27:01.620290] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-12-24T20:27:01.621233] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-12-24T20:27:01.621285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:01.621316] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:01.621343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:01.621399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:01.678149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:01.679046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:01.679130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:01.679163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:01.795724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:01.795852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:01.795891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:01.795919] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:01.799151] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: UP (p=78.20%)
[2025-12-24T20:27:01.799442] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-12-24T20:27:01.799584] [INFO ] [sig       ] MKL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:01.938990] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MKL.txt
[2025-12-24T20:27:01.939120] [INFO ] [sig       ] [2061/3551] Completed MKL in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-24T20:27:01.939159] [INFO ] [sig       ] [2062/3551] Forecasting MKSI...
[2025-12-24T20:27:01.939193] [INFO ] [sig       ] Generating forecast for: MKSI
[2025-12-24T20:27:01.939223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2025-12-24T20:27:01.951060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2025-12-24T20:27:01.951344] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2025-12-24T20:27:01.952120] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2025-12-24T20:27:01.952173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:01.952208] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:01.952235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:01.952291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:02.009416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:02.010118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:02.010197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:02.010229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:02.131291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:02.131649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:02.131688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:02.131717] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:02.135014] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: UP (p=96.76%)
[2025-12-24T20:27:02.135283] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2025-12-24T20:27:02.135401] [INFO ] [sig       ] MKSI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:02.275823] [INFO ] [LOCAL     ] Saved forecast: MKSI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MKSI.txt
[2025-12-24T20:27:02.275942] [INFO ] [sig       ] [2062/3551] Completed MKSI in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-24T20:27:02.275980] [INFO ] [sig       ] [2063/3551] Forecasting MKTX...
[2025-12-24T20:27:02.276010] [INFO ] [sig       ] Generating forecast for: MKTX
[2025-12-24T20:27:02.276039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2025-12-24T20:27:02.287294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2025-12-24T20:27:02.287601] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2025-12-24T20:27:02.288340] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2025-12-24T20:27:02.288391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:02.288447] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:02.288476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:02.288532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:02.345418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:02.346075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:02.346152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:02.346185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:02.464797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:02.464949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:02.464991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:02.465020] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:02.468353] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: DOWN (p=38.26%)
[2025-12-24T20:27:02.468632] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2025-12-24T20:27:02.468749] [INFO ] [sig       ] MKTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:02.609332] [INFO ] [LOCAL     ] Saved forecast: MKTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MKTX.txt
[2025-12-24T20:27:02.609652] [INFO ] [sig       ] [2063/3551] Completed MKTX in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-24T20:27:02.609697] [INFO ] [sig       ] [2064/3551] Forecasting MLAB...
[2025-12-24T20:27:02.609727] [INFO ] [sig       ] Generating forecast for: MLAB
[2025-12-24T20:27:02.609763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2025-12-24T20:27:02.621324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2025-12-24T20:27:02.621637] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2025-12-24T20:27:02.622390] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2025-12-24T20:27:02.622441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:02.622472] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:02.622498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:02.622554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:02.678548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:02.679450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:02.679538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:02.679570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:02.794360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:02.794509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:02.794547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:02.794592] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:02.797893] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: UP (p=95.02%)
[2025-12-24T20:27:02.798155] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2025-12-24T20:27:02.798272] [INFO ] [sig       ] MLAB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:02.936880] [INFO ] [LOCAL     ] Saved forecast: MLAB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MLAB.txt
[2025-12-24T20:27:02.937005] [INFO ] [sig       ] [2064/3551] Completed MLAB in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-24T20:27:02.937044] [INFO ] [sig       ] [2065/3551] Forecasting MLCO...
[2025-12-24T20:27:02.937072] [INFO ] [sig       ] Generating forecast for: MLCO
[2025-12-24T20:27:02.937101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2025-12-24T20:27:02.948159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2025-12-24T20:27:02.948436] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2025-12-24T20:27:02.949185] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2025-12-24T20:27:02.949236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:02.949272] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:02.949320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:02.949378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:03.006210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:03.006912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:03.006991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:03.007023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:03.127495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:03.127641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:03.127679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:03.127707] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:03.130965] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: DOWN (p=44.02%)
[2025-12-24T20:27:03.131233] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2025-12-24T20:27:03.131350] [INFO ] [sig       ] MLCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:03.272287] [INFO ] [LOCAL     ] Saved forecast: MLCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MLCO.txt
[2025-12-24T20:27:03.272617] [INFO ] [sig       ] [2065/3551] Completed MLCO in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-24T20:27:03.272659] [INFO ] [sig       ] [2066/3551] Forecasting MLGO...
[2025-12-24T20:27:03.272688] [INFO ] [sig       ] Generating forecast for: MLGO
[2025-12-24T20:27:03.272717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2025-12-24T20:27:03.283796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2025-12-24T20:27:03.284063] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2025-12-24T20:27:03.285018] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2025-12-24T20:27:03.285070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:03.285101] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:03.285128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:03.285184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:03.343922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:03.344588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:03.344668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:03.344699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:03.460030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:03.460159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:03.460201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:03.460268] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:03.463948] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: UP (p=66.38%)
[2025-12-24T20:27:03.464227] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2025-12-24T20:27:03.464354] [INFO ] [sig       ] MLGO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:03.604867] [INFO ] [LOCAL     ] Saved forecast: MLGO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MLGO.txt
[2025-12-24T20:27:03.605022] [INFO ] [sig       ] [2066/3551] Completed MLGO in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-24T20:27:03.605061] [INFO ] [sig       ] [2067/3551] Forecasting MLI...
[2025-12-24T20:27:03.605092] [INFO ] [sig       ] Generating forecast for: MLI
[2025-12-24T20:27:03.605122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-12-24T20:27:03.616280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2025-12-24T20:27:03.616638] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-12-24T20:27:03.617438] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-12-24T20:27:03.617492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:03.617525] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:03.617552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:03.617635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:03.675512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:03.676347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:03.676427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:03.676460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:03.802951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:03.803092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:03.803130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:03.803158] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:03.806758] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: UP (p=91.17%)
[2025-12-24T20:27:03.807021] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-12-24T20:27:03.807139] [INFO ] [sig       ] MLI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:03.949255] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MLI.txt
[2025-12-24T20:27:03.949409] [INFO ] [sig       ] [2067/3551] Completed MLI in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-24T20:27:03.949450] [INFO ] [sig       ] [2068/3551] Forecasting MLKN...
[2025-12-24T20:27:03.949478] [INFO ] [sig       ] Generating forecast for: MLKN
[2025-12-24T20:27:03.949506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2025-12-24T20:27:03.961011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2025-12-24T20:27:03.961310] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2025-12-24T20:27:03.962149] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2025-12-24T20:27:03.962202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:03.962234] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:03.962262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:03.962321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:04.020005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:04.020702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:04.020781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:04.020813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:04.140360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:04.140495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:04.140532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:04.140561] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:04.143885] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: UP (p=57.56%)
[2025-12-24T20:27:04.144147] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2025-12-24T20:27:04.144268] [INFO ] [sig       ] MLKN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:04.283053] [INFO ] [LOCAL     ] Saved forecast: MLKN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MLKN.txt
[2025-12-24T20:27:04.283169] [INFO ] [sig       ] [2068/3551] Completed MLKN in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-24T20:27:04.283208] [INFO ] [sig       ] [2069/3551] Forecasting MLM...
[2025-12-24T20:27:04.283237] [INFO ] [sig       ] Generating forecast for: MLM
[2025-12-24T20:27:04.283267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-12-24T20:27:04.294621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2025-12-24T20:27:04.294940] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-12-24T20:27:04.295754] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-12-24T20:27:04.295808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:04.295840] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:04.295867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:04.295924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:04.353275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:04.353935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:04.354015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:04.354048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:04.475973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:04.476104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:04.476142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:04.476170] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:04.479464] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: DOWN (p=4.14%)
[2025-12-24T20:27:04.479744] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-12-24T20:27:04.479865] [INFO ] [sig       ] MLM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:04.619252] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MLM.txt
[2025-12-24T20:27:04.619392] [INFO ] [sig       ] [2069/3551] Completed MLM in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-24T20:27:04.619432] [INFO ] [sig       ] [2070/3551] Forecasting MLP...
[2025-12-24T20:27:04.619461] [INFO ] [sig       ] Generating forecast for: MLP
[2025-12-24T20:27:04.619491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-12-24T20:27:04.630114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2025-12-24T20:27:04.630419] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-12-24T20:27:04.631186] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-12-24T20:27:04.631237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:04.631269] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:04.631296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:04.631352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:04.688427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:04.689026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:04.689103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:04.689135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:04.793804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:04.793954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:04.793994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:04.794031] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:04.797308] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: UP (p=94.07%)
[2025-12-24T20:27:04.797784] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-12-24T20:27:04.797904] [INFO ] [sig       ] MLP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:04.937210] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MLP.txt
[2025-12-24T20:27:04.937337] [INFO ] [sig       ] [2070/3551] Completed MLP in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-24T20:27:04.937377] [INFO ] [sig       ] [2071/3551] Forecasting MLTX...
[2025-12-24T20:27:04.937407] [INFO ] [sig       ] Generating forecast for: MLTX
[2025-12-24T20:27:04.937436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2025-12-24T20:27:04.948768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2025-12-24T20:27:04.949050] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2025-12-24T20:27:04.949829] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2025-12-24T20:27:04.949880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:04.949931] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:04.949959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:04.950013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:05.007523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:05.008302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:05.008382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:05.008415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:05.126547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:05.126714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:05.126754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:05.126782] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:05.130149] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: DOWN (p=8.08%)
[2025-12-24T20:27:05.130434] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2025-12-24T20:27:05.130559] [INFO ] [sig       ] MLTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:05.272407] [INFO ] [LOCAL     ] Saved forecast: MLTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MLTX.txt
[2025-12-24T20:27:05.272553] [INFO ] [sig       ] [2071/3551] Completed MLTX in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-24T20:27:05.272612] [INFO ] [sig       ] [2072/3551] Forecasting MLYS...
[2025-12-24T20:27:05.272643] [INFO ] [sig       ] Generating forecast for: MLYS
[2025-12-24T20:27:05.272673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2025-12-24T20:27:05.286411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2025-12-24T20:27:05.286796] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2025-12-24T20:27:05.287585] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2025-12-24T20:27:05.287660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:05.287693] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:05.287721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:05.287779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:05.347734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:05.348594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:05.348680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:05.348714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:05.461507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:05.461677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:05.461718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:05.461746] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:05.465191] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: UP (p=85.64%)
[2025-12-24T20:27:05.465492] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2025-12-24T20:27:05.465641] [INFO ] [sig       ] MLYS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:05.609367] [INFO ] [LOCAL     ] Saved forecast: MLYS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MLYS.txt
[2025-12-24T20:27:05.609524] [INFO ] [sig       ] [2072/3551] Completed MLYS in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-24T20:27:05.609564] [INFO ] [sig       ] [2073/3551] Forecasting MMC...
[2025-12-24T20:27:05.609613] [INFO ] [sig       ] Generating forecast for: MMC
[2025-12-24T20:27:05.609644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-12-24T20:27:05.620709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMC'.
[2025-12-24T20:27:05.621069] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-12-24T20:27:05.621853] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-12-24T20:27:05.621917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:05.621950] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:05.621979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:05.622034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:05.678297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:05.679120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:05.679241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:05.679276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:05.801840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:05.801996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:05.802036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:05.802068] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:05.805809] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=31.63%)
[2025-12-24T20:27:05.806107] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-12-24T20:27:05.806237] [INFO ] [sig       ] MMC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:05.949107] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MMC.txt
[2025-12-24T20:27:05.949234] [INFO ] [sig       ] [2073/3551] Completed MMC in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-24T20:27:05.949272] [INFO ] [sig       ] [2074/3551] Forecasting MMD...
[2025-12-24T20:27:05.949315] [INFO ] [sig       ] Generating forecast for: MMD
[2025-12-24T20:27:05.949345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-12-24T20:27:05.960395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2025-12-24T20:27:05.960690] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-12-24T20:27:05.961479] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-12-24T20:27:05.961531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:05.961563] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:05.961793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:05.961851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:06.019671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:06.020368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:06.020457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:06.020490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:06.143240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:06.143396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:06.143446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:06.143475] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:06.146928] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-24T20:27:06.147194] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-12-24T20:27:06.147312] [INFO ] [sig       ] MMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:06.287489] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MMD.txt
[2025-12-24T20:27:06.287698] [INFO ] [sig       ] [2074/3551] Completed MMD in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-24T20:27:06.287742] [INFO ] [sig       ] [2075/3551] Forecasting MMLP...
[2025-12-24T20:27:06.287771] [INFO ] [sig       ] Generating forecast for: MMLP
[2025-12-24T20:27:06.287801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2025-12-24T20:27:06.298547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2025-12-24T20:27:06.298884] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2025-12-24T20:27:06.299710] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2025-12-24T20:27:06.299762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:06.299793] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:06.299819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:06.299875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:06.355903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:06.356745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:06.356832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:06.356864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:06.469431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:06.469604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:06.469645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:06.469672] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:06.472969] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: DOWN (p=40.60%)
[2025-12-24T20:27:06.473235] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2025-12-24T20:27:06.473353] [INFO ] [sig       ] MMLP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:06.614294] [INFO ] [LOCAL     ] Saved forecast: MMLP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MMLP.txt
[2025-12-24T20:27:06.614445] [INFO ] [sig       ] [2075/3551] Completed MMLP in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-24T20:27:06.614486] [INFO ] [sig       ] [2076/3551] Forecasting MMS...
[2025-12-24T20:27:06.614517] [INFO ] [sig       ] Generating forecast for: MMS
[2025-12-24T20:27:06.614547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-12-24T20:27:06.626499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2025-12-24T20:27:06.626866] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-12-24T20:27:06.627860] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-12-24T20:27:06.627913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:06.627946] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:06.627975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:06.628032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:06.699995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:06.701020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:06.701124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:06.701170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:06.820881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:06.821026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:06.821065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:06.821093] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:06.824358] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=6.68%)
[2025-12-24T20:27:06.824641] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-12-24T20:27:06.824759] [INFO ] [sig       ] MMS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:06.978239] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MMS.txt
[2025-12-24T20:27:06.978391] [INFO ] [sig       ] [2076/3551] Completed MMS in 0.4s | 2.87 sym/s | Total: 12.0m | ETA: 8.6m
[2025-12-24T20:27:06.978438] [INFO ] [sig       ] [2077/3551] Forecasting MMSI...
[2025-12-24T20:27:06.978469] [INFO ] [sig       ] Generating forecast for: MMSI
[2025-12-24T20:27:06.978499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2025-12-24T20:27:06.989190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2025-12-24T20:27:06.989503] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2025-12-24T20:27:06.990257] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2025-12-24T20:27:06.990309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:06.990340] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:06.990367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:06.990423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:07.048567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:07.049206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:07.049301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:07.049334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:07.169239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:07.169395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:07.169433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:07.169461] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:07.172723] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: UP (p=51.79%)
[2025-12-24T20:27:07.172986] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2025-12-24T20:27:07.173104] [INFO ] [sig       ] MMSI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:07.314270] [INFO ] [LOCAL     ] Saved forecast: MMSI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MMSI.txt
[2025-12-24T20:27:07.314397] [INFO ] [sig       ] [2077/3551] Completed MMSI in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-24T20:27:07.314434] [INFO ] [sig       ] [2078/3551] Forecasting MNDO...
[2025-12-24T20:27:07.314464] [INFO ] [sig       ] Generating forecast for: MNDO
[2025-12-24T20:27:07.314494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2025-12-24T20:27:07.326059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2025-12-24T20:27:07.326323] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2025-12-24T20:27:07.327092] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2025-12-24T20:27:07.327143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:07.327174] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:07.327201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:07.327257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:07.384048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:07.384681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:07.384759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:07.384791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:07.496855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:07.496991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:07.497028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:07.497057] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:07.501188] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: UP (p=63.78%)
[2025-12-24T20:27:07.501481] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2025-12-24T20:27:07.501822] [INFO ] [sig       ] MNDO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:07.643438] [INFO ] [LOCAL     ] Saved forecast: MNDO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MNDO.txt
[2025-12-24T20:27:07.643557] [INFO ] [sig       ] [2078/3551] Completed MNDO in 0.3s | 2.87 sym/s | Total: 12.0m | ETA: 8.5m
[2025-12-24T20:27:07.643613] [INFO ] [sig       ] [2079/3551] Forecasting MNDY...
[2025-12-24T20:27:07.643644] [INFO ] [sig       ] Generating forecast for: MNDY
[2025-12-24T20:27:07.643673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2025-12-24T20:27:07.655859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2025-12-24T20:27:07.656163] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2025-12-24T20:27:07.657121] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2025-12-24T20:27:07.657173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:07.657204] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:07.657230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:07.657285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:07.720555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:07.721323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:07.721443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:07.721487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:07.851457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:07.851626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:07.851669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:07.851700] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:07.855375] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: DOWN (p=39.95%)
[2025-12-24T20:27:07.855876] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2025-12-24T20:27:07.856009] [INFO ] [sig       ] MNDY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:08.001586] [INFO ] [LOCAL     ] Saved forecast: MNDY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MNDY.txt
[2025-12-24T20:27:08.001761] [INFO ] [sig       ] [2079/3551] Completed MNDY in 0.4s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-24T20:27:08.001811] [INFO ] [sig       ] [2080/3551] Forecasting MNKD...
[2025-12-24T20:27:08.001841] [INFO ] [sig       ] Generating forecast for: MNKD
[2025-12-24T20:27:08.001872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2025-12-24T20:27:08.013697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2025-12-24T20:27:08.014002] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2025-12-24T20:27:08.014765] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2025-12-24T20:27:08.014817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:08.014873] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:08.014901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:08.014958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:08.072904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:08.073538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:08.073636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:08.073670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:08.200399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:08.200558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:08.200633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:08.200665] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:08.204338] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: UP (p=96.32%)
[2025-12-24T20:27:08.204813] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2025-12-24T20:27:08.204934] [INFO ] [sig       ] MNKD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:08.347002] [INFO ] [LOCAL     ] Saved forecast: MNKD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MNKD.txt
[2025-12-24T20:27:08.347122] [INFO ] [sig       ] [2080/3551] Completed MNKD in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-24T20:27:08.347161] [INFO ] [sig       ] [2081/3551] Forecasting MNMD...
[2025-12-24T20:27:08.347189] [INFO ] [sig       ] Generating forecast for: MNMD
[2025-12-24T20:27:08.347219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'.
[2025-12-24T20:27:08.358483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNMD'.
[2025-12-24T20:27:08.358774] [INFO ] [FORECASTER] Starting predict_future for MNMD
[2025-12-24T20:27:08.359551] [DEBUG] [LOCAL     ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt
[2025-12-24T20:27:08.359620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:08.359655] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:08.359681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:08.359737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:08.419859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:08.420727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:08.420809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:08.420842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:08.545117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:08.545265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:08.545306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:08.545335] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:08.548701] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: DOWN (p=14.43%)
[2025-12-24T20:27:08.548969] [INFO ] [FORECASTER] Completed predict_future for MNMD
[2025-12-24T20:27:08.549089] [INFO ] [sig       ] MNMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:08.688298] [INFO ] [LOCAL     ] Saved forecast: MNMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MNMD.txt
[2025-12-24T20:27:08.688439] [INFO ] [sig       ] [2081/3551] Completed MNMD in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-24T20:27:08.688486] [INFO ] [sig       ] [2082/3551] Forecasting MNRO...
[2025-12-24T20:27:08.688518] [INFO ] [sig       ] Generating forecast for: MNRO
[2025-12-24T20:27:08.688548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2025-12-24T20:27:08.700587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2025-12-24T20:27:08.700870] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2025-12-24T20:27:08.701644] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2025-12-24T20:27:08.701697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:08.701731] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:08.701759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:08.701816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:08.760325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:08.761025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:08.761106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:08.761138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:08.885768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:08.885929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:08.885976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:08.886006] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:08.889624] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: DOWN (p=4.46%)
[2025-12-24T20:27:08.889906] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2025-12-24T20:27:08.890027] [INFO ] [sig       ] MNRO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:09.054159] [INFO ] [LOCAL     ] Saved forecast: MNRO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MNRO.txt
[2025-12-24T20:27:09.054310] [INFO ] [sig       ] [2082/3551] Completed MNRO in 0.4s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-24T20:27:09.054349] [INFO ] [sig       ] [2083/3551] Forecasting MNSO...
[2025-12-24T20:27:09.054380] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-12-24T20:27:09.054414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-12-24T20:27:09.066913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2025-12-24T20:27:09.067270] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-12-24T20:27:09.068060] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-12-24T20:27:09.068114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:09.068145] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:09.068174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:09.068231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:09.135153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:09.135996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:09.136101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:09.136136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:09.258771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:09.258919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:09.258961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:09.259022] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:09.262465] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: DOWN (p=19.86%)
[2025-12-24T20:27:09.262752] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-12-24T20:27:09.262869] [INFO ] [sig       ] MNSO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:09.404532] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MNSO.txt
[2025-12-24T20:27:09.404677] [INFO ] [sig       ] [2083/3551] Completed MNSO in 0.4s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-24T20:27:09.404719] [INFO ] [sig       ] [2084/3551] Forecasting MNTK...
[2025-12-24T20:27:09.404750] [INFO ] [sig       ] Generating forecast for: MNTK
[2025-12-24T20:27:09.404780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2025-12-24T20:27:09.417440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2025-12-24T20:27:09.417769] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2025-12-24T20:27:09.418520] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2025-12-24T20:27:09.418591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:09.418637] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:09.418667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:09.418724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:09.476874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:09.477492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:09.477587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:09.477621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:09.594528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:09.594700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:09.594741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:09.594771] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:09.598108] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: UP (p=72.09%)
[2025-12-24T20:27:09.598400] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2025-12-24T20:27:09.598545] [INFO ] [sig       ] MNTK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:09.744711] [INFO ] [LOCAL     ] Saved forecast: MNTK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MNTK.txt
[2025-12-24T20:27:09.744885] [INFO ] [sig       ] [2084/3551] Completed MNTK in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-24T20:27:09.744927] [INFO ] [sig       ] [2085/3551] Forecasting MNY...
[2025-12-24T20:27:09.744958] [INFO ] [sig       ] Generating forecast for: MNY
[2025-12-24T20:27:09.744997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2025-12-24T20:27:09.757539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2025-12-24T20:27:09.758003] [INFO ] [FORECASTER] Starting predict_future for MNY
[2025-12-24T20:27:09.758901] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2025-12-24T20:27:09.758956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:09.758994] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:09.759021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:09.759090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:09.817301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:09.818227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:09.818326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:09.818362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:09.939405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:09.939591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:09.939658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:09.939694] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:09.943367] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: UP (p=71.07%)
[2025-12-24T20:27:09.943863] [INFO ] [FORECASTER] Completed predict_future for MNY
[2025-12-24T20:27:09.943997] [INFO ] [sig       ] MNY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:10.092599] [INFO ] [LOCAL     ] Saved forecast: MNY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MNY.txt
[2025-12-24T20:27:10.092764] [INFO ] [sig       ] [2085/3551] Completed MNY in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-24T20:27:10.092805] [INFO ] [sig       ] [2086/3551] Forecasting MOD...
[2025-12-24T20:27:10.092836] [INFO ] [sig       ] Generating forecast for: MOD
[2025-12-24T20:27:10.092867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-12-24T20:27:10.106614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2025-12-24T20:27:10.107190] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-12-24T20:27:10.107962] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-12-24T20:27:10.108013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:10.108044] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:10.108071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:10.108130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:10.167474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:10.168363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:10.168452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:10.168487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:10.294221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:10.294372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:10.294412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:10.294441] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:10.297869] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: UP (p=68.16%)
[2025-12-24T20:27:10.298181] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-12-24T20:27:10.298313] [INFO ] [sig       ] MOD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:10.437499] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MOD.txt
[2025-12-24T20:27:10.437655] [INFO ] [sig       ] [2086/3551] Completed MOD in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-24T20:27:10.437696] [INFO ] [sig       ] [2087/3551] Forecasting MODG...
[2025-12-24T20:27:10.437917] [INFO ] [sig       ] Generating forecast for: MODG
[2025-12-24T20:27:10.437948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-12-24T20:27:10.449499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODG'.
[2025-12-24T20:27:10.449817] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-12-24T20:27:10.450559] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-12-24T20:27:10.450633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:10.450665] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:10.450692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:10.450749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:10.510080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:10.510926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:10.511013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:10.511048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:10.628279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:10.628429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:10.628475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:10.628510] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:10.632113] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=4.02%)
[2025-12-24T20:27:10.632405] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-12-24T20:27:10.632548] [INFO ] [sig       ] MODG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:10.776073] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MODG.txt
[2025-12-24T20:27:10.776204] [INFO ] [sig       ] [2087/3551] Completed MODG in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-24T20:27:10.776244] [INFO ] [sig       ] [2088/3551] Forecasting MODL...
[2025-12-24T20:27:10.776281] [INFO ] [sig       ] Generating forecast for: MODL
[2025-12-24T20:27:10.776311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2025-12-24T20:27:10.788879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2025-12-24T20:27:10.789169] [INFO ] [FORECASTER] Starting predict_future for MODL
[2025-12-24T20:27:10.789945] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2025-12-24T20:27:10.789996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:10.790039] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:10.790066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:10.790121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:10.846720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:10.847329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:10.847419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:10.847459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:10.969480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:10.969633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:10.969673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:10.969702] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:10.973041] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: DOWN (p=13.33%)
[2025-12-24T20:27:10.973300] [INFO ] [FORECASTER] Completed predict_future for MODL
[2025-12-24T20:27:10.973416] [INFO ] [sig       ] MODL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:11.116413] [INFO ] [LOCAL     ] Saved forecast: MODL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MODL.txt
[2025-12-24T20:27:11.116564] [INFO ] [sig       ] [2088/3551] Completed MODL in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-24T20:27:11.116625] [INFO ] [sig       ] [2089/3551] Forecasting MOFG...
[2025-12-24T20:27:11.116657] [INFO ] [sig       ] Generating forecast for: MOFG
[2025-12-24T20:27:11.116687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2025-12-24T20:27:11.128442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2025-12-24T20:27:11.129034] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2025-12-24T20:27:11.129920] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2025-12-24T20:27:11.129976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:11.130009] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:11.130037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:11.130102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:11.187506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:11.188147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:11.188227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:11.188260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:11.303733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:11.303878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:11.303918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:11.303947] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:11.307267] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: UP (p=64.02%)
[2025-12-24T20:27:11.307542] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2025-12-24T20:27:11.307684] [INFO ] [sig       ] MOFG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:11.455660] [INFO ] [LOCAL     ] Saved forecast: MOFG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MOFG.txt
[2025-12-24T20:27:11.455799] [INFO ] [sig       ] [2089/3551] Completed MOFG in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-24T20:27:11.455839] [INFO ] [sig       ] [2090/3551] Forecasting MOGO...
[2025-12-24T20:27:11.455869] [INFO ] [sig       ] Generating forecast for: MOGO
[2025-12-24T20:27:11.455898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'.
[2025-12-24T20:27:11.468660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOGO'.
[2025-12-24T20:27:11.468980] [INFO ] [FORECASTER] Starting predict_future for MOGO
[2025-12-24T20:27:11.469855] [DEBUG] [LOCAL     ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt
[2025-12-24T20:27:11.469908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:11.469941] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:11.469968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:11.470026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:11.535683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:11.536495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:11.536847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:11.536890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:11.659049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:11.659200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:11.659240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:11.659270] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:11.662980] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: UP (p=80.77%)
[2025-12-24T20:27:11.663248] [INFO ] [FORECASTER] Completed predict_future for MOGO
[2025-12-24T20:27:11.663368] [INFO ] [sig       ] MOGO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:11.806653] [INFO ] [LOCAL     ] Saved forecast: MOGO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MOGO.txt
[2025-12-24T20:27:11.806978] [INFO ] [sig       ] [2090/3551] Completed MOGO in 0.4s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-24T20:27:11.807017] [INFO ] [sig       ] [2091/3551] Forecasting MOH...
[2025-12-24T20:27:11.807046] [INFO ] [sig       ] Generating forecast for: MOH
[2025-12-24T20:27:11.807074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-12-24T20:27:11.817935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2025-12-24T20:27:11.818227] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-12-24T20:27:11.818984] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-12-24T20:27:11.819035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:11.819066] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:11.819092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:11.819147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:11.877269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:11.878192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:11.878276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:11.878310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:11.997093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:11.997243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:11.997281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:11.997328] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:12.000974] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: DOWN (p=43.97%)
[2025-12-24T20:27:12.001235] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-12-24T20:27:12.001354] [INFO ] [sig       ] MOH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:12.146336] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MOH.txt
[2025-12-24T20:27:12.146503] [INFO ] [sig       ] [2091/3551] Completed MOH in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-24T20:27:12.146549] [INFO ] [sig       ] [2092/3551] Forecasting MOMO...
[2025-12-24T20:27:12.146598] [INFO ] [sig       ] Generating forecast for: MOMO
[2025-12-24T20:27:12.146815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2025-12-24T20:27:12.158909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2025-12-24T20:27:12.159233] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2025-12-24T20:27:12.160053] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2025-12-24T20:27:12.160105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:12.160137] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:12.160163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:12.160219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:12.218502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:12.219377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:12.219515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:12.219569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:12.343139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:12.343280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:12.343320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:12.343349] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:12.346926] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: DOWN (p=14.57%)
[2025-12-24T20:27:12.347193] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2025-12-24T20:27:12.347315] [INFO ] [sig       ] MOMO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:12.489527] [INFO ] [LOCAL     ] Saved forecast: MOMO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MOMO.txt
[2025-12-24T20:27:12.489705] [INFO ] [sig       ] [2092/3551] Completed MOMO in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-24T20:27:12.489748] [INFO ] [sig       ] [2093/3551] Forecasting MORN...
[2025-12-24T20:27:12.489780] [INFO ] [sig       ] Generating forecast for: MORN
[2025-12-24T20:27:12.489811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2025-12-24T20:27:12.501272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2025-12-24T20:27:12.501703] [INFO ] [FORECASTER] Starting predict_future for MORN
[2025-12-24T20:27:12.502501] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2025-12-24T20:27:12.502558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:12.502619] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:12.502649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:12.502706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:12.560786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:12.561658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:12.561750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:12.561812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:12.685221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:12.685373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:12.685416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:12.685446] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:12.689821] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: DOWN (p=45.89%)
[2025-12-24T20:27:12.690141] [INFO ] [FORECASTER] Completed predict_future for MORN
[2025-12-24T20:27:12.690273] [INFO ] [sig       ] MORN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:12.835299] [INFO ] [LOCAL     ] Saved forecast: MORN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MORN.txt
[2025-12-24T20:27:12.835489] [INFO ] [sig       ] [2093/3551] Completed MORN in 0.3s | 2.87 sym/s | Total: 12.1m | ETA: 8.5m
[2025-12-24T20:27:12.835532] [INFO ] [sig       ] [2094/3551] Forecasting MOS...
[2025-12-24T20:27:12.835563] [INFO ] [sig       ] Generating forecast for: MOS
[2025-12-24T20:27:12.835613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-12-24T20:27:12.847378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2025-12-24T20:27:12.847762] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-12-24T20:27:12.848540] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-12-24T20:27:12.848613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:12.848648] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:12.848677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:12.848736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:12.907570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:12.908684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:12.908981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:12.909029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:13.043972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:13.044165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:13.044209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:13.044252] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:13.048058] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: DOWN (p=4.95%)
[2025-12-24T20:27:13.048375] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-12-24T20:27:13.048524] [INFO ] [sig       ] MOS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:13.201246] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MOS.txt
[2025-12-24T20:27:13.201394] [INFO ] [sig       ] [2094/3551] Completed MOS in 0.4s | 2.87 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-24T20:27:13.201445] [INFO ] [sig       ] [2095/3551] Forecasting MP...
[2025-12-24T20:27:13.201480] [INFO ] [sig       ] Generating forecast for: MP
[2025-12-24T20:27:13.201513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-12-24T20:27:13.213636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2025-12-24T20:27:13.213965] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-12-24T20:27:13.214826] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-12-24T20:27:13.214891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:13.214927] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:13.214977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:13.215037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:13.276182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:13.277092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:13.277178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:13.277213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:13.420341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:13.420501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:13.420547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:13.420601] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:13.424539] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: UP (p=91.83%)
[2025-12-24T20:27:13.424851] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-12-24T20:27:13.424986] [INFO ] [sig       ] MP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:13.652359] [INFO ] [LOCAL     ] Saved forecast: MP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MP.txt
[2025-12-24T20:27:13.652551] [INFO ] [sig       ] [2095/3551] Completed MP in 0.5s | 2.87 sym/s | Total: 12.1m | ETA: 8.4m
[2025-12-24T20:27:13.652627] [INFO ] [sig       ] [2096/3551] Forecasting MPA...
[2025-12-24T20:27:13.652660] [INFO ] [sig       ] Generating forecast for: MPA
[2025-12-24T20:27:13.652693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-12-24T20:27:13.667099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2025-12-24T20:27:13.667497] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-12-24T20:27:13.668408] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-12-24T20:27:13.668475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:13.668522] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:13.668557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:13.668639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:13.737601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:13.738618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:13.738719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:13.738753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:13.863643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:13.863825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:13.863881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:13.863913] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:13.867649] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=9.75%)
[2025-12-24T20:27:13.867960] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-12-24T20:27:13.868095] [INFO ] [sig       ] MPA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:14.021961] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MPA.txt
[2025-12-24T20:27:14.022134] [INFO ] [sig       ] [2096/3551] Completed MPA in 0.4s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-24T20:27:14.022189] [INFO ] [sig       ] [2097/3551] Forecasting MPAA...
[2025-12-24T20:27:14.022221] [INFO ] [sig       ] Generating forecast for: MPAA
[2025-12-24T20:27:14.022254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2025-12-24T20:27:14.034597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2025-12-24T20:27:14.034937] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2025-12-24T20:27:14.035807] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2025-12-24T20:27:14.035873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:14.035945] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:14.035976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:14.036035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:14.100420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:14.101286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:14.101387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:14.101426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:14.240099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:14.240247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:14.240288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:14.240317] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:14.243910] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: UP (p=78.01%)
[2025-12-24T20:27:14.244206] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2025-12-24T20:27:14.244353] [INFO ] [sig       ] MPAA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:14.397269] [INFO ] [LOCAL     ] Saved forecast: MPAA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MPAA.txt
[2025-12-24T20:27:14.397417] [INFO ] [sig       ] [2097/3551] Completed MPAA in 0.4s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-24T20:27:14.397459] [INFO ] [sig       ] [2098/3551] Forecasting MPB...
[2025-12-24T20:27:14.397492] [INFO ] [sig       ] Generating forecast for: MPB
[2025-12-24T20:27:14.397523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2025-12-24T20:27:14.409454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2025-12-24T20:27:14.409845] [INFO ] [FORECASTER] Starting predict_future for MPB
[2025-12-24T20:27:14.410673] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2025-12-24T20:27:14.410728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:14.410762] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:14.410790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:14.410847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:14.475091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:14.475997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:14.476085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:14.476120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:14.604323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:14.604490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:14.604532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:14.604564] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:14.608224] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: DOWN (p=20.32%)
[2025-12-24T20:27:14.608504] [INFO ] [FORECASTER] Completed predict_future for MPB
[2025-12-24T20:27:14.608650] [INFO ] [sig       ] MPB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:14.762230] [INFO ] [LOCAL     ] Saved forecast: MPB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MPB.txt
[2025-12-24T20:27:14.762409] [INFO ] [sig       ] [2098/3551] Completed MPB in 0.4s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-24T20:27:14.762463] [INFO ] [sig       ] [2099/3551] Forecasting MPC...
[2025-12-24T20:27:14.762497] [INFO ] [sig       ] Generating forecast for: MPC
[2025-12-24T20:27:14.762536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-12-24T20:27:14.776298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2025-12-24T20:27:14.776736] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-12-24T20:27:14.777526] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-12-24T20:27:14.777613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:14.777651] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:14.777866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:14.777924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:14.841374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:14.842225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:14.842311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:14.842347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:14.974671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:14.974831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:14.974884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:14.974922] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:14.978852] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=99.65%)
[2025-12-24T20:27:14.979159] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-12-24T20:27:14.979337] [INFO ] [sig       ] MPC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:15.135302] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MPC.txt
[2025-12-24T20:27:15.135443] [INFO ] [sig       ] [2099/3551] Completed MPC in 0.4s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-24T20:27:15.135484] [INFO ] [sig       ] [2100/3551] Forecasting MPX...
[2025-12-24T20:27:15.135517] [INFO ] [sig       ] Generating forecast for: MPX
[2025-12-24T20:27:15.135558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-12-24T20:27:15.147293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2025-12-24T20:27:15.147659] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-12-24T20:27:15.148444] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-12-24T20:27:15.148497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:15.148530] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:15.148566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:15.148678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:15.210151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:15.210913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:15.210999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:15.211032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:15.326716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:15.326876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:15.326917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:15.326973] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:15.330497] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: DOWN (p=11.37%)
[2025-12-24T20:27:15.330795] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-12-24T20:27:15.330925] [INFO ] [sig       ] MPX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:15.473147] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MPX.txt
[2025-12-24T20:27:15.473315] [INFO ] [sig       ] [2100/3551] Completed MPX in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-24T20:27:15.473359] [INFO ] [sig       ] [2101/3551] Forecasting MQ...
[2025-12-24T20:27:15.473390] [INFO ] [sig       ] Generating forecast for: MQ
[2025-12-24T20:27:15.473422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2025-12-24T20:27:15.485458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2025-12-24T20:27:15.485776] [INFO ] [FORECASTER] Starting predict_future for MQ
[2025-12-24T20:27:15.486541] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2025-12-24T20:27:15.486614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:15.486648] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:15.486676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:15.486742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:15.544423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:15.545313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:15.545400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:15.545433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:15.665457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:15.665625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:15.665668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:15.665697] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:15.669392] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: DOWN (p=41.42%)
[2025-12-24T20:27:15.669681] [INFO ] [FORECASTER] Completed predict_future for MQ
[2025-12-24T20:27:15.669808] [INFO ] [sig       ] MQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:15.813765] [INFO ] [LOCAL     ] Saved forecast: MQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MQ.txt
[2025-12-24T20:27:15.813933] [INFO ] [sig       ] [2101/3551] Completed MQ in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-24T20:27:15.813974] [INFO ] [sig       ] [2102/3551] Forecasting MQY...
[2025-12-24T20:27:15.814003] [INFO ] [sig       ] Generating forecast for: MQY
[2025-12-24T20:27:15.814035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-12-24T20:27:15.825435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2025-12-24T20:27:15.825798] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-12-24T20:27:15.826537] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-12-24T20:27:15.826606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:15.826640] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:15.826666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:15.826722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:15.885867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:15.886711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:15.886795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:15.886829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:16.008910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:16.009064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:16.009103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:16.009135] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:16.012518] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: DOWN (p=0.36%)
[2025-12-24T20:27:16.013022] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-12-24T20:27:16.013153] [INFO ] [sig       ] MQY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:16.155439] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MQY.txt
[2025-12-24T20:27:16.155588] [INFO ] [sig       ] [2102/3551] Completed MQY in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-24T20:27:16.155630] [INFO ] [sig       ] [2103/3551] Forecasting MRAM...
[2025-12-24T20:27:16.155660] [INFO ] [sig       ] Generating forecast for: MRAM
[2025-12-24T20:27:16.155690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2025-12-24T20:27:16.166808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2025-12-24T20:27:16.167104] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2025-12-24T20:27:16.167885] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2025-12-24T20:27:16.167939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:16.167971] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:16.167998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:16.168055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:16.225155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:16.225799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:16.225883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:16.225915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:16.345757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:16.345923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:16.345965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:16.345994] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:16.349514] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: UP (p=98.93%)
[2025-12-24T20:27:16.349819] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2025-12-24T20:27:16.349947] [INFO ] [sig       ] MRAM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:16.493108] [INFO ] [LOCAL     ] Saved forecast: MRAM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MRAM.txt
[2025-12-24T20:27:16.493259] [INFO ] [sig       ] [2103/3551] Completed MRAM in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-24T20:27:16.493298] [INFO ] [sig       ] [2104/3551] Forecasting MRBK...
[2025-12-24T20:27:16.493328] [INFO ] [sig       ] Generating forecast for: MRBK
[2025-12-24T20:27:16.493358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2025-12-24T20:27:16.505595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2025-12-24T20:27:16.505927] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2025-12-24T20:27:16.506698] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2025-12-24T20:27:16.506750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:16.506781] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:16.506809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:16.506864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:16.564449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:16.565359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:16.565450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:16.565485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:16.690821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:16.690991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:16.691030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:16.691058] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:16.694561] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: UP (p=69.15%)
[2025-12-24T20:27:16.694877] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2025-12-24T20:27:16.695005] [INFO ] [sig       ] MRBK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:16.838773] [INFO ] [LOCAL     ] Saved forecast: MRBK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MRBK.txt
[2025-12-24T20:27:16.838933] [INFO ] [sig       ] [2104/3551] Completed MRBK in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-24T20:27:16.838974] [INFO ] [sig       ] [2105/3551] Forecasting MRCC...
[2025-12-24T20:27:16.839005] [INFO ] [sig       ] Generating forecast for: MRCC
[2025-12-24T20:27:16.839035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2025-12-24T20:27:16.850930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2025-12-24T20:27:16.851184] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2025-12-24T20:27:16.851981] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2025-12-24T20:27:16.852033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:16.852064] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:16.852090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:16.852146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:16.908492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:16.909086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:16.909166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:16.909198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:17.030465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:17.030620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:17.030659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:17.030687] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:17.034236] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: DOWN (p=14.80%)
[2025-12-24T20:27:17.034494] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2025-12-24T20:27:17.034631] [INFO ] [sig       ] MRCC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:17.183626] [INFO ] [LOCAL     ] Saved forecast: MRCC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MRCC.txt
[2025-12-24T20:27:17.183769] [INFO ] [sig       ] [2105/3551] Completed MRCC in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-24T20:27:17.183809] [INFO ] [sig       ] [2106/3551] Forecasting MRCY...
[2025-12-24T20:27:17.183838] [INFO ] [sig       ] Generating forecast for: MRCY
[2025-12-24T20:27:17.183867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2025-12-24T20:27:17.196905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2025-12-24T20:27:17.197175] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2025-12-24T20:27:17.198116] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2025-12-24T20:27:17.198167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:17.198198] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:17.198225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:17.198281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:17.272114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:17.272984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:17.273071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:17.273105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:17.400398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:17.400557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:17.400622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:17.400653] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:17.404086] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: DOWN (p=18.38%)
[2025-12-24T20:27:17.404362] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2025-12-24T20:27:17.404485] [INFO ] [sig       ] MRCY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:17.551409] [INFO ] [LOCAL     ] Saved forecast: MRCY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MRCY.txt
[2025-12-24T20:27:17.551642] [INFO ] [sig       ] [2106/3551] Completed MRCY in 0.4s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-24T20:27:17.551718] [INFO ] [sig       ] [2107/3551] Forecasting MREO...
[2025-12-24T20:27:17.551750] [INFO ] [sig       ] Generating forecast for: MREO
[2025-12-24T20:27:17.551779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'.
[2025-12-24T20:27:17.563324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MREO'.
[2025-12-24T20:27:17.563711] [INFO ] [FORECASTER] Starting predict_future for MREO
[2025-12-24T20:27:17.564475] [DEBUG] [LOCAL     ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt
[2025-12-24T20:27:17.564530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:17.564564] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:17.564617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:17.564675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:17.622301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:17.623147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:17.623267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:17.623302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:17.742209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:17.742368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:17.742407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:17.742436] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:17.745928] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: DOWN (p=11.11%)
[2025-12-24T20:27:17.746224] [INFO ] [FORECASTER] Completed predict_future for MREO
[2025-12-24T20:27:17.746353] [INFO ] [sig       ] MREO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:17.893122] [INFO ] [LOCAL     ] Saved forecast: MREO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MREO.txt
[2025-12-24T20:27:17.893276] [INFO ] [sig       ] [2107/3551] Completed MREO in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-24T20:27:17.893316] [INFO ] [sig       ] [2108/3551] Forecasting MRK...
[2025-12-24T20:27:17.893347] [INFO ] [sig       ] Generating forecast for: MRK
[2025-12-24T20:27:17.893377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-12-24T20:27:17.905552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2025-12-24T20:27:17.906016] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-12-24T20:27:17.906807] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-12-24T20:27:17.906860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:17.906903] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:17.906931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:17.906987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:17.964247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:17.965078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:17.965163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:17.965198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:18.091690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:18.091845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:18.091885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:18.091914] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:18.095466] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: DOWN (p=12.03%)
[2025-12-24T20:27:18.095834] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-12-24T20:27:18.095977] [INFO ] [sig       ] MRK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:18.242654] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MRK.txt
[2025-12-24T20:27:18.242789] [INFO ] [sig       ] [2108/3551] Completed MRK in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-24T20:27:18.242828] [INFO ] [sig       ] [2109/3551] Forecasting MRM...
[2025-12-24T20:27:18.242858] [INFO ] [sig       ] Generating forecast for: MRM
[2025-12-24T20:27:18.242887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2025-12-24T20:27:18.253620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2025-12-24T20:27:18.253959] [INFO ] [FORECASTER] Starting predict_future for MRM
[2025-12-24T20:27:18.254751] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2025-12-24T20:27:18.254804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:18.254835] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:18.254861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:18.254918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:18.314069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:18.314944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:18.315030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:18.315064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:18.431701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:18.431866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:18.431907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:18.431935] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:18.435308] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: UP (p=80.17%)
[2025-12-24T20:27:18.435598] [INFO ] [FORECASTER] Completed predict_future for MRM
[2025-12-24T20:27:18.435725] [INFO ] [sig       ] MRM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:18.577317] [INFO ] [LOCAL     ] Saved forecast: MRM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MRM.txt
[2025-12-24T20:27:18.577444] [INFO ] [sig       ] [2109/3551] Completed MRM in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-24T20:27:18.577483] [INFO ] [sig       ] [2110/3551] Forecasting MRNA...
[2025-12-24T20:27:18.577511] [INFO ] [sig       ] Generating forecast for: MRNA
[2025-12-24T20:27:18.577540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2025-12-24T20:27:18.589379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2025-12-24T20:27:18.589959] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2025-12-24T20:27:18.590937] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2025-12-24T20:27:18.590989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:18.591021] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:18.591048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:18.591105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:18.651895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:18.652907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:18.653004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:18.653038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:18.772763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:18.773106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:18.773145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:18.773174] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:18.776838] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: UP (p=53.12%)
[2025-12-24T20:27:18.777167] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2025-12-24T20:27:18.777304] [INFO ] [sig       ] MRNA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:18.923317] [INFO ] [LOCAL     ] Saved forecast: MRNA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MRNA.txt
[2025-12-24T20:27:18.923511] [INFO ] [sig       ] [2110/3551] Completed MRNA in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-24T20:27:18.923564] [INFO ] [sig       ] [2111/3551] Forecasting MRSN...
[2025-12-24T20:27:18.923639] [INFO ] [sig       ] Generating forecast for: MRSN
[2025-12-24T20:27:18.923682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'.
[2025-12-24T20:27:18.936074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRSN'.
[2025-12-24T20:27:18.936460] [INFO ] [FORECASTER] Starting predict_future for MRSN
[2025-12-24T20:27:18.937336] [DEBUG] [LOCAL     ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt
[2025-12-24T20:27:18.937390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:18.937423] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:18.937451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:18.937509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:18.997204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:18.998058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:18.998140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:18.998172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:19.120304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:19.120467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:19.120507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:19.120536] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:19.123829] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: UP (p=84.47%)
[2025-12-24T20:27:19.124091] [INFO ] [FORECASTER] Completed predict_future for MRSN
[2025-12-24T20:27:19.124212] [INFO ] [sig       ] MRSN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:19.265341] [INFO ] [LOCAL     ] Saved forecast: MRSN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MRSN.txt
[2025-12-24T20:27:19.265477] [INFO ] [sig       ] [2111/3551] Completed MRSN in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.4m
[2025-12-24T20:27:19.265524] [INFO ] [sig       ] [2112/3551] Forecasting MRTN...
[2025-12-24T20:27:19.265554] [INFO ] [sig       ] Generating forecast for: MRTN
[2025-12-24T20:27:19.265603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2025-12-24T20:27:19.277861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2025-12-24T20:27:19.278190] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2025-12-24T20:27:19.278960] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2025-12-24T20:27:19.279012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:19.279043] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:19.279071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:19.279127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:19.337633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:19.338382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:19.338467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:19.338499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:19.457462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:19.457633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:19.457675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:19.457704] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:19.461282] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: UP (p=95.62%)
[2025-12-24T20:27:19.461642] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2025-12-24T20:27:19.461806] [INFO ] [sig       ] MRTN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:19.604908] [INFO ] [LOCAL     ] Saved forecast: MRTN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MRTN.txt
[2025-12-24T20:27:19.605046] [INFO ] [sig       ] [2112/3551] Completed MRTN in 0.3s | 2.87 sym/s | Total: 12.2m | ETA: 8.3m
[2025-12-24T20:27:19.605088] [INFO ] [sig       ] [2113/3551] Forecasting MRUS...
[2025-12-24T20:27:19.605118] [INFO ] [sig       ] Generating forecast for: MRUS
[2025-12-24T20:27:19.605148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'.
[2025-12-24T20:27:19.617276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRUS'.
[2025-12-24T20:27:19.617639] [INFO ] [FORECASTER] Starting predict_future for MRUS
[2025-12-24T20:27:19.618660] [DEBUG] [LOCAL     ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt
[2025-12-24T20:27:19.618714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:19.618928] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:19.618955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:19.619011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:19.676948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:19.677610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:19.677692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:19.677724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:19.803510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:19.803973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:19.804015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:19.804046] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:19.807989] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: DOWN (p=6.34%)
[2025-12-24T20:27:19.808300] [INFO ] [FORECASTER] Completed predict_future for MRUS
[2025-12-24T20:27:19.808470] [INFO ] [sig       ] MRUS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:19.950975] [INFO ] [LOCAL     ] Saved forecast: MRUS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MRUS.txt
[2025-12-24T20:27:19.951125] [INFO ] [sig       ] [2113/3551] Completed MRUS in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-24T20:27:19.951164] [INFO ] [sig       ] [2114/3551] Forecasting MRVI...
[2025-12-24T20:27:19.951193] [INFO ] [sig       ] Generating forecast for: MRVI
[2025-12-24T20:27:19.951223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2025-12-24T20:27:19.962675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2025-12-24T20:27:19.963000] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2025-12-24T20:27:19.963763] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2025-12-24T20:27:19.963815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:19.963874] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:19.963902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:19.963958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:20.022558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:20.023652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:20.023736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:20.023770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:20.152663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:20.152816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:20.152858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:20.152887] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:20.156405] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: UP (p=98.26%)
[2025-12-24T20:27:20.156741] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2025-12-24T20:27:20.156871] [INFO ] [sig       ] MRVI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:20.305925] [INFO ] [LOCAL     ] Saved forecast: MRVI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MRVI.txt
[2025-12-24T20:27:20.306088] [INFO ] [sig       ] [2114/3551] Completed MRVI in 0.4s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-24T20:27:20.306131] [INFO ] [sig       ] [2115/3551] Forecasting MRVL...
[2025-12-24T20:27:20.306160] [INFO ] [sig       ] Generating forecast for: MRVL
[2025-12-24T20:27:20.306190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2025-12-24T20:27:20.318097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2025-12-24T20:27:20.318457] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2025-12-24T20:27:20.319250] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2025-12-24T20:27:20.319330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:20.319365] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:20.319393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:20.319449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:20.376025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:20.376909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:20.376998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:20.377032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:20.492967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:20.493120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:20.493180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:20.493211] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:20.496565] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=85.15%)
[2025-12-24T20:27:20.497009] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2025-12-24T20:27:20.497133] [INFO ] [sig       ] MRVL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:20.639189] [INFO ] [LOCAL     ] Saved forecast: MRVL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MRVL.txt
[2025-12-24T20:27:20.639373] [INFO ] [sig       ] [2115/3551] Completed MRVL in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-24T20:27:20.639416] [INFO ] [sig       ] [2116/3551] Forecasting MRX...
[2025-12-24T20:27:20.639445] [INFO ] [sig       ] Generating forecast for: MRX
[2025-12-24T20:27:20.639473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2025-12-24T20:27:20.651135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2025-12-24T20:27:20.651541] [INFO ] [FORECASTER] Starting predict_future for MRX
[2025-12-24T20:27:20.652395] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2025-12-24T20:27:20.652449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:20.652481] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:20.652508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:20.652564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:20.708495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:20.709377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:20.709477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:20.709510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:20.835880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:20.836057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:20.836098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:20.836126] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:20.839502] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: UP (p=54.32%)
[2025-12-24T20:27:20.839837] [INFO ] [FORECASTER] Completed predict_future for MRX
[2025-12-24T20:27:20.839977] [INFO ] [sig       ] MRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:20.987983] [INFO ] [LOCAL     ] Saved forecast: MRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MRX.txt
[2025-12-24T20:27:20.988138] [INFO ] [sig       ] [2116/3551] Completed MRX in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-24T20:27:20.988178] [INFO ] [sig       ] [2117/3551] Forecasting MS...
[2025-12-24T20:27:20.988207] [INFO ] [sig       ] Generating forecast for: MS
[2025-12-24T20:27:20.988238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-12-24T20:27:20.999631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2025-12-24T20:27:20.999958] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-12-24T20:27:21.000778] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-12-24T20:27:21.000832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:21.000865] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:21.000893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:21.000950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:21.057961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:21.058566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:21.058675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:21.058710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:21.176396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:21.176512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:21.176548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:21.176622] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:21.179813] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: UP (p=94.22%)
[2025-12-24T20:27:21.180086] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-12-24T20:27:21.180208] [INFO ] [sig       ] MS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:21.319769] [INFO ] [LOCAL     ] Saved forecast: MS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MS.txt
[2025-12-24T20:27:21.319878] [INFO ] [sig       ] [2117/3551] Completed MS in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-24T20:27:21.319916] [INFO ] [sig       ] [2118/3551] Forecasting MSA...
[2025-12-24T20:27:21.319945] [INFO ] [sig       ] Generating forecast for: MSA
[2025-12-24T20:27:21.319974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-12-24T20:27:21.332361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2025-12-24T20:27:21.332680] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-12-24T20:27:21.333441] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-12-24T20:27:21.333494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:21.333527] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:21.333554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:21.333646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:21.391242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:21.391871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:21.391952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:21.391987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:21.507975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:21.508123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:21.508161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:21.508189] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:21.511483] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: DOWN (p=41.40%)
[2025-12-24T20:27:21.511789] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-12-24T20:27:21.511931] [INFO ] [sig       ] MSA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:21.650822] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MSA.txt
[2025-12-24T20:27:21.650992] [INFO ] [sig       ] [2118/3551] Completed MSA in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-24T20:27:21.651048] [INFO ] [sig       ] [2119/3551] Forecasting MSB...
[2025-12-24T20:27:21.651092] [INFO ] [sig       ] Generating forecast for: MSB
[2025-12-24T20:27:21.651130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-12-24T20:27:21.663473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2025-12-24T20:27:21.663863] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-12-24T20:27:21.664695] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-12-24T20:27:21.664748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:21.664779] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:21.664823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:21.664885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:21.723697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:21.724541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:21.724642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:21.724678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:21.844320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:21.844420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:21.844454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:21.844483] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:21.847534] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=6.38%)
[2025-12-24T20:27:21.847816] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-12-24T20:27:21.847933] [INFO ] [sig       ] MSB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:21.988284] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MSB.txt
[2025-12-24T20:27:21.988391] [INFO ] [sig       ] [2119/3551] Completed MSB in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-24T20:27:21.988428] [INFO ] [sig       ] [2120/3551] Forecasting MSBI...
[2025-12-24T20:27:21.988457] [INFO ] [sig       ] Generating forecast for: MSBI
[2025-12-24T20:27:21.988486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2025-12-24T20:27:21.999893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2025-12-24T20:27:22.000153] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2025-12-24T20:27:22.000907] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2025-12-24T20:27:22.000959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:22.000991] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:22.001017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:22.001073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:22.057821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:22.058406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:22.058484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:22.058516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:22.178191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:22.178290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:22.178325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:22.178354] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:22.181838] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: UP (p=83.65%)
[2025-12-24T20:27:22.182279] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2025-12-24T20:27:22.182396] [INFO ] [sig       ] MSBI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:22.326643] [INFO ] [LOCAL     ] Saved forecast: MSBI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MSBI.txt
[2025-12-24T20:27:22.326758] [INFO ] [sig       ] [2120/3551] Completed MSBI in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-24T20:27:22.326798] [INFO ] [sig       ] [2121/3551] Forecasting MSCI...
[2025-12-24T20:27:22.326828] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-12-24T20:27:22.326857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-12-24T20:27:22.339324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2025-12-24T20:27:22.339707] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-12-24T20:27:22.340519] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-12-24T20:27:22.340588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:22.340622] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:22.340650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:22.340711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:22.396720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:22.397676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:22.397767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:22.397800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:22.518090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:22.518286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:22.518340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:22.518380] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:22.522425] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: DOWN (p=15.85%)
[2025-12-24T20:27:22.522731] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-12-24T20:27:22.522867] [INFO ] [sig       ] MSCI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:22.673017] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MSCI.txt
[2025-12-24T20:27:22.673182] [INFO ] [sig       ] [2121/3551] Completed MSCI in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-24T20:27:22.673225] [INFO ] [sig       ] [2122/3551] Forecasting MSD...
[2025-12-24T20:27:22.673254] [INFO ] [sig       ] Generating forecast for: MSD
[2025-12-24T20:27:22.673284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-12-24T20:27:22.684930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2025-12-24T20:27:22.685255] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-12-24T20:27:22.686036] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-12-24T20:27:22.686088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:22.686120] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:22.686146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:22.686201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:22.741379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:22.742001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:22.742081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:22.742112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:22.859985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:22.860123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:22.860160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:22.860188] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:22.863817] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: DOWN (p=34.03%)
[2025-12-24T20:27:22.864085] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-12-24T20:27:22.864205] [INFO ] [sig       ] MSD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:23.002147] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MSD.txt
[2025-12-24T20:27:23.002267] [INFO ] [sig       ] [2122/3551] Completed MSD in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-24T20:27:23.002306] [INFO ] [sig       ] [2123/3551] Forecasting MSEX...
[2025-12-24T20:27:23.002335] [INFO ] [sig       ] Generating forecast for: MSEX
[2025-12-24T20:27:23.002395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2025-12-24T20:27:23.014342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2025-12-24T20:27:23.014662] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2025-12-24T20:27:23.015398] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2025-12-24T20:27:23.015450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:23.015482] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:23.015508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:23.015565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:23.070446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:23.071048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:23.071126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:23.071158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:23.188652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:23.188793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:23.188830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:23.188859] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:23.192494] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: DOWN (p=48.53%)
[2025-12-24T20:27:23.192782] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2025-12-24T20:27:23.193099] [INFO ] [sig       ] MSEX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:23.331739] [INFO ] [LOCAL     ] Saved forecast: MSEX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MSEX.txt
[2025-12-24T20:27:23.331879] [INFO ] [sig       ] [2123/3551] Completed MSEX in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-24T20:27:23.331919] [INFO ] [sig       ] [2124/3551] Forecasting MSFD...
[2025-12-24T20:27:23.331947] [INFO ] [sig       ] Generating forecast for: MSFD
[2025-12-24T20:27:23.331976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2025-12-24T20:27:23.343465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2025-12-24T20:27:23.343785] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2025-12-24T20:27:23.344519] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2025-12-24T20:27:23.344591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:23.344626] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:23.344654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:23.344710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:23.400975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:23.401622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:23.401733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:23.401765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:23.519734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:23.520086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:23.520126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:23.520154] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:23.523831] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: UP (p=95.81%)
[2025-12-24T20:27:23.524285] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2025-12-24T20:27:23.524405] [INFO ] [sig       ] MSFD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:23.662768] [INFO ] [LOCAL     ] Saved forecast: MSFD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MSFD.txt
[2025-12-24T20:27:23.662903] [INFO ] [sig       ] [2124/3551] Completed MSFD in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-24T20:27:23.662943] [INFO ] [sig       ] [2125/3551] Forecasting MSFL...
[2025-12-24T20:27:23.662971] [INFO ] [sig       ] Generating forecast for: MSFL
[2025-12-24T20:27:23.663000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2025-12-24T20:27:23.674448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2025-12-24T20:27:23.674784] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2025-12-24T20:27:23.675523] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2025-12-24T20:27:23.675595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:23.675629] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:23.675657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:23.675713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:23.731741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:23.732486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:23.732562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:23.732613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:23.853088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:23.853238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:23.853277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:23.853305] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:23.856785] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: DOWN (p=42.17%)
[2025-12-24T20:27:23.857201] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2025-12-24T20:27:23.857321] [INFO ] [sig       ] MSFL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:23.995561] [INFO ] [LOCAL     ] Saved forecast: MSFL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MSFL.txt
[2025-12-24T20:27:23.995704] [INFO ] [sig       ] [2125/3551] Completed MSFL in 0.3s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-24T20:27:23.995744] [INFO ] [sig       ] [2126/3551] Forecasting MSGE...
[2025-12-24T20:27:23.995773] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-12-24T20:27:23.995802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-12-24T20:27:24.007897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2025-12-24T20:27:24.008281] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-12-24T20:27:24.009211] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-12-24T20:27:24.009265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:24.009319] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:24.009349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:24.009406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:24.070131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:24.070832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:24.070915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:24.070947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:24.206387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:24.206601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:24.206666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:24.206725] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:24.210482] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: DOWN (p=9.56%)
[2025-12-24T20:27:24.210805] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-12-24T20:27:24.210953] [INFO ] [sig       ] MSGE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:24.364275] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MSGE.txt
[2025-12-24T20:27:24.364417] [INFO ] [sig       ] [2126/3551] Completed MSGE in 0.4s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-24T20:27:24.364458] [INFO ] [sig       ] [2127/3551] Forecasting MSGM...
[2025-12-24T20:27:24.364489] [INFO ] [sig       ] Generating forecast for: MSGM
[2025-12-24T20:27:24.364518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2025-12-24T20:27:24.375931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2025-12-24T20:27:24.376249] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2025-12-24T20:27:24.377023] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2025-12-24T20:27:24.377078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:24.377111] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:24.377148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:24.377232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:24.439246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:24.440243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:24.440325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:24.440359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:24.561408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:24.561570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:24.561632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:24.561664] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:24.565853] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: DOWN (p=3.96%)
[2025-12-24T20:27:24.566128] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2025-12-24T20:27:24.566255] [INFO ] [sig       ] MSGM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:24.717645] [INFO ] [LOCAL     ] Saved forecast: MSGM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MSGM.txt
[2025-12-24T20:27:24.717809] [INFO ] [sig       ] [2127/3551] Completed MSGM in 0.4s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-24T20:27:24.717853] [INFO ] [sig       ] [2128/3551] Forecasting MSGS...
[2025-12-24T20:27:24.717884] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-12-24T20:27:24.717916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-12-24T20:27:24.730779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2025-12-24T20:27:24.731110] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-12-24T20:27:24.731931] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-12-24T20:27:24.731985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:24.732019] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:24.732056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:24.732119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:24.794953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:24.795707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:24.795792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:24.795842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:24.924748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:24.925117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:24.925170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:24.925216] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:24.929319] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: DOWN (p=47.04%)
[2025-12-24T20:27:24.929615] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-12-24T20:27:24.929743] [INFO ] [sig       ] MSGS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:25.080017] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MSGS.txt
[2025-12-24T20:27:25.080183] [INFO ] [sig       ] [2128/3551] Completed MSGS in 0.4s | 2.87 sym/s | Total: 12.3m | ETA: 8.3m
[2025-12-24T20:27:25.080246] [INFO ] [sig       ] [2129/3551] Forecasting MSI...
[2025-12-24T20:27:25.080290] [INFO ] [sig       ] Generating forecast for: MSI
[2025-12-24T20:27:25.080327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-12-24T20:27:25.093757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2025-12-24T20:27:25.094280] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-12-24T20:27:25.095326] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-12-24T20:27:25.095381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:25.095415] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:25.095443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:25.095502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:25.157424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:25.158253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:25.158338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:25.158371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:25.288391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:25.288552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:25.288613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:25.288656] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:25.292564] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: DOWN (p=11.12%)
[2025-12-24T20:27:25.292908] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-12-24T20:27:25.293232] [INFO ] [sig       ] MSI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:25.438390] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MSI.txt
[2025-12-24T20:27:25.438532] [INFO ] [sig       ] [2129/3551] Completed MSI in 0.4s | 2.87 sym/s | Total: 12.3m | ETA: 8.2m
[2025-12-24T20:27:25.438588] [INFO ] [sig       ] [2130/3551] Forecasting MSM...
[2025-12-24T20:27:25.438621] [INFO ] [sig       ] Generating forecast for: MSM
[2025-12-24T20:27:25.438650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-12-24T20:27:25.449902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2025-12-24T20:27:25.450206] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-12-24T20:27:25.451123] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-12-24T20:27:25.451174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:25.451205] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:25.451231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:25.451299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:25.508414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:25.509180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:25.509261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:25.509312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:25.625008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:25.625162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:25.625201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:25.625230] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:25.628535] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: UP (p=82.83%)
[2025-12-24T20:27:25.628820] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-12-24T20:27:25.628940] [INFO ] [sig       ] MSM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:25.770856] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MSM.txt
[2025-12-24T20:27:25.770997] [INFO ] [sig       ] [2130/3551] Completed MSM in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-24T20:27:25.771037] [INFO ] [sig       ] [2131/3551] Forecasting MSTX...
[2025-12-24T20:27:25.771066] [INFO ] [sig       ] Generating forecast for: MSTX
[2025-12-24T20:27:25.771095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'.
[2025-12-24T20:27:25.783207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSTX'.
[2025-12-24T20:27:25.783530] [INFO ] [FORECASTER] Starting predict_future for MSTX
[2025-12-24T20:27:25.784489] [DEBUG] [LOCAL     ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt
[2025-12-24T20:27:25.784540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:25.784614] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:25.784642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:25.784698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:25.840406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:25.841059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:25.841140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:25.841172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:25.963269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:25.963423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:25.963462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:25.963490] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:25.967033] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: DOWN (p=9.53%)
[2025-12-24T20:27:25.967304] [INFO ] [FORECASTER] Completed predict_future for MSTX
[2025-12-24T20:27:25.967430] [INFO ] [sig       ] MSTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:26.106204] [INFO ] [LOCAL     ] Saved forecast: MSTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MSTX.txt
[2025-12-24T20:27:26.106343] [INFO ] [sig       ] [2131/3551] Completed MSTX in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-24T20:27:26.106383] [INFO ] [sig       ] [2132/3551] Forecasting MTB...
[2025-12-24T20:27:26.106412] [INFO ] [sig       ] Generating forecast for: MTB
[2025-12-24T20:27:26.106440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-12-24T20:27:26.120492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2025-12-24T20:27:26.120844] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-12-24T20:27:26.121599] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-12-24T20:27:26.121663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:26.121695] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:26.121723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:26.121779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:26.176166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:26.176830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:26.176910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:26.176941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:26.298151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:26.298298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:26.298337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:26.298367] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:26.301690] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: UP (p=72.32%)
[2025-12-24T20:27:26.301959] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-12-24T20:27:26.302075] [INFO ] [sig       ] MTB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:26.438690] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MTB.txt
[2025-12-24T20:27:26.438819] [INFO ] [sig       ] [2132/3551] Completed MTB in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-24T20:27:26.438859] [INFO ] [sig       ] [2133/3551] Forecasting MTCH...
[2025-12-24T20:27:26.438888] [INFO ] [sig       ] Generating forecast for: MTCH
[2025-12-24T20:27:26.438917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2025-12-24T20:27:26.450383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2025-12-24T20:27:26.450706] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2025-12-24T20:27:26.451447] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2025-12-24T20:27:26.451497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:26.451529] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:26.451555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:26.451636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:26.506871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:26.507538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:26.507640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:26.507673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:26.630622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:26.630770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:26.630809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:26.630837] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:26.634463] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: UP (p=82.25%)
[2025-12-24T20:27:26.634744] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2025-12-24T20:27:26.634863] [INFO ] [sig       ] MTCH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:26.773098] [INFO ] [LOCAL     ] Saved forecast: MTCH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MTCH.txt
[2025-12-24T20:27:26.773231] [INFO ] [sig       ] [2133/3551] Completed MTCH in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-24T20:27:26.773269] [INFO ] [sig       ] [2134/3551] Forecasting MTD...
[2025-12-24T20:27:26.773298] [INFO ] [sig       ] Generating forecast for: MTD
[2025-12-24T20:27:26.773328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-12-24T20:27:26.784481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTD'.
[2025-12-24T20:27:26.784822] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-12-24T20:27:26.785562] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-12-24T20:27:26.785633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:26.785664] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:26.785691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:26.785746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:26.840473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:26.841166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:26.841248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:26.841279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:26.958829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:26.958976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:26.959014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:26.959075] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:26.962415] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: DOWN (p=15.91%)
[2025-12-24T20:27:26.962705] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-12-24T20:27:26.962833] [INFO ] [sig       ] MTD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:27.098922] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MTD.txt
[2025-12-24T20:27:27.099056] [INFO ] [sig       ] [2134/3551] Completed MTD in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-24T20:27:27.099095] [INFO ] [sig       ] [2135/3551] Forecasting MTG...
[2025-12-24T20:27:27.099125] [INFO ] [sig       ] Generating forecast for: MTG
[2025-12-24T20:27:27.099155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-12-24T20:27:27.110795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2025-12-24T20:27:27.111122] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-12-24T20:27:27.111893] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-12-24T20:27:27.111945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:27.111977] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:27.112004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:27.112060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:27.167132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:27.167823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:27.167906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:27.167938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:27.290377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:27.290543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:27.290598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:27.290628] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:27.294162] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: UP (p=76.36%)
[2025-12-24T20:27:27.294455] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-12-24T20:27:27.294606] [INFO ] [sig       ] MTG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:27.445994] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MTG.txt
[2025-12-24T20:27:27.446168] [INFO ] [sig       ] [2135/3551] Completed MTG in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-24T20:27:27.446215] [INFO ] [sig       ] [2136/3551] Forecasting MTH...
[2025-12-24T20:27:27.446247] [INFO ] [sig       ] Generating forecast for: MTH
[2025-12-24T20:27:27.446277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-12-24T20:27:27.458782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2025-12-24T20:27:27.459119] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-12-24T20:27:27.459957] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-12-24T20:27:27.460010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:27.460041] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:27.460067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:27.460123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:27.522395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:27.523169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:27.523252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:27.523286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:27.646172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:27.646322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:27.646364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:27.646393] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:27.650096] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: DOWN (p=35.25%)
[2025-12-24T20:27:27.650364] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-12-24T20:27:27.650485] [INFO ] [sig       ] MTH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:27.789030] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MTH.txt
[2025-12-24T20:27:27.789168] [INFO ] [sig       ] [2136/3551] Completed MTH in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-24T20:27:27.789206] [INFO ] [sig       ] [2137/3551] Forecasting MTLS...
[2025-12-24T20:27:27.789237] [INFO ] [sig       ] Generating forecast for: MTLS
[2025-12-24T20:27:27.789269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2025-12-24T20:27:27.801032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2025-12-24T20:27:27.801373] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2025-12-24T20:27:27.802133] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2025-12-24T20:27:27.802185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:27.802218] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:27.802244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:27.802299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:27.861856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:27.862821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:27.862909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:27.862941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:27.979771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:27.979933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:27.979974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:27.980002] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:27.983396] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: UP (p=81.48%)
[2025-12-24T20:27:27.983724] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2025-12-24T20:27:27.983854] [INFO ] [sig       ] MTLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:28.126244] [INFO ] [LOCAL     ] Saved forecast: MTLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MTLS.txt
[2025-12-24T20:27:28.126407] [INFO ] [sig       ] [2137/3551] Completed MTLS in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-24T20:27:28.126449] [INFO ] [sig       ] [2138/3551] Forecasting MTN...
[2025-12-24T20:27:28.126478] [INFO ] [sig       ] Generating forecast for: MTN
[2025-12-24T20:27:28.126506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-12-24T20:27:28.139138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2025-12-24T20:27:28.139486] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-12-24T20:27:28.140275] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-12-24T20:27:28.140327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:28.140358] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:28.140385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:28.140440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:28.196694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:28.197451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:28.197536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:28.197567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:28.324632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:28.324790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:28.324848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:28.324882] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:28.328340] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=85.03%)
[2025-12-24T20:27:28.328636] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-12-24T20:27:28.328762] [INFO ] [sig       ] MTN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:28.481421] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MTN.txt
[2025-12-24T20:27:28.481613] [INFO ] [sig       ] [2138/3551] Completed MTN in 0.4s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-24T20:27:28.481660] [INFO ] [sig       ] [2139/3551] Forecasting MTRN...
[2025-12-24T20:27:28.481691] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-12-24T20:27:28.481724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-12-24T20:27:28.494966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2025-12-24T20:27:28.495324] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-12-24T20:27:28.496128] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-12-24T20:27:28.496182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:28.496214] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:28.496242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:28.496300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:28.555818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:28.556919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:28.557010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:28.557043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:28.680420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:28.680595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:28.680656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:28.680686] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:28.684209] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: DOWN (p=9.34%)
[2025-12-24T20:27:28.684485] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-12-24T20:27:28.684629] [INFO ] [sig       ] MTRN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:28.824478] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MTRN.txt
[2025-12-24T20:27:28.824642] [INFO ] [sig       ] [2139/3551] Completed MTRN in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-24T20:27:28.824684] [INFO ] [sig       ] [2140/3551] Forecasting MTRX...
[2025-12-24T20:27:28.824713] [INFO ] [sig       ] Generating forecast for: MTRX
[2025-12-24T20:27:28.824743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2025-12-24T20:27:28.840211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2025-12-24T20:27:28.840837] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2025-12-24T20:27:28.841913] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2025-12-24T20:27:28.841984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:28.842018] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:28.842045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:28.842138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:28.905678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:28.906751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:28.906847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:28.906881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:29.028258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:29.028428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:29.028469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:29.028497] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:29.032077] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: DOWN (p=3.76%)
[2025-12-24T20:27:29.032347] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2025-12-24T20:27:29.032468] [INFO ] [sig       ] MTRX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:29.179512] [INFO ] [LOCAL     ] Saved forecast: MTRX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MTRX.txt
[2025-12-24T20:27:29.179695] [INFO ] [sig       ] [2140/3551] Completed MTRX in 0.4s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-24T20:27:29.179737] [INFO ] [sig       ] [2141/3551] Forecasting MTSI...
[2025-12-24T20:27:29.179768] [INFO ] [sig       ] Generating forecast for: MTSI
[2025-12-24T20:27:29.179797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2025-12-24T20:27:29.192862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2025-12-24T20:27:29.193252] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2025-12-24T20:27:29.194044] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2025-12-24T20:27:29.194096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:29.194127] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:29.194154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:29.194208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:29.249359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:29.250544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:29.250685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:29.250718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:29.371710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:29.371879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:29.371919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:29.371948] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:29.375244] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: DOWN (p=29.16%)
[2025-12-24T20:27:29.375516] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2025-12-24T20:27:29.375659] [INFO ] [sig       ] MTSI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:29.526783] [INFO ] [LOCAL     ] Saved forecast: MTSI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MTSI.txt
[2025-12-24T20:27:29.526950] [INFO ] [sig       ] [2141/3551] Completed MTSI in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-24T20:27:29.526992] [INFO ] [sig       ] [2142/3551] Forecasting MTX...
[2025-12-24T20:27:29.527022] [INFO ] [sig       ] Generating forecast for: MTX
[2025-12-24T20:27:29.527052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-12-24T20:27:29.539759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2025-12-24T20:27:29.540177] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-12-24T20:27:29.541016] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-12-24T20:27:29.541070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:29.541102] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:29.541128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:29.541185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:29.598892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:29.600249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:29.600420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:29.600454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:29.715437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:29.715564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:29.715620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:29.715650] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:29.718866] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: DOWN (p=11.57%)
[2025-12-24T20:27:29.719330] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-12-24T20:27:29.719462] [INFO ] [sig       ] MTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:29.857811] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MTX.txt
[2025-12-24T20:27:29.857936] [INFO ] [sig       ] [2142/3551] Completed MTX in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-24T20:27:29.857974] [INFO ] [sig       ] [2143/3551] Forecasting MTZ...
[2025-12-24T20:27:29.858003] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-12-24T20:27:29.858033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-12-24T20:27:29.869781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2025-12-24T20:27:29.870070] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-12-24T20:27:29.870829] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-12-24T20:27:29.870884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:29.870926] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:29.870954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:29.871010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:29.926752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:29.927365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:29.927445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:29.927477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:30.051010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:30.051166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:30.051205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:30.051234] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:30.054547] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: UP (p=64.03%)
[2025-12-24T20:27:30.054835] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-12-24T20:27:30.054955] [INFO ] [sig       ] MTZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:30.196317] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MTZ.txt
[2025-12-24T20:27:30.196442] [INFO ] [sig       ] [2143/3551] Completed MTZ in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-24T20:27:30.196480] [INFO ] [sig       ] [2144/3551] Forecasting MUA...
[2025-12-24T20:27:30.196510] [INFO ] [sig       ] Generating forecast for: MUA
[2025-12-24T20:27:30.196539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-12-24T20:27:30.208049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2025-12-24T20:27:30.208318] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-12-24T20:27:30.209081] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-12-24T20:27:30.209132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:30.209163] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:30.209190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:30.209245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:30.265785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:30.266382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:30.266458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:30.266490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:30.388767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:30.388907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:30.388950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:30.388979] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:30.392301] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=76.07%)
[2025-12-24T20:27:30.392598] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-12-24T20:27:30.392718] [INFO ] [sig       ] MUA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:30.531276] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MUA.txt
[2025-12-24T20:27:30.531421] [INFO ] [sig       ] [2144/3551] Completed MUA in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-24T20:27:30.531460] [INFO ] [sig       ] [2145/3551] Forecasting MUC...
[2025-12-24T20:27:30.531490] [INFO ] [sig       ] Generating forecast for: MUC
[2025-12-24T20:27:30.531520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-12-24T20:27:30.542622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2025-12-24T20:27:30.542907] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-12-24T20:27:30.543680] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-12-24T20:27:30.543732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:30.543764] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:30.543791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:30.543849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:30.599850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:30.600446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:30.600522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:30.600553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:30.722336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:30.722501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:30.722540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:30.722588] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:30.725901] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: DOWN (p=10.69%)
[2025-12-24T20:27:30.726172] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-12-24T20:27:30.726294] [INFO ] [sig       ] MUC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:30.865820] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MUC.txt
[2025-12-24T20:27:30.865956] [INFO ] [sig       ] [2145/3551] Completed MUC in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.2m
[2025-12-24T20:27:30.865996] [INFO ] [sig       ] [2146/3551] Forecasting MUE...
[2025-12-24T20:27:30.866026] [INFO ] [sig       ] Generating forecast for: MUE
[2025-12-24T20:27:30.866055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-12-24T20:27:30.879324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUE'.
[2025-12-24T20:27:30.879619] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-12-24T20:27:30.880376] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-12-24T20:27:30.880427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:30.880457] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:30.880485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:30.880541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:30.935730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:30.936317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:30.936395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:30.936426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:31.051084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:31.051232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:31.051270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:31.051299] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:31.054591] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: UP (p=74.30%)
[2025-12-24T20:27:31.054858] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-12-24T20:27:31.054975] [INFO ] [sig       ] MUE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:31.195502] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MUE.txt
[2025-12-24T20:27:31.195664] [INFO ] [sig       ] [2146/3551] Completed MUE in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-24T20:27:31.195706] [INFO ] [sig       ] [2147/3551] Forecasting MUFG...
[2025-12-24T20:27:31.195743] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-12-24T20:27:31.195773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-12-24T20:27:31.210307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2025-12-24T20:27:31.210636] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-12-24T20:27:31.211597] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-12-24T20:27:31.211649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:31.211682] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:31.211708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:31.211763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:31.267957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:31.268852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:31.268936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:31.268969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:31.390388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:31.390543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:31.390599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:31.390630] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:31.393980] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: UP (p=69.38%)
[2025-12-24T20:27:31.394242] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-12-24T20:27:31.394359] [INFO ] [sig       ] MUFG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:31.533557] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MUFG.txt
[2025-12-24T20:27:31.533684] [INFO ] [sig       ] [2147/3551] Completed MUFG in 0.3s | 2.87 sym/s | Total: 12.4m | ETA: 8.1m
[2025-12-24T20:27:31.533723] [INFO ] [sig       ] [2148/3551] Forecasting MUJ...
[2025-12-24T20:27:31.533752] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-12-24T20:27:31.533781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-12-24T20:27:31.546885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2025-12-24T20:27:31.547152] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-12-24T20:27:31.547904] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-12-24T20:27:31.547955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:31.548010] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:31.548038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:31.548094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:31.604393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:31.605011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:31.605087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:31.605118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:31.724714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:31.724873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:31.724913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:31.724941] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:31.728253] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: DOWN (p=1.05%)
[2025-12-24T20:27:31.728530] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-12-24T20:27:31.728675] [INFO ] [sig       ] MUJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:31.870295] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MUJ.txt
[2025-12-24T20:27:31.870448] [INFO ] [sig       ] [2148/3551] Completed MUJ in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-24T20:27:31.870491] [INFO ] [sig       ] [2149/3551] Forecasting MUSA...
[2025-12-24T20:27:31.870520] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-12-24T20:27:31.870550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-12-24T20:27:31.882657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2025-12-24T20:27:31.883005] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-12-24T20:27:31.883764] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-12-24T20:27:31.883815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:31.883845] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:31.883872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:31.883930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:31.941181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:31.942240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:31.942324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:31.942357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:32.064949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:32.065100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:32.065138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:32.065167] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:32.068453] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2025-12-24T20:27:32.068733] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-12-24T20:27:32.068853] [INFO ] [sig       ] MUSA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:32.209051] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MUSA.txt
[2025-12-24T20:27:32.209207] [INFO ] [sig       ] [2149/3551] Completed MUSA in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-24T20:27:32.209248] [INFO ] [sig       ] [2150/3551] Forecasting MUX...
[2025-12-24T20:27:32.209278] [INFO ] [sig       ] Generating forecast for: MUX
[2025-12-24T20:27:32.209328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-12-24T20:27:32.226945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2025-12-24T20:27:32.227481] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-12-24T20:27:32.228242] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-12-24T20:27:32.228293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:32.228325] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:32.228351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:32.228407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:32.284686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:32.285274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:32.285352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:32.285384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:32.405903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:32.406028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:32.406065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:32.406110] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:32.409328] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: DOWN (p=3.97%)
[2025-12-24T20:27:32.409611] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-12-24T20:27:32.409731] [INFO ] [sig       ] MUX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:32.548536] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MUX.txt
[2025-12-24T20:27:32.548669] [INFO ] [sig       ] [2150/3551] Completed MUX in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-24T20:27:32.548708] [INFO ] [sig       ] [2151/3551] Forecasting MVBF...
[2025-12-24T20:27:32.548736] [INFO ] [sig       ] Generating forecast for: MVBF
[2025-12-24T20:27:32.548767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2025-12-24T20:27:32.561899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2025-12-24T20:27:32.562393] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2025-12-24T20:27:32.563156] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2025-12-24T20:27:32.563207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:32.563239] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:32.563265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:32.563321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:32.619388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:32.620018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:32.620101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:32.620133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:32.739269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:32.739446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:32.739486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:32.739553] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:32.742904] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: UP (p=81.42%)
[2025-12-24T20:27:32.743171] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2025-12-24T20:27:32.743293] [INFO ] [sig       ] MVBF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:32.890405] [INFO ] [LOCAL     ] Saved forecast: MVBF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MVBF.txt
[2025-12-24T20:27:32.890558] [INFO ] [sig       ] [2151/3551] Completed MVBF in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-24T20:27:32.890615] [INFO ] [sig       ] [2152/3551] Forecasting MVF...
[2025-12-24T20:27:32.890648] [INFO ] [sig       ] Generating forecast for: MVF
[2025-12-24T20:27:32.890679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-12-24T20:27:32.902780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2025-12-24T20:27:32.903075] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-12-24T20:27:32.903852] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-12-24T20:27:32.903905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:32.903937] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:32.903964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:32.904020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:32.959357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:32.960079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:32.960160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:32.960207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:33.080845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:33.081000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:33.081041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:33.081071] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:33.084908] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: DOWN (p=3.00%)
[2025-12-24T20:27:33.085174] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-12-24T20:27:33.085292] [INFO ] [sig       ] MVF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:33.238124] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MVF.txt
[2025-12-24T20:27:33.238281] [INFO ] [sig       ] [2152/3551] Completed MVF in 0.3s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-24T20:27:33.238323] [INFO ] [sig       ] [2153/3551] Forecasting MVO...
[2025-12-24T20:27:33.238355] [INFO ] [sig       ] Generating forecast for: MVO
[2025-12-24T20:27:33.238386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-12-24T20:27:33.253664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVO'.
[2025-12-24T20:27:33.254284] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-12-24T20:27:33.255256] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-12-24T20:27:33.255319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:33.255360] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:33.255396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:33.255473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:33.320627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:33.321563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:33.321677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:33.321713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:33.448980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:33.449137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:33.449178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:33.449210] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:33.452687] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: UP (p=63.02%)
[2025-12-24T20:27:33.452962] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-12-24T20:27:33.453089] [INFO ] [sig       ] MVO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:33.591973] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MVO.txt
[2025-12-24T20:27:33.592095] [INFO ] [sig       ] [2153/3551] Completed MVO in 0.4s | 2.87 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-24T20:27:33.592133] [INFO ] [sig       ] [2154/3551] Forecasting MWA...
[2025-12-24T20:27:33.592162] [INFO ] [sig       ] Generating forecast for: MWA
[2025-12-24T20:27:33.592193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-12-24T20:27:33.605039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2025-12-24T20:27:33.605323] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-12-24T20:27:33.606094] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-12-24T20:27:33.606146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:33.606177] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:33.606226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:33.606283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:33.661305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:33.661930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:33.662011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:33.662042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:33.780940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:33.781098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:33.781136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:33.781360] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:33.784908] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: UP (p=77.98%)
[2025-12-24T20:27:33.785171] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-12-24T20:27:33.785293] [INFO ] [sig       ] MWA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:33.927275] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MWA.txt
[2025-12-24T20:27:33.927436] [INFO ] [sig       ] [2154/3551] Completed MWA in 0.3s | 2.88 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-24T20:27:33.927477] [INFO ] [sig       ] [2155/3551] Forecasting MX...
[2025-12-24T20:27:33.927505] [INFO ] [sig       ] Generating forecast for: MX
[2025-12-24T20:27:33.927535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-12-24T20:27:33.939596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2025-12-24T20:27:33.939956] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-12-24T20:27:33.940730] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-12-24T20:27:33.940782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:33.940814] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:33.940841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:33.940897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:33.997864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:33.998922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:33.999004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:33.999037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:34.118381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:34.118547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:34.118606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:34.118638] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:34.122025] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=56.71%)
[2025-12-24T20:27:34.122320] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-12-24T20:27:34.122449] [INFO ] [sig       ] MX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:34.266593] [INFO ] [LOCAL     ] Saved forecast: MX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MX.txt
[2025-12-24T20:27:34.266749] [INFO ] [sig       ] [2155/3551] Completed MX in 0.3s | 2.88 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-24T20:27:34.266790] [INFO ] [sig       ] [2156/3551] Forecasting MXF...
[2025-12-24T20:27:34.266819] [INFO ] [sig       ] Generating forecast for: MXF
[2025-12-24T20:27:34.266850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-12-24T20:27:34.280171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2025-12-24T20:27:34.280521] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-12-24T20:27:34.281279] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-12-24T20:27:34.281342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:34.281374] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:34.281401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:34.281456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:34.340690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:34.341533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:34.341636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:34.341672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:34.463108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:34.463268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:34.463310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:34.463340] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:34.466837] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: UP (p=72.75%)
[2025-12-24T20:27:34.467108] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-12-24T20:27:34.467417] [INFO ] [sig       ] MXF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:34.610008] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MXF.txt
[2025-12-24T20:27:34.610139] [INFO ] [sig       ] [2156/3551] Completed MXF in 0.3s | 2.88 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-24T20:27:34.610179] [INFO ] [sig       ] [2157/3551] Forecasting MXL...
[2025-12-24T20:27:34.610208] [INFO ] [sig       ] Generating forecast for: MXL
[2025-12-24T20:27:34.610237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2025-12-24T20:27:34.621858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2025-12-24T20:27:34.622158] [INFO ] [FORECASTER] Starting predict_future for MXL
[2025-12-24T20:27:34.622933] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2025-12-24T20:27:34.622985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:34.623016] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:34.623043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:34.623098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:34.682948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:34.683693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:34.683774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:34.683810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:34.803481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:34.803647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:34.803686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:34.803714] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:34.806992] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: UP (p=99.38%)
[2025-12-24T20:27:34.807256] [INFO ] [FORECASTER] Completed predict_future for MXL
[2025-12-24T20:27:34.807377] [INFO ] [sig       ] MXL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:34.950038] [INFO ] [LOCAL     ] Saved forecast: MXL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MXL.txt
[2025-12-24T20:27:34.950185] [INFO ] [sig       ] [2157/3551] Completed MXL in 0.3s | 2.88 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-24T20:27:34.950232] [INFO ] [sig       ] [2158/3551] Forecasting MYE...
[2025-12-24T20:27:34.950262] [INFO ] [sig       ] Generating forecast for: MYE
[2025-12-24T20:27:34.950293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-12-24T20:27:34.962632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2025-12-24T20:27:34.963024] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-12-24T20:27:34.963848] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-12-24T20:27:34.963902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:34.963935] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:34.963963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:34.964022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:35.027289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:35.028157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:35.028245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:35.028315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:35.154974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:35.155136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:35.155178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:35.155207] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:35.159537] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: DOWN (p=19.93%)
[2025-12-24T20:27:35.159852] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-12-24T20:27:35.159986] [INFO ] [sig       ] MYE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:35.305047] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MYE.txt
[2025-12-24T20:27:35.305184] [INFO ] [sig       ] [2158/3551] Completed MYE in 0.4s | 2.88 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-24T20:27:35.305223] [INFO ] [sig       ] [2159/3551] Forecasting MYGN...
[2025-12-24T20:27:35.305253] [INFO ] [sig       ] Generating forecast for: MYGN
[2025-12-24T20:27:35.305282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2025-12-24T20:27:35.317044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2025-12-24T20:27:35.317366] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2025-12-24T20:27:35.318320] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2025-12-24T20:27:35.318373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:35.318405] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:35.318431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:35.318487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:35.377087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:35.377849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:35.377932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:35.377967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:35.498780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:35.498932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:35.498973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:35.499002] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:35.502325] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: DOWN (p=13.81%)
[2025-12-24T20:27:35.502604] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2025-12-24T20:27:35.502727] [INFO ] [sig       ] MYGN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:35.642206] [INFO ] [LOCAL     ] Saved forecast: MYGN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MYGN.txt
[2025-12-24T20:27:35.642345] [INFO ] [sig       ] [2159/3551] Completed MYGN in 0.3s | 2.88 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-24T20:27:35.642385] [INFO ] [sig       ] [2160/3551] Forecasting MYI...
[2025-12-24T20:27:35.642415] [INFO ] [sig       ] Generating forecast for: MYI
[2025-12-24T20:27:35.642445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-12-24T20:27:35.654524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2025-12-24T20:27:35.654880] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-12-24T20:27:35.655685] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-12-24T20:27:35.655739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:35.655773] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:35.655801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:35.655860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:35.713642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:35.714341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:35.714426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:35.714461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:35.836485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:35.836652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:35.836694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:35.836723] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:35.840188] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: DOWN (p=40.01%)
[2025-12-24T20:27:35.840461] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-12-24T20:27:35.840604] [INFO ] [sig       ] MYI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:35.982223] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MYI.txt
[2025-12-24T20:27:35.982362] [INFO ] [sig       ] [2160/3551] Completed MYI in 0.3s | 2.88 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-24T20:27:35.982402] [INFO ] [sig       ] [2161/3551] Forecasting MYN...
[2025-12-24T20:27:35.982431] [INFO ] [sig       ] Generating forecast for: MYN
[2025-12-24T20:27:35.982462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-12-24T20:27:35.994208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2025-12-24T20:27:35.994513] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-12-24T20:27:35.995277] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-12-24T20:27:35.995329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:35.995360] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:35.995387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:35.995443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:36.051102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:36.051783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:36.051864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:36.051897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:36.169023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:36.169166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:36.169205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:36.169234] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:36.172559] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: UP (p=93.43%)
[2025-12-24T20:27:36.172859] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-12-24T20:27:36.172979] [INFO ] [sig       ] MYN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:36.312390] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/MYN.txt
[2025-12-24T20:27:36.312612] [INFO ] [sig       ] [2161/3551] Completed MYN in 0.3s | 2.88 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-24T20:27:36.312657] [INFO ] [sig       ] [2162/3551] Forecasting MYRG...
[2025-12-24T20:27:36.312688] [INFO ] [sig       ] Generating forecast for: MYRG
[2025-12-24T20:27:36.312720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2025-12-24T20:27:36.324615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2025-12-24T20:27:36.325011] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2025-12-24T20:27:36.325821] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2025-12-24T20:27:36.325875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:36.325907] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:36.325934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:36.325990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:36.382282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:36.383112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:36.383194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:36.383226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:36.500361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:36.500518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:36.500558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:36.500607] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:36.504341] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: DOWN (p=19.28%)
[2025-12-24T20:27:36.504674] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2025-12-24T20:27:36.504810] [INFO ] [sig       ] MYRG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:36.649091] [INFO ] [LOCAL     ] Saved forecast: MYRG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/MYRG.txt
[2025-12-24T20:27:36.649248] [INFO ] [sig       ] [2162/3551] Completed MYRG in 0.3s | 2.88 sym/s | Total: 12.5m | ETA: 8.1m
[2025-12-24T20:27:36.649303] [INFO ] [sig       ] [2163/3551] Forecasting NA...
[2025-12-24T20:27:36.649336] [INFO ] [sig       ] Generating forecast for: NA
[2025-12-24T20:27:36.649367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2025-12-24T20:27:36.663614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2025-12-24T20:27:36.663988] [INFO ] [FORECASTER] Starting predict_future for NA
[2025-12-24T20:27:36.664880] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2025-12-24T20:27:36.664948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:36.664985] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:36.665020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:36.665079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:36.731338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:36.732146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:36.732232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:36.732267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:36.861457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:36.861627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:36.861684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:36.861714] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:36.865016] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: UP (p=82.99%)
[2025-12-24T20:27:36.865287] [INFO ] [FORECASTER] Completed predict_future for NA
[2025-12-24T20:27:36.865408] [INFO ] [sig       ] NA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:37.006006] [INFO ] [LOCAL     ] Saved forecast: NA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NA.txt
[2025-12-24T20:27:37.006136] [INFO ] [sig       ] [2163/3551] Completed NA in 0.4s | 2.88 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-24T20:27:37.006175] [INFO ] [sig       ] [2164/3551] Forecasting NAAS...
[2025-12-24T20:27:37.006205] [INFO ] [sig       ] Generating forecast for: NAAS
[2025-12-24T20:27:37.006235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2025-12-24T20:27:37.018769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2025-12-24T20:27:37.019148] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2025-12-24T20:27:37.020002] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2025-12-24T20:27:37.020068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:37.020121] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:37.020154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:37.020213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:37.081109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:37.082414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:37.082503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:37.082538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:37.203874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:37.204026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:37.204068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:37.204099] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:37.207865] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: UP (p=91.50%)
[2025-12-24T20:27:37.208136] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2025-12-24T20:27:37.208455] [INFO ] [sig       ] NAAS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:37.350310] [INFO ] [LOCAL     ] Saved forecast: NAAS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NAAS.txt
[2025-12-24T20:27:37.350447] [INFO ] [sig       ] [2164/3551] Completed NAAS in 0.3s | 2.88 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-24T20:27:37.350493] [INFO ] [sig       ] [2165/3551] Forecasting NABL...
[2025-12-24T20:27:37.350533] [INFO ] [sig       ] Generating forecast for: NABL
[2025-12-24T20:27:37.350565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-12-24T20:27:37.362110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2025-12-24T20:27:37.362665] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-12-24T20:27:37.363611] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-12-24T20:27:37.363663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:37.363719] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:37.363746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:37.363802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:37.419531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:37.420413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:37.420503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:37.420535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:37.537628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:37.537791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:37.537830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:37.537858] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:37.541238] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=91.13%)
[2025-12-24T20:27:37.541518] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-12-24T20:27:37.541662] [INFO ] [sig       ] NABL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:37.683339] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NABL.txt
[2025-12-24T20:27:37.683501] [INFO ] [sig       ] [2165/3551] Completed NABL in 0.3s | 2.88 sym/s | Total: 12.5m | ETA: 8.0m
[2025-12-24T20:27:37.683544] [INFO ] [sig       ] [2166/3551] Forecasting NAC...
[2025-12-24T20:27:37.683596] [INFO ] [sig       ] Generating forecast for: NAC
[2025-12-24T20:27:37.683629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-12-24T20:27:37.696378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2025-12-24T20:27:37.696758] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-12-24T20:27:37.697506] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-12-24T20:27:37.697557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:37.697607] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:37.697635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:37.697691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:37.756894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:37.757753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:37.757840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:37.757872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:37.881084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:37.881246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:37.881288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:37.881315] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:37.885141] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: DOWN (p=42.05%)
[2025-12-24T20:27:37.885444] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-12-24T20:27:37.885596] [INFO ] [sig       ] NAC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:38.040196] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NAC.txt
[2025-12-24T20:27:38.040354] [INFO ] [sig       ] [2166/3551] Completed NAC in 0.4s | 2.88 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-24T20:27:38.040396] [INFO ] [sig       ] [2167/3551] Forecasting NAD...
[2025-12-24T20:27:38.040426] [INFO ] [sig       ] Generating forecast for: NAD
[2025-12-24T20:27:38.040458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-12-24T20:27:38.054883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2025-12-24T20:27:38.055438] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-12-24T20:27:38.056549] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-12-24T20:27:38.056628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:38.056677] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:38.056716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:38.056794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:38.120834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:38.121688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:38.121773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:38.121808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:38.252660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:38.253011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:38.253063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:38.253097] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:38.257220] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: UP (p=54.25%)
[2025-12-24T20:27:38.257521] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-12-24T20:27:38.257675] [INFO ] [sig       ] NAD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:38.410001] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NAD.txt
[2025-12-24T20:27:38.410196] [INFO ] [sig       ] [2167/3551] Completed NAD in 0.4s | 2.88 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-24T20:27:38.410246] [INFO ] [sig       ] [2168/3551] Forecasting NAMS...
[2025-12-24T20:27:38.410281] [INFO ] [sig       ] Generating forecast for: NAMS
[2025-12-24T20:27:38.410318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'.
[2025-12-24T20:27:38.425812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAMS'.
[2025-12-24T20:27:38.426254] [INFO ] [FORECASTER] Starting predict_future for NAMS
[2025-12-24T20:27:38.427244] [DEBUG] [LOCAL     ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt
[2025-12-24T20:27:38.427308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:38.427346] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:38.427378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:38.427457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:38.484264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:38.485194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:38.485280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:38.485312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:38.601878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:38.602034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:38.602077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:38.602141] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:38.605613] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: DOWN (p=19.62%)
[2025-12-24T20:27:38.605891] [INFO ] [FORECASTER] Completed predict_future for NAMS
[2025-12-24T20:27:38.606014] [INFO ] [sig       ] NAMS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:38.748358] [INFO ] [LOCAL     ] Saved forecast: NAMS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NAMS.txt
[2025-12-24T20:27:38.748517] [INFO ] [sig       ] [2168/3551] Completed NAMS in 0.3s | 2.88 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-24T20:27:38.748558] [INFO ] [sig       ] [2169/3551] Forecasting NATH...
[2025-12-24T20:27:38.748607] [INFO ] [sig       ] Generating forecast for: NATH
[2025-12-24T20:27:38.748639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2025-12-24T20:27:38.760889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2025-12-24T20:27:38.761275] [INFO ] [FORECASTER] Starting predict_future for NATH
[2025-12-24T20:27:38.762097] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2025-12-24T20:27:38.762162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:38.762199] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:38.762226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:38.762293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:38.835055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:38.835927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:38.836011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:38.836046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:38.960184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:38.960335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:38.960376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:38.960405] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:38.963999] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: DOWN (p=12.24%)
[2025-12-24T20:27:38.964308] [INFO ] [FORECASTER] Completed predict_future for NATH
[2025-12-24T20:27:38.964442] [INFO ] [sig       ] NATH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:39.104827] [INFO ] [LOCAL     ] Saved forecast: NATH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NATH.txt
[2025-12-24T20:27:39.104965] [INFO ] [sig       ] [2169/3551] Completed NATH in 0.4s | 2.88 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-24T20:27:39.105005] [INFO ] [sig       ] [2170/3551] Forecasting NATL...
[2025-12-24T20:27:39.105035] [INFO ] [sig       ] Generating forecast for: NATL
[2025-12-24T20:27:39.105065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-12-24T20:27:39.117155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2025-12-24T20:27:39.117445] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-12-24T20:27:39.118263] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-12-24T20:27:39.118317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:39.118351] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:39.118380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:39.118438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:39.177023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:39.177722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:39.177805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:39.177839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:39.302716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:39.302859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:39.302899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:39.302930] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:39.306538] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: DOWN (p=41.88%)
[2025-12-24T20:27:39.306827] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-12-24T20:27:39.306951] [INFO ] [sig       ] NATL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:39.453496] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NATL.txt
[2025-12-24T20:27:39.453657] [INFO ] [sig       ] [2170/3551] Completed NATL in 0.3s | 2.88 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-24T20:27:39.453707] [INFO ] [sig       ] [2171/3551] Forecasting NAVI...
[2025-12-24T20:27:39.453740] [INFO ] [sig       ] Generating forecast for: NAVI
[2025-12-24T20:27:39.453773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2025-12-24T20:27:39.466259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2025-12-24T20:27:39.466645] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2025-12-24T20:27:39.467610] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2025-12-24T20:27:39.467662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:39.467693] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:39.467724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:39.467781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:39.542082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:39.543154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:39.543257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:39.543291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:39.677060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:39.677218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:39.677259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:39.677287] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:39.680755] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: UP (p=68.16%)
[2025-12-24T20:27:39.681041] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2025-12-24T20:27:39.681169] [INFO ] [sig       ] NAVI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:39.836465] [INFO ] [LOCAL     ] Saved forecast: NAVI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NAVI.txt
[2025-12-24T20:27:39.836646] [INFO ] [sig       ] [2171/3551] Completed NAVI in 0.4s | 2.88 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-24T20:27:39.836688] [INFO ] [sig       ] [2172/3551] Forecasting NAZ...
[2025-12-24T20:27:39.836719] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-12-24T20:27:39.836748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-12-24T20:27:39.848104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2025-12-24T20:27:39.848459] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-12-24T20:27:39.849237] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-12-24T20:27:39.849315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:39.849347] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:39.849374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:39.849430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:39.908096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:39.909151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:39.909443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:39.909480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:40.018161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:40.018315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:40.018355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:40.018385] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:40.022003] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: UP (p=53.26%)
[2025-12-24T20:27:40.022296] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-12-24T20:27:40.022443] [INFO ] [sig       ] NAZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:40.168302] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NAZ.txt
[2025-12-24T20:27:40.168457] [INFO ] [sig       ] [2172/3551] Completed NAZ in 0.3s | 2.88 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-24T20:27:40.168497] [INFO ] [sig       ] [2173/3551] Forecasting NB...
[2025-12-24T20:27:40.168528] [INFO ] [sig       ] Generating forecast for: NB
[2025-12-24T20:27:40.168558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2025-12-24T20:27:40.180541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2025-12-24T20:27:40.180912] [INFO ] [FORECASTER] Starting predict_future for NB
[2025-12-24T20:27:40.181678] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2025-12-24T20:27:40.181729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:40.181760] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:40.181786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:40.181870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:40.241301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:40.242182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:40.242267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:40.242301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:40.362523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:40.362703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:40.362743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:40.362771] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:40.366165] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: DOWN (p=11.00%)
[2025-12-24T20:27:40.366457] [INFO ] [FORECASTER] Completed predict_future for NB
[2025-12-24T20:27:40.366609] [INFO ] [sig       ] NB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:40.523505] [INFO ] [LOCAL     ] Saved forecast: NB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NB.txt
[2025-12-24T20:27:40.523679] [INFO ] [sig       ] [2173/3551] Completed NB in 0.4s | 2.88 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-24T20:27:40.523719] [INFO ] [sig       ] [2174/3551] Forecasting NBB...
[2025-12-24T20:27:40.523938] [INFO ] [sig       ] Generating forecast for: NBB
[2025-12-24T20:27:40.523970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-12-24T20:27:40.535657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2025-12-24T20:27:40.535970] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-12-24T20:27:40.536939] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-12-24T20:27:40.536991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:40.537022] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:40.537049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:40.537105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:40.595294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:40.595984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:40.596064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:40.596097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:40.720710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:40.720856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:40.720908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:40.720968] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:40.724678] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=25.83%)
[2025-12-24T20:27:40.724965] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-12-24T20:27:40.725107] [INFO ] [sig       ] NBB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:40.887164] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NBB.txt
[2025-12-24T20:27:40.887333] [INFO ] [sig       ] [2174/3551] Completed NBB in 0.4s | 2.87 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-24T20:27:40.887386] [INFO ] [sig       ] [2175/3551] Forecasting NBBK...
[2025-12-24T20:27:40.887417] [INFO ] [sig       ] Generating forecast for: NBBK
[2025-12-24T20:27:40.887450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2025-12-24T20:27:40.901737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2025-12-24T20:27:40.902158] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2025-12-24T20:27:40.903005] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2025-12-24T20:27:40.903059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:40.903093] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:40.903122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:40.903178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:40.962906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:40.963706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:40.963792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:40.963856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:41.088214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:41.088371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:41.088411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:41.088441] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:41.091841] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=6.32%)
[2025-12-24T20:27:41.092128] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2025-12-24T20:27:41.092256] [INFO ] [sig       ] NBBK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:41.239174] [INFO ] [LOCAL     ] Saved forecast: NBBK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NBBK.txt
[2025-12-24T20:27:41.239338] [INFO ] [sig       ] [2175/3551] Completed NBBK in 0.4s | 2.87 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-24T20:27:41.239383] [INFO ] [sig       ] [2176/3551] Forecasting NBHC...
[2025-12-24T20:27:41.239414] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-12-24T20:27:41.239453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-12-24T20:27:41.251908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2025-12-24T20:27:41.252250] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-12-24T20:27:41.253037] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-12-24T20:27:41.253091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:41.253123] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:41.253150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:41.253209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:41.310472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:41.311267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:41.311350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:41.311402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:41.428622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:41.428776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:41.428816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:41.428845] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:41.432236] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: UP (p=50.78%)
[2025-12-24T20:27:41.432508] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-12-24T20:27:41.432654] [INFO ] [sig       ] NBHC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:41.579622] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NBHC.txt
[2025-12-24T20:27:41.579781] [INFO ] [sig       ] [2176/3551] Completed NBHC in 0.3s | 2.88 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-24T20:27:41.579823] [INFO ] [sig       ] [2177/3551] Forecasting NBIX...
[2025-12-24T20:27:41.579852] [INFO ] [sig       ] Generating forecast for: NBIX
[2025-12-24T20:27:41.579883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2025-12-24T20:27:41.593600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2025-12-24T20:27:41.594018] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2025-12-24T20:27:41.595011] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2025-12-24T20:27:41.595063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:41.595095] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:41.595122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:41.595178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:41.656117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:41.656943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:41.657025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:41.657059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:41.781987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:41.782159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:41.782199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:41.782227] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:41.785608] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: DOWN (p=43.78%)
[2025-12-24T20:27:41.785888] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2025-12-24T20:27:41.786014] [INFO ] [sig       ] NBIX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:41.932053] [INFO ] [LOCAL     ] Saved forecast: NBIX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NBIX.txt
[2025-12-24T20:27:41.932208] [INFO ] [sig       ] [2177/3551] Completed NBIX in 0.4s | 2.87 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-24T20:27:41.932248] [INFO ] [sig       ] [2178/3551] Forecasting NBN...
[2025-12-24T20:27:41.932277] [INFO ] [sig       ] Generating forecast for: NBN
[2025-12-24T20:27:41.932307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2025-12-24T20:27:41.943794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2025-12-24T20:27:41.944152] [INFO ] [FORECASTER] Starting predict_future for NBN
[2025-12-24T20:27:41.944922] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2025-12-24T20:27:41.944974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:41.945004] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:41.945044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:41.945101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:42.003289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:42.004137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:42.004221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:42.004253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:42.123998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:42.124150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:42.124191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:42.124220] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:42.127546] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: UP (p=97.29%)
[2025-12-24T20:27:42.127853] [INFO ] [FORECASTER] Completed predict_future for NBN
[2025-12-24T20:27:42.127975] [INFO ] [sig       ] NBN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:42.273205] [INFO ] [LOCAL     ] Saved forecast: NBN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NBN.txt
[2025-12-24T20:27:42.273392] [INFO ] [sig       ] [2178/3551] Completed NBN in 0.3s | 2.88 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-24T20:27:42.273435] [INFO ] [sig       ] [2179/3551] Forecasting NBTB...
[2025-12-24T20:27:42.273466] [INFO ] [sig       ] Generating forecast for: NBTB
[2025-12-24T20:27:42.273497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2025-12-24T20:27:42.285930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2025-12-24T20:27:42.286283] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2025-12-24T20:27:42.287082] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2025-12-24T20:27:42.287144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:42.287185] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:42.287222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:42.287291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:42.345424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:42.346271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:42.346355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:42.346389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:42.471813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:42.471962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:42.472003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:42.472033] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:42.475624] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: DOWN (p=2.83%)
[2025-12-24T20:27:42.475917] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2025-12-24T20:27:42.476045] [INFO ] [sig       ] NBTB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:42.626638] [INFO ] [LOCAL     ] Saved forecast: NBTB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NBTB.txt
[2025-12-24T20:27:42.626799] [INFO ] [sig       ] [2179/3551] Completed NBTB in 0.4s | 2.87 sym/s | Total: 12.6m | ETA: 8.0m
[2025-12-24T20:27:42.626839] [INFO ] [sig       ] [2180/3551] Forecasting NBXG...
[2025-12-24T20:27:42.626870] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-12-24T20:27:42.626900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-12-24T20:27:42.640360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2025-12-24T20:27:42.640769] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-12-24T20:27:42.641702] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-12-24T20:27:42.641758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:42.641801] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:42.641832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:42.641899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:42.706682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:42.707517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:42.707642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:42.707689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:42.844777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:42.844941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:42.844982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:42.845018] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:42.849540] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: UP (p=53.06%)
[2025-12-24T20:27:42.849877] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-12-24T20:27:42.850017] [INFO ] [sig       ] NBXG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:43.005672] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NBXG.txt
[2025-12-24T20:27:43.005856] [INFO ] [sig       ] [2180/3551] Completed NBXG in 0.4s | 2.87 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-24T20:27:43.005903] [INFO ] [sig       ] [2181/3551] Forecasting NC...
[2025-12-24T20:27:43.005936] [INFO ] [sig       ] Generating forecast for: NC
[2025-12-24T20:27:43.005968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-12-24T20:27:43.020759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2025-12-24T20:27:43.021157] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-12-24T20:27:43.022013] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-12-24T20:27:43.022067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:43.022100] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:43.022128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:43.022186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:43.086214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:43.087246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:43.087342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:43.087377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:43.195040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:43.195199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:43.195241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:43.195272] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:43.198952] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: DOWN (p=27.31%)
[2025-12-24T20:27:43.199244] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-12-24T20:27:43.199566] [INFO ] [sig       ] NC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:43.341036] [INFO ] [LOCAL     ] Saved forecast: NC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NC.txt
[2025-12-24T20:27:43.341203] [INFO ] [sig       ] [2181/3551] Completed NC in 0.3s | 2.87 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-24T20:27:43.341248] [INFO ] [sig       ] [2182/3551] Forecasting NCA...
[2025-12-24T20:27:43.341279] [INFO ] [sig       ] Generating forecast for: NCA
[2025-12-24T20:27:43.341318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-12-24T20:27:43.354797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2025-12-24T20:27:43.355182] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-12-24T20:27:43.356059] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-12-24T20:27:43.356112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:43.356182] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:43.356226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:43.356288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:43.421294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:43.422225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:43.422324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:43.422362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:43.545838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:43.545991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:43.546031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:43.546059] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:43.549489] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: DOWN (p=34.40%)
[2025-12-24T20:27:43.549785] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-12-24T20:27:43.549913] [INFO ] [sig       ] NCA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:43.705254] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NCA.txt
[2025-12-24T20:27:43.705408] [INFO ] [sig       ] [2182/3551] Completed NCA in 0.4s | 2.87 sym/s | Total: 12.6m | ETA: 7.9m
[2025-12-24T20:27:43.705458] [INFO ] [sig       ] [2183/3551] Forecasting NCLH...
[2025-12-24T20:27:43.705489] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-12-24T20:27:43.705519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-12-24T20:27:43.720707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2025-12-24T20:27:43.721035] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-12-24T20:27:43.721889] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-12-24T20:27:43.721944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:43.721992] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:43.722029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:43.722086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:43.786848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:43.787606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:43.787706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:43.787747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:43.914672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:43.914820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:43.914859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:43.914888] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:43.918558] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: UP (p=60.14%)
[2025-12-24T20:27:43.918839] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-12-24T20:27:43.918958] [INFO ] [sig       ] NCLH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:44.067160] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NCLH.txt
[2025-12-24T20:27:44.067296] [INFO ] [sig       ] [2183/3551] Completed NCLH in 0.4s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-24T20:27:44.067352] [INFO ] [sig       ] [2184/3551] Forecasting NCMI...
[2025-12-24T20:27:44.067384] [INFO ] [sig       ] Generating forecast for: NCMI
[2025-12-24T20:27:44.067587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2025-12-24T20:27:44.080140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2025-12-24T20:27:44.080438] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2025-12-24T20:27:44.081226] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2025-12-24T20:27:44.081279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:44.081311] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:44.081339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:44.081395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:44.139063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:44.140048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:44.140135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:44.140169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:44.272241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:44.272642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:44.272689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:44.272718] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:44.276419] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: DOWN (p=35.89%)
[2025-12-24T20:27:44.276720] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2025-12-24T20:27:44.276850] [INFO ] [sig       ] NCMI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:44.430147] [INFO ] [LOCAL     ] Saved forecast: NCMI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NCMI.txt
[2025-12-24T20:27:44.430298] [INFO ] [sig       ] [2184/3551] Completed NCMI in 0.4s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-24T20:27:44.430337] [INFO ] [sig       ] [2185/3551] Forecasting NCNA...
[2025-12-24T20:27:44.430368] [INFO ] [sig       ] Generating forecast for: NCNA
[2025-12-24T20:27:44.430398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2025-12-24T20:27:44.442369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2025-12-24T20:27:44.442890] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2025-12-24T20:27:44.443661] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2025-12-24T20:27:44.443712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:44.443744] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:44.443771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:44.443827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:44.499293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:44.500006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:44.500086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:44.500119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:44.610329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:44.610482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:44.610521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:44.610602] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:44.614323] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: UP (p=57.88%)
[2025-12-24T20:27:44.614613] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2025-12-24T20:27:44.614736] [INFO ] [sig       ] NCNA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:44.752672] [INFO ] [LOCAL     ] Saved forecast: NCNA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NCNA.txt
[2025-12-24T20:27:44.752790] [INFO ] [sig       ] [2185/3551] Completed NCNA in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-24T20:27:44.752829] [INFO ] [sig       ] [2186/3551] Forecasting NCNO...
[2025-12-24T20:27:44.752858] [INFO ] [sig       ] Generating forecast for: NCNO
[2025-12-24T20:27:44.752888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2025-12-24T20:27:44.763495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2025-12-24T20:27:44.763797] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2025-12-24T20:27:44.764557] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2025-12-24T20:27:44.764628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:44.764662] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:44.764689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:44.764746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:44.822741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:44.823607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:44.823695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:44.823729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:44.942779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:44.942893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:44.942929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:44.942957] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:44.946128] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: UP (p=83.06%)
[2025-12-24T20:27:44.946390] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2025-12-24T20:27:44.946510] [INFO ] [sig       ] NCNO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:45.087061] [INFO ] [LOCAL     ] Saved forecast: NCNO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NCNO.txt
[2025-12-24T20:27:45.087182] [INFO ] [sig       ] [2186/3551] Completed NCNO in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-24T20:27:45.087221] [INFO ] [sig       ] [2187/3551] Forecasting NCTY...
[2025-12-24T20:27:45.087249] [INFO ] [sig       ] Generating forecast for: NCTY
[2025-12-24T20:27:45.087278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2025-12-24T20:27:45.098784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2025-12-24T20:27:45.099046] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2025-12-24T20:27:45.099833] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2025-12-24T20:27:45.099884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:45.099916] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:45.099943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:45.100000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:45.157552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:45.158288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:45.158370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:45.158404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:45.278884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:45.279034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:45.279074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:45.279103] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:45.282654] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: UP (p=88.61%)
[2025-12-24T20:27:45.282937] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2025-12-24T20:27:45.283062] [INFO ] [sig       ] NCTY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:45.428743] [INFO ] [LOCAL     ] Saved forecast: NCTY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NCTY.txt
[2025-12-24T20:27:45.428884] [INFO ] [sig       ] [2187/3551] Completed NCTY in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-24T20:27:45.428926] [INFO ] [sig       ] [2188/3551] Forecasting NCZ...
[2025-12-24T20:27:45.428955] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-12-24T20:27:45.428985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-12-24T20:27:45.440629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2025-12-24T20:27:45.440957] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-12-24T20:27:45.441752] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-12-24T20:27:45.441804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:45.441836] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:45.441862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:45.441917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:45.503458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:45.504247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:45.504357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:45.504393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:45.625072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:45.625232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:45.625277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:45.625308] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:45.628969] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: DOWN (p=11.98%)
[2025-12-24T20:27:45.629264] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-12-24T20:27:45.629418] [INFO ] [sig       ] NCZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:45.774167] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NCZ.txt
[2025-12-24T20:27:45.774328] [INFO ] [sig       ] [2188/3551] Completed NCZ in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-24T20:27:45.774372] [INFO ] [sig       ] [2189/3551] Forecasting NDAQ...
[2025-12-24T20:27:45.774402] [INFO ] [sig       ] Generating forecast for: NDAQ
[2025-12-24T20:27:45.774433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2025-12-24T20:27:45.786777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2025-12-24T20:27:45.787171] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2025-12-24T20:27:45.788163] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2025-12-24T20:27:45.788220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:45.788254] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:45.788282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:45.788340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:45.845936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:45.846849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:45.846935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:45.846968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:45.969183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:45.969356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:45.969400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:45.969626] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:45.973314] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: DOWN (p=2.84%)
[2025-12-24T20:27:45.973610] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2025-12-24T20:27:45.973736] [INFO ] [sig       ] NDAQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:46.115245] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NDAQ.txt
[2025-12-24T20:27:46.115391] [INFO ] [sig       ] [2189/3551] Completed NDAQ in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-24T20:27:46.115431] [INFO ] [sig       ] [2190/3551] Forecasting NDMO...
[2025-12-24T20:27:46.115460] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-12-24T20:27:46.115490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-12-24T20:27:46.126606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2025-12-24T20:27:46.126864] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-12-24T20:27:46.127609] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-12-24T20:27:46.127660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:46.127691] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:46.127718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:46.127774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:46.187127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:46.187936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:46.188021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:46.188055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:46.308029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:46.308177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:46.308217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:46.308246] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:46.311828] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: DOWN (p=25.66%)
[2025-12-24T20:27:46.312111] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-12-24T20:27:46.312236] [INFO ] [sig       ] NDMO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:46.453296] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NDMO.txt
[2025-12-24T20:27:46.453438] [INFO ] [sig       ] [2190/3551] Completed NDMO in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-24T20:27:46.453478] [INFO ] [sig       ] [2191/3551] Forecasting NDRA...
[2025-12-24T20:27:46.453507] [INFO ] [sig       ] Generating forecast for: NDRA
[2025-12-24T20:27:46.453536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2025-12-24T20:27:46.464696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2025-12-24T20:27:46.464981] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2025-12-24T20:27:46.465790] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2025-12-24T20:27:46.465853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:46.465887] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:46.465915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:46.465972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:46.525989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:46.526908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:46.526988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:46.527021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:46.648268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:46.648441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:46.648488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:46.648523] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:46.653109] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: UP (p=50.16%)
[2025-12-24T20:27:46.653440] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2025-12-24T20:27:46.653608] [INFO ] [sig       ] NDRA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:46.797383] [INFO ] [LOCAL     ] Saved forecast: NDRA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NDRA.txt
[2025-12-24T20:27:46.797512] [INFO ] [sig       ] [2191/3551] Completed NDRA in 0.3s | 2.88 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-24T20:27:46.797550] [INFO ] [sig       ] [2192/3551] Forecasting NDSN...
[2025-12-24T20:27:46.797597] [INFO ] [sig       ] Generating forecast for: NDSN
[2025-12-24T20:27:46.797629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2025-12-24T20:27:46.809090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2025-12-24T20:27:46.809424] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2025-12-24T20:27:46.810189] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2025-12-24T20:27:46.810241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:46.810273] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:46.810301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:46.810357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:46.868944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:46.869988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:46.870121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:46.870168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:47.004397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:47.004604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:47.004669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:47.004718] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:47.008632] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: DOWN (p=18.13%)
[2025-12-24T20:27:47.008952] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2025-12-24T20:27:47.009107] [INFO ] [sig       ] NDSN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:47.160259] [INFO ] [LOCAL     ] Saved forecast: NDSN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NDSN.txt
[2025-12-24T20:27:47.160409] [INFO ] [sig       ] [2192/3551] Completed NDSN in 0.4s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-24T20:27:47.160452] [INFO ] [sig       ] [2193/3551] Forecasting NE...
[2025-12-24T20:27:47.160484] [INFO ] [sig       ] Generating forecast for: NE
[2025-12-24T20:27:47.160516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-12-24T20:27:47.173965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2025-12-24T20:27:47.174344] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-12-24T20:27:47.175215] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-12-24T20:27:47.175268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:47.175300] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:47.175328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:47.175385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:47.235929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:47.236805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:47.236891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:47.236925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:47.364235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:47.364389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:47.364431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:47.364461] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:47.367872] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: UP (p=74.00%)
[2025-12-24T20:27:47.368148] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-12-24T20:27:47.368276] [INFO ] [sig       ] NE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:47.514927] [INFO ] [LOCAL     ] Saved forecast: NE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NE.txt
[2025-12-24T20:27:47.515080] [INFO ] [sig       ] [2193/3551] Completed NE in 0.4s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-24T20:27:47.515127] [INFO ] [sig       ] [2194/3551] Forecasting NEA...
[2025-12-24T20:27:47.515158] [INFO ] [sig       ] Generating forecast for: NEA
[2025-12-24T20:27:47.515187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-12-24T20:27:47.527474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2025-12-24T20:27:47.527824] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-12-24T20:27:47.528617] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-12-24T20:27:47.528671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:47.528704] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:47.528732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:47.528790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:47.590104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:47.590881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:47.590964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:47.590998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:47.724449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:47.724619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:47.724663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:47.724693] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:47.728419] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2025-12-24T20:27:47.728727] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-12-24T20:27:47.728858] [INFO ] [sig       ] NEA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:47.875183] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NEA.txt
[2025-12-24T20:27:47.875317] [INFO ] [sig       ] [2194/3551] Completed NEA in 0.4s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-24T20:27:47.875362] [INFO ] [sig       ] [2195/3551] Forecasting NECB...
[2025-12-24T20:27:47.875392] [INFO ] [sig       ] Generating forecast for: NECB
[2025-12-24T20:27:47.875421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2025-12-24T20:27:47.887624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2025-12-24T20:27:47.887958] [INFO ] [FORECASTER] Starting predict_future for NECB
[2025-12-24T20:27:47.888743] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2025-12-24T20:27:47.888796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:47.888830] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:47.888858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:47.888917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:47.949456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:47.950192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:47.950276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:47.950314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:48.072808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:48.072958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:48.072997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:48.073026] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:48.076318] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: UP (p=77.96%)
[2025-12-24T20:27:48.076601] [INFO ] [FORECASTER] Completed predict_future for NECB
[2025-12-24T20:27:48.076722] [INFO ] [sig       ] NECB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:48.216179] [INFO ] [LOCAL     ] Saved forecast: NECB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NECB.txt
[2025-12-24T20:27:48.216313] [INFO ] [sig       ] [2195/3551] Completed NECB in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-24T20:27:48.216353] [INFO ] [sig       ] [2196/3551] Forecasting NEE...
[2025-12-24T20:27:48.216383] [INFO ] [sig       ] Generating forecast for: NEE
[2025-12-24T20:27:48.216412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-12-24T20:27:48.227153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2025-12-24T20:27:48.227628] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-12-24T20:27:48.228362] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-12-24T20:27:48.228412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:48.228444] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:48.228470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:48.228525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:48.284369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:48.285027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:48.285105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:48.285137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:48.402663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:48.402813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:48.402853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:48.402882] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:48.406151] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=0.21%)
[2025-12-24T20:27:48.406417] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-12-24T20:27:48.406554] [INFO ] [sig       ] NEE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:48.546038] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NEE.txt
[2025-12-24T20:27:48.546161] [INFO ] [sig       ] [2196/3551] Completed NEE in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 7.9m
[2025-12-24T20:27:48.546200] [INFO ] [sig       ] [2197/3551] Forecasting NEGG...
[2025-12-24T20:27:48.546228] [INFO ] [sig       ] Generating forecast for: NEGG
[2025-12-24T20:27:48.546259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2025-12-24T20:27:48.559146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2025-12-24T20:27:48.559617] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2025-12-24T20:27:48.560466] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2025-12-24T20:27:48.560521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:48.560761] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:48.560789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:48.560846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:48.621333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:48.622251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:48.622340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:48.622374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:48.748130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:48.748308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:48.748349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:48.748378] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:48.755548] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: DOWN (p=49.18%)
[2025-12-24T20:27:48.755918] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2025-12-24T20:27:48.756066] [INFO ] [sig       ] NEGG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:48.900733] [INFO ] [LOCAL     ] Saved forecast: NEGG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NEGG.txt
[2025-12-24T20:27:48.900867] [INFO ] [sig       ] [2197/3551] Completed NEGG in 0.4s | 2.87 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-24T20:27:48.900907] [INFO ] [sig       ] [2198/3551] Forecasting NEM...
[2025-12-24T20:27:48.900936] [INFO ] [sig       ] Generating forecast for: NEM
[2025-12-24T20:27:48.900966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-12-24T20:27:48.912997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2025-12-24T20:27:48.913372] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-12-24T20:27:48.914164] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-12-24T20:27:48.914215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:48.914247] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:48.914274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:48.914329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:48.969945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:48.970866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:48.970953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:48.970985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:49.092122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:49.092289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:49.092346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:49.092377] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:49.095749] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: DOWN (p=6.92%)
[2025-12-24T20:27:49.096044] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-12-24T20:27:49.096172] [INFO ] [sig       ] NEM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:49.235758] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NEM.txt
[2025-12-24T20:27:49.235911] [INFO ] [sig       ] [2198/3551] Completed NEM in 0.3s | 2.87 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-24T20:27:49.235952] [INFO ] [sig       ] [2199/3551] Forecasting NEO...
[2025-12-24T20:27:49.235984] [INFO ] [sig       ] Generating forecast for: NEO
[2025-12-24T20:27:49.236014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'.
[2025-12-24T20:27:49.247069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEO'.
[2025-12-24T20:27:49.247416] [INFO ] [FORECASTER] Starting predict_future for NEO
[2025-12-24T20:27:49.248189] [DEBUG] [LOCAL     ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt
[2025-12-24T20:27:49.248241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:49.248306] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:49.248345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:49.248428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:49.305462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:49.306314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:49.306397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:49.306431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:49.424541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:49.424712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:49.424752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:49.424781] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:49.428046] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: UP (p=72.81%)
[2025-12-24T20:27:49.428324] [INFO ] [FORECASTER] Completed predict_future for NEO
[2025-12-24T20:27:49.428449] [INFO ] [sig       ] NEO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:49.571758] [INFO ] [LOCAL     ] Saved forecast: NEO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NEO.txt
[2025-12-24T20:27:49.571910] [INFO ] [sig       ] [2199/3551] Completed NEO in 0.3s | 2.88 sym/s | Total: 12.7m | ETA: 7.8m
[2025-12-24T20:27:49.571949] [INFO ] [sig       ] [2200/3551] Forecasting NEOG...
[2025-12-24T20:27:49.571981] [INFO ] [sig       ] Generating forecast for: NEOG
[2025-12-24T20:27:49.572011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2025-12-24T20:27:49.584969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2025-12-24T20:27:49.585336] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2025-12-24T20:27:49.586292] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2025-12-24T20:27:49.586343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:49.586374] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:49.586400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:49.586650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:49.644234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:49.645110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:49.645194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:49.645227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:49.762939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:49.763090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:49.763130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:49.763158] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:49.766556] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: DOWN (p=15.48%)
[2025-12-24T20:27:49.766849] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2025-12-24T20:27:49.766972] [INFO ] [sig       ] NEOG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:49.906818] [INFO ] [LOCAL     ] Saved forecast: NEOG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NEOG.txt
[2025-12-24T20:27:49.906976] [INFO ] [sig       ] [2200/3551] Completed NEOG in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-24T20:27:49.907017] [INFO ] [sig       ] [2201/3551] Forecasting NEON...
[2025-12-24T20:27:49.907045] [INFO ] [sig       ] Generating forecast for: NEON
[2025-12-24T20:27:49.907074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2025-12-24T20:27:49.920165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2025-12-24T20:27:49.920503] [INFO ] [FORECASTER] Starting predict_future for NEON
[2025-12-24T20:27:49.921290] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2025-12-24T20:27:49.921342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:49.921373] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:49.921399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:49.921454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:49.978359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:49.979174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:49.979258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:49.979334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:50.104302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:50.104456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:50.104496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:50.104526] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:50.107910] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: UP (p=69.69%)
[2025-12-24T20:27:50.108177] [INFO ] [FORECASTER] Completed predict_future for NEON
[2025-12-24T20:27:50.108303] [INFO ] [sig       ] NEON: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:50.246129] [INFO ] [LOCAL     ] Saved forecast: NEON	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NEON.txt
[2025-12-24T20:27:50.246272] [INFO ] [sig       ] [2201/3551] Completed NEON in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-24T20:27:50.246312] [INFO ] [sig       ] [2202/3551] Forecasting NEXA...
[2025-12-24T20:27:50.246343] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-12-24T20:27:50.246376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-12-24T20:27:50.257295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2025-12-24T20:27:50.257615] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-12-24T20:27:50.258347] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-12-24T20:27:50.258399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:50.258441] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:50.258470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:50.258526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:50.314295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:50.315048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:50.315131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:50.315164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:50.429660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:50.429813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:50.429853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:50.429911] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:50.433183] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-12-24T20:27:50.433447] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-12-24T20:27:50.433569] [INFO ] [sig       ] NEXA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:50.574395] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NEXA.txt
[2025-12-24T20:27:50.574554] [INFO ] [sig       ] [2202/3551] Completed NEXA in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-24T20:27:50.574613] [INFO ] [sig       ] [2203/3551] Forecasting NEXN...
[2025-12-24T20:27:50.574643] [INFO ] [sig       ] Generating forecast for: NEXN
[2025-12-24T20:27:50.574674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2025-12-24T20:27:50.585891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2025-12-24T20:27:50.586197] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2025-12-24T20:27:50.586956] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2025-12-24T20:27:50.587008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:50.587039] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:50.587065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:50.587121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:50.642522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:50.643311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:50.643415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:50.643450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:50.767688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:50.767843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:50.767882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:50.767911] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:50.771733] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: DOWN (p=32.12%)
[2025-12-24T20:27:50.772008] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2025-12-24T20:27:50.772140] [INFO ] [sig       ] NEXN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:50.910171] [INFO ] [LOCAL     ] Saved forecast: NEXN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NEXN.txt
[2025-12-24T20:27:50.910311] [INFO ] [sig       ] [2203/3551] Completed NEXN in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-24T20:27:50.910350] [INFO ] [sig       ] [2204/3551] Forecasting NFBK...
[2025-12-24T20:27:50.910380] [INFO ] [sig       ] Generating forecast for: NFBK
[2025-12-24T20:27:50.910410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2025-12-24T20:27:50.922267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2025-12-24T20:27:50.922656] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2025-12-24T20:27:50.923409] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2025-12-24T20:27:50.923461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:50.923493] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:50.923520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:50.923594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:50.981142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:50.982073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:50.982159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:50.982192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:51.108361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:51.108526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:51.108594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:51.108628] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:51.112125] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: UP (p=74.94%)
[2025-12-24T20:27:51.112392] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2025-12-24T20:27:51.112514] [INFO ] [sig       ] NFBK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:51.253162] [INFO ] [LOCAL     ] Saved forecast: NFBK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NFBK.txt
[2025-12-24T20:27:51.253326] [INFO ] [sig       ] [2204/3551] Completed NFBK in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-24T20:27:51.253374] [INFO ] [sig       ] [2205/3551] Forecasting NFE...
[2025-12-24T20:27:51.253407] [INFO ] [sig       ] Generating forecast for: NFE
[2025-12-24T20:27:51.253438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2025-12-24T20:27:51.265708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2025-12-24T20:27:51.266057] [INFO ] [FORECASTER] Starting predict_future for NFE
[2025-12-24T20:27:51.266915] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2025-12-24T20:27:51.266978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:51.267013] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:51.267040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:51.267096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:51.332266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:51.333155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:51.333246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:51.333294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:51.464624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:51.464789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:51.464844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:51.464877] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:51.468636] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: DOWN (p=7.31%)
[2025-12-24T20:27:51.468934] [INFO ] [FORECASTER] Completed predict_future for NFE
[2025-12-24T20:27:51.469060] [INFO ] [sig       ] NFE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:51.610779] [INFO ] [LOCAL     ] Saved forecast: NFE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NFE.txt
[2025-12-24T20:27:51.610925] [INFO ] [sig       ] [2205/3551] Completed NFE in 0.4s | 2.88 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-24T20:27:51.610965] [INFO ] [sig       ] [2206/3551] Forecasting NFG...
[2025-12-24T20:27:51.611001] [INFO ] [sig       ] Generating forecast for: NFG
[2025-12-24T20:27:51.611033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-12-24T20:27:51.625758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2025-12-24T20:27:51.626381] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-12-24T20:27:51.627729] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-12-24T20:27:51.627848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:51.627887] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:51.627916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:51.628008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:51.685475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:51.686466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:51.686553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:51.686607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:51.808148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:51.808286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:51.808326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:51.808354] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:51.811720] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: UP (p=67.25%)
[2025-12-24T20:27:51.811985] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-12-24T20:27:51.812105] [INFO ] [sig       ] NFG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:51.950014] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NFG.txt
[2025-12-24T20:27:51.950139] [INFO ] [sig       ] [2206/3551] Completed NFG in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-24T20:27:51.950176] [INFO ] [sig       ] [2207/3551] Forecasting NFJ...
[2025-12-24T20:27:51.950205] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-12-24T20:27:51.950235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-12-24T20:27:51.961805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2025-12-24T20:27:51.962093] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-12-24T20:27:51.962861] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-12-24T20:27:51.962912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:51.962943] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:51.962969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:51.963024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:52.019068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:52.019722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:52.019801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:52.019833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:52.148334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:52.148487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:52.148527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:52.148556] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:52.151983] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: DOWN (p=4.30%)
[2025-12-24T20:27:52.152264] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-12-24T20:27:52.152388] [INFO ] [sig       ] NFJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:52.294052] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NFJ.txt
[2025-12-24T20:27:52.294176] [INFO ] [sig       ] [2207/3551] Completed NFJ in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-24T20:27:52.294215] [INFO ] [sig       ] [2208/3551] Forecasting NFLX...
[2025-12-24T20:27:52.294244] [INFO ] [sig       ] Generating forecast for: NFLX
[2025-12-24T20:27:52.294273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2025-12-24T20:27:52.306166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2025-12-24T20:27:52.306482] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2025-12-24T20:27:52.307244] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2025-12-24T20:27:52.307295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:52.307325] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:52.307352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:52.307408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:52.363559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:52.364179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:52.364257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:52.364289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:52.483545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:52.483718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:52.483758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:52.483786] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:52.487095] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2025-12-24T20:27:52.487361] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2025-12-24T20:27:52.487494] [INFO ] [sig       ] NFLX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:52.630358] [INFO ] [LOCAL     ] Saved forecast: NFLX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NFLX.txt
[2025-12-24T20:27:52.630496] [INFO ] [sig       ] [2208/3551] Completed NFLX in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-24T20:27:52.630537] [INFO ] [sig       ] [2209/3551] Forecasting NFTY...
[2025-12-24T20:27:52.630585] [INFO ] [sig       ] Generating forecast for: NFTY
[2025-12-24T20:27:52.630818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2025-12-24T20:27:52.643716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2025-12-24T20:27:52.644073] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2025-12-24T20:27:52.645051] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2025-12-24T20:27:52.645113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:52.645151] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:52.645185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:52.645263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:52.711282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:52.712145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:52.712277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:52.712311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:52.841057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:52.841219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:52.841259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:52.841305] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:52.844616] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: DOWN (p=23.05%)
[2025-12-24T20:27:52.844886] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2025-12-24T20:27:52.845003] [INFO ] [sig       ] NFTY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:52.986540] [INFO ] [LOCAL     ] Saved forecast: NFTY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NFTY.txt
[2025-12-24T20:27:52.986718] [INFO ] [sig       ] [2209/3551] Completed NFTY in 0.4s | 2.88 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-24T20:27:52.986765] [INFO ] [sig       ] [2210/3551] Forecasting NGG...
[2025-12-24T20:27:52.986796] [INFO ] [sig       ] Generating forecast for: NGG
[2025-12-24T20:27:52.986826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-12-24T20:27:52.998145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2025-12-24T20:27:52.998445] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-12-24T20:27:52.999237] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-12-24T20:27:52.999307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:52.999342] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:52.999368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:52.999425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:53.055249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:53.056103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:53.056187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:53.056220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:53.176658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:53.176813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:53.176853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:53.176881] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:53.180250] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: DOWN (p=46.64%)
[2025-12-24T20:27:53.180546] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-12-24T20:27:53.180689] [INFO ] [sig       ] NGG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:53.318566] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NGG.txt
[2025-12-24T20:27:53.318708] [INFO ] [sig       ] [2210/3551] Completed NGG in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-24T20:27:53.318747] [INFO ] [sig       ] [2211/3551] Forecasting NGL...
[2025-12-24T20:27:53.318776] [INFO ] [sig       ] Generating forecast for: NGL
[2025-12-24T20:27:53.318805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-12-24T20:27:53.329514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2025-12-24T20:27:53.329790] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-12-24T20:27:53.330519] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-12-24T20:27:53.330588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:53.330622] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:53.330648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:53.330703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:53.385877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:53.386481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:53.386558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:53.386623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:53.503213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:53.503343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:53.503380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:53.503412] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:53.506653] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2025-12-24T20:27:53.506921] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-12-24T20:27:53.507041] [INFO ] [sig       ] NGL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:53.646187] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NGL.txt
[2025-12-24T20:27:53.646297] [INFO ] [sig       ] [2211/3551] Completed NGL in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-24T20:27:53.646335] [INFO ] [sig       ] [2212/3551] Forecasting NGNE...
[2025-12-24T20:27:53.646364] [INFO ] [sig       ] Generating forecast for: NGNE
[2025-12-24T20:27:53.646392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2025-12-24T20:27:53.659218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2025-12-24T20:27:53.659504] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2025-12-24T20:27:53.660252] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2025-12-24T20:27:53.660303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:53.660335] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:53.660361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:53.660416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:53.718143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:53.718941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:53.719023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:53.719056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:53.841734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:53.841892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:53.841931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:53.841961] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:53.845282] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: UP (p=51.77%)
[2025-12-24T20:27:53.845548] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2025-12-24T20:27:53.845687] [INFO ] [sig       ] NGNE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:53.990030] [INFO ] [LOCAL     ] Saved forecast: NGNE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NGNE.txt
[2025-12-24T20:27:53.990209] [INFO ] [sig       ] [2212/3551] Completed NGNE in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-24T20:27:53.990250] [INFO ] [sig       ] [2213/3551] Forecasting NGS...
[2025-12-24T20:27:53.990281] [INFO ] [sig       ] Generating forecast for: NGS
[2025-12-24T20:27:53.990310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-12-24T20:27:54.001998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2025-12-24T20:27:54.002338] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-12-24T20:27:54.003299] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-12-24T20:27:54.003351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:54.003382] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:54.003409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:54.003477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:54.061847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:54.062471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:54.062553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:54.062602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:54.181506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:54.181679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:54.181719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:54.181750] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:54.185106] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: UP (p=92.78%)
[2025-12-24T20:27:54.185376] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-12-24T20:27:54.185499] [INFO ] [sig       ] NGS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:54.325056] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NGS.txt
[2025-12-24T20:27:54.325191] [INFO ] [sig       ] [2213/3551] Completed NGS in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.8m
[2025-12-24T20:27:54.325234] [INFO ] [sig       ] [2214/3551] Forecasting NGVC...
[2025-12-24T20:27:54.325264] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-12-24T20:27:54.325294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-12-24T20:27:54.337488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2025-12-24T20:27:54.337787] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-12-24T20:27:54.338521] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-12-24T20:27:54.338588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:54.338623] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:54.338650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:54.338706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:54.396345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:54.396996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:54.397076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:54.397110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:54.523776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:54.523981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:54.524028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:54.524058] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:54.527454] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: UP (p=92.25%)
[2025-12-24T20:27:54.527733] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-12-24T20:27:54.527851] [INFO ] [sig       ] NGVC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:54.688428] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NGVC.txt
[2025-12-24T20:27:54.688569] [INFO ] [sig       ] [2214/3551] Completed NGVC in 0.4s | 2.88 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-24T20:27:54.688627] [INFO ] [sig       ] [2215/3551] Forecasting NHI...
[2025-12-24T20:27:54.688657] [INFO ] [sig       ] Generating forecast for: NHI
[2025-12-24T20:27:54.688687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-12-24T20:27:54.702475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2025-12-24T20:27:54.703030] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-12-24T20:27:54.703967] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-12-24T20:27:54.704030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:54.704073] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:54.704114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:54.704194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:54.776550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:54.777507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:54.777636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:54.777691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:54.913982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:54.914154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:54.914203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:54.914237] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:54.918560] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=45.13%)
[2025-12-24T20:27:54.918904] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-12-24T20:27:54.919047] [INFO ] [sig       ] NHI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:55.084820] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NHI.txt
[2025-12-24T20:27:55.084993] [INFO ] [sig       ] [2215/3551] Completed NHI in 0.4s | 2.88 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-24T20:27:55.085044] [INFO ] [sig       ] [2216/3551] Forecasting NHTC...
[2025-12-24T20:27:55.085078] [INFO ] [sig       ] Generating forecast for: NHTC
[2025-12-24T20:27:55.085109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2025-12-24T20:27:55.096688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2025-12-24T20:27:55.097098] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2025-12-24T20:27:55.097934] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2025-12-24T20:27:55.097989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:55.098046] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:55.098075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:55.098131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:55.155121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:55.155979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:55.156063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:55.156096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:55.273302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:55.273465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:55.273521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:55.273551] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:55.276962] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: UP (p=68.84%)
[2025-12-24T20:27:55.277234] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2025-12-24T20:27:55.277358] [INFO ] [sig       ] NHTC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:55.419565] [INFO ] [LOCAL     ] Saved forecast: NHTC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NHTC.txt
[2025-12-24T20:27:55.419712] [INFO ] [sig       ] [2216/3551] Completed NHTC in 0.3s | 2.88 sym/s | Total: 12.8m | ETA: 7.7m
[2025-12-24T20:27:55.419752] [INFO ] [sig       ] [2217/3551] Forecasting NI...
[2025-12-24T20:27:55.419781] [INFO ] [sig       ] Generating forecast for: NI
[2025-12-24T20:27:55.419811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-12-24T20:27:55.431678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2025-12-24T20:27:55.432030] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-12-24T20:27:55.432869] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-12-24T20:27:55.432923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:55.432955] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:55.432981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:55.433038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:55.489400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:55.490037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:55.490125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:55.490160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:55.608520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:55.608673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:55.608714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:55.608743] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:55.612041] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: DOWN (p=9.17%)
[2025-12-24T20:27:55.612304] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-12-24T20:27:55.612425] [INFO ] [sig       ] NI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:55.751177] [INFO ] [LOCAL     ] Saved forecast: NI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NI.txt
[2025-12-24T20:27:55.751359] [INFO ] [sig       ] [2217/3551] Completed NI in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-24T20:27:55.751401] [INFO ] [sig       ] [2218/3551] Forecasting NIC...
[2025-12-24T20:27:55.751432] [INFO ] [sig       ] Generating forecast for: NIC
[2025-12-24T20:27:55.751465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-12-24T20:27:55.763165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2025-12-24T20:27:55.763464] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-12-24T20:27:55.764218] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-12-24T20:27:55.764270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:55.764303] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:55.764330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:55.764386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:55.825327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:55.826198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:55.826284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:55.826319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:55.945018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:55.945169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:55.945211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:55.945241] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:55.948646] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: UP (p=93.64%)
[2025-12-24T20:27:55.948917] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-12-24T20:27:55.949041] [INFO ] [sig       ] NIC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:56.095716] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NIC.txt
[2025-12-24T20:27:56.096074] [INFO ] [sig       ] [2218/3551] Completed NIC in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-24T20:27:56.096116] [INFO ] [sig       ] [2219/3551] Forecasting NICE...
[2025-12-24T20:27:56.096146] [INFO ] [sig       ] Generating forecast for: NICE
[2025-12-24T20:27:56.096176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2025-12-24T20:27:56.108234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2025-12-24T20:27:56.108609] [INFO ] [FORECASTER] Starting predict_future for NICE
[2025-12-24T20:27:56.109383] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2025-12-24T20:27:56.109435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:56.109467] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:56.109492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:56.109547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:56.165338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:56.166416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:56.166527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:56.166561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:56.293707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:56.293862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:56.293901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:56.293930] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:56.297405] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: UP (p=64.27%)
[2025-12-24T20:27:56.297704] [INFO ] [FORECASTER] Completed predict_future for NICE
[2025-12-24T20:27:56.297828] [INFO ] [sig       ] NICE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:56.438663] [INFO ] [LOCAL     ] Saved forecast: NICE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NICE.txt
[2025-12-24T20:27:56.438825] [INFO ] [sig       ] [2219/3551] Completed NICE in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-24T20:27:56.438872] [INFO ] [sig       ] [2220/3551] Forecasting NIE...
[2025-12-24T20:27:56.438904] [INFO ] [sig       ] Generating forecast for: NIE
[2025-12-24T20:27:56.438937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-12-24T20:27:56.451097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2025-12-24T20:27:56.451486] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-12-24T20:27:56.452286] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-12-24T20:27:56.452340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:56.452373] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:56.452402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:56.452462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:56.510565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:56.511399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:56.511486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:56.511520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:56.629059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:56.629205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:56.629244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:56.629273] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:56.632595] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: DOWN (p=11.10%)
[2025-12-24T20:27:56.632875] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-12-24T20:27:56.632994] [INFO ] [sig       ] NIE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:56.776437] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NIE.txt
[2025-12-24T20:27:56.776640] [INFO ] [sig       ] [2220/3551] Completed NIE in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-24T20:27:56.776695] [INFO ] [sig       ] [2221/3551] Forecasting NIKL...
[2025-12-24T20:27:56.776740] [INFO ] [sig       ] Generating forecast for: NIKL
[2025-12-24T20:27:56.776774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2025-12-24T20:27:56.789185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2025-12-24T20:27:56.793152] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2025-12-24T20:27:56.794321] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2025-12-24T20:27:56.794375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:56.794407] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:56.794435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:56.794491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:56.854848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:56.855773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:56.855860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:56.855893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:56.970183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:56.970333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:56.970372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:56.970400] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:56.973734] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: DOWN (p=11.01%)
[2025-12-24T20:27:56.973994] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2025-12-24T20:27:56.974114] [INFO ] [sig       ] NIKL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:57.119415] [INFO ] [LOCAL     ] Saved forecast: NIKL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NIKL.txt
[2025-12-24T20:27:57.119545] [INFO ] [sig       ] [2221/3551] Completed NIKL in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-24T20:27:57.119601] [INFO ] [sig       ] [2222/3551] Forecasting NIM...
[2025-12-24T20:27:57.119633] [INFO ] [sig       ] Generating forecast for: NIM
[2025-12-24T20:27:57.119663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-12-24T20:27:57.131467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2025-12-24T20:27:57.131826] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-12-24T20:27:57.132622] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-12-24T20:27:57.132675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:57.132707] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:57.132735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:57.132801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:57.189853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:57.190607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:57.190688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:57.190724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:57.294849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:57.295008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:57.295048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:57.295077] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:57.298368] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=77.32%)
[2025-12-24T20:27:57.298645] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-12-24T20:27:57.298763] [INFO ] [sig       ] NIM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:57.442023] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NIM.txt
[2025-12-24T20:27:57.442147] [INFO ] [sig       ] [2222/3551] Completed NIM in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-24T20:27:57.442187] [INFO ] [sig       ] [2223/3551] Forecasting NIO...
[2025-12-24T20:27:57.442215] [INFO ] [sig       ] Generating forecast for: NIO
[2025-12-24T20:27:57.442244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-12-24T20:27:57.453939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2025-12-24T20:27:57.454211] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-12-24T20:27:57.455008] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-12-24T20:27:57.455069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:57.455112] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:57.455147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:57.455220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:57.512522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:57.513141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:57.513219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:57.513250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:57.639353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:57.639539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:57.639609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:57.639643] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:57.643203] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2025-12-24T20:27:57.643499] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-12-24T20:27:57.643670] [INFO ] [sig       ] NIO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:57.787205] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NIO.txt
[2025-12-24T20:27:57.787331] [INFO ] [sig       ] [2223/3551] Completed NIO in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-24T20:27:57.787378] [INFO ] [sig       ] [2224/3551] Forecasting NIPG...
[2025-12-24T20:27:57.787408] [INFO ] [sig       ] Generating forecast for: NIPG
[2025-12-24T20:27:57.787448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'.
[2025-12-24T20:27:57.800126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIPG'.
[2025-12-24T20:27:57.800550] [INFO ] [FORECASTER] Starting predict_future for NIPG
[2025-12-24T20:27:57.801365] [DEBUG] [LOCAL     ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt
[2025-12-24T20:27:57.801420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:57.801456] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:57.801488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:57.801586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:57.862361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:57.863431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:57.863529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:57.863569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:57.980216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:57.980372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:57.980412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:57.980440] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:57.983887] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: UP (p=84.83%)
[2025-12-24T20:27:57.984158] [INFO ] [FORECASTER] Completed predict_future for NIPG
[2025-12-24T20:27:57.984281] [INFO ] [sig       ] NIPG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:27:58.126041] [INFO ] [LOCAL     ] Saved forecast: NIPG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NIPG.txt
[2025-12-24T20:27:58.126186] [INFO ] [sig       ] [2224/3551] Completed NIPG in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-24T20:27:58.126227] [INFO ] [sig       ] [2225/3551] Forecasting NISN...
[2025-12-24T20:27:58.126255] [INFO ] [sig       ] Generating forecast for: NISN
[2025-12-24T20:27:58.126285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'.
[2025-12-24T20:27:58.136866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NISN'.
[2025-12-24T20:27:58.137191] [INFO ] [FORECASTER] Starting predict_future for NISN
[2025-12-24T20:27:58.137997] [DEBUG] [LOCAL     ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt
[2025-12-24T20:27:58.138049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:58.138080] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:58.138106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:58.138161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:58.196432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:58.197281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:58.197366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:58.197399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:58.306436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:58.306621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:58.306669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:58.306700] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:58.310006] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-12-24T20:27:58.310276] [INFO ] [FORECASTER] Completed predict_future for NISN
[2025-12-24T20:27:58.310400] [INFO ] [sig       ] NISN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:58.455148] [INFO ] [LOCAL     ] Saved forecast: NISN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NISN.txt
[2025-12-24T20:27:58.455323] [INFO ] [sig       ] [2225/3551] Completed NISN in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-24T20:27:58.455367] [INFO ] [sig       ] [2226/3551] Forecasting NITO...
[2025-12-24T20:27:58.455398] [INFO ] [sig       ] Generating forecast for: NITO
[2025-12-24T20:27:58.455428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'.
[2025-12-24T20:27:58.466917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NITO'.
[2025-12-24T20:27:58.467223] [INFO ] [FORECASTER] Starting predict_future for NITO
[2025-12-24T20:27:58.468051] [DEBUG] [LOCAL     ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt
[2025-12-24T20:27:58.468105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:58.468147] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:58.468177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:58.468234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:58.525080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:58.525708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:58.525832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:58.525880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:58.640319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:58.640455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:58.640495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:58.640529] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:58.643870] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: DOWN (p=30.43%)
[2025-12-24T20:27:58.644127] [INFO ] [FORECASTER] Completed predict_future for NITO
[2025-12-24T20:27:58.644243] [INFO ] [sig       ] NITO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:58.839710] [INFO ] [LOCAL     ] Saved forecast: NITO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NITO.txt
[2025-12-24T20:27:58.839859] [INFO ] [sig       ] [2226/3551] Completed NITO in 0.4s | 2.88 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-24T20:27:58.839898] [INFO ] [sig       ] [2227/3551] Forecasting NKSH...
[2025-12-24T20:27:58.839930] [INFO ] [sig       ] Generating forecast for: NKSH
[2025-12-24T20:27:58.839960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2025-12-24T20:27:58.852118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2025-12-24T20:27:58.852460] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2025-12-24T20:27:58.853229] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2025-12-24T20:27:58.853289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:58.853321] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:58.853348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:58.853405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:58.911283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:58.912335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:58.912420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:58.912452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:59.018672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:59.018826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:59.018864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:59.018892] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:59.022481] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: DOWN (p=20.46%)
[2025-12-24T20:27:59.022950] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2025-12-24T20:27:59.023076] [INFO ] [sig       ] NKSH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:59.167656] [INFO ] [LOCAL     ] Saved forecast: NKSH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NKSH.txt
[2025-12-24T20:27:59.167794] [INFO ] [sig       ] [2227/3551] Completed NKSH in 0.3s | 2.88 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-24T20:27:59.167834] [INFO ] [sig       ] [2228/3551] Forecasting NKTX...
[2025-12-24T20:27:59.167863] [INFO ] [sig       ] Generating forecast for: NKTX
[2025-12-24T20:27:59.167892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2025-12-24T20:27:59.180121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2025-12-24T20:27:59.180549] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2025-12-24T20:27:59.181469] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2025-12-24T20:27:59.181527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:59.181599] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:59.181640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:59.181700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:59.237758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:59.238678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:59.238783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:59.238821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:59.353412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:59.353600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:59.353644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:59.353673] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:59.357395] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: DOWN (p=14.30%)
[2025-12-24T20:27:59.357722] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2025-12-24T20:27:59.357860] [INFO ] [sig       ] NKTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:59.524843] [INFO ] [LOCAL     ] Saved forecast: NKTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NKTX.txt
[2025-12-24T20:27:59.525009] [INFO ] [sig       ] [2228/3551] Completed NKTX in 0.4s | 2.88 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-24T20:27:59.525049] [INFO ] [sig       ] [2229/3551] Forecasting NKX...
[2025-12-24T20:27:59.525081] [INFO ] [sig       ] Generating forecast for: NKX
[2025-12-24T20:27:59.525111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-12-24T20:27:59.537961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2025-12-24T20:27:59.538405] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-12-24T20:27:59.539367] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-12-24T20:27:59.539438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:59.539489] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:59.539526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:59.539631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:27:59.616232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:27:59.617255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:27:59.617377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:27:59.617422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:27:59.767633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:27:59.767836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:27:59.767906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:27:59.767958] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:27:59.772696] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-12-24T20:27:59.773150] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-12-24T20:27:59.773337] [INFO ] [sig       ] NKX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:27:59.966660] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NKX.txt
[2025-12-24T20:27:59.966921] [INFO ] [sig       ] [2229/3551] Completed NKX in 0.4s | 2.88 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-24T20:27:59.966989] [INFO ] [sig       ] [2230/3551] Forecasting NLOP...
[2025-12-24T20:27:59.967033] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-12-24T20:27:59.967070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-12-24T20:27:59.982952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2025-12-24T20:27:59.983466] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-12-24T20:27:59.984505] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-12-24T20:27:59.984568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:27:59.984628] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:27:59.984661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:27:59.984735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:00.054598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:00.055540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:00.055653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:00.055689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:00.210738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:00.210938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:00.211002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:00.211051] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:00.216247] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: UP (p=59.83%)
[2025-12-24T20:28:00.216749] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-12-24T20:28:00.216965] [INFO ] [sig       ] NLOP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:00.394485] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NLOP.txt
[2025-12-24T20:28:00.394703] [INFO ] [sig       ] [2230/3551] Completed NLOP in 0.4s | 2.87 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-24T20:28:00.394771] [INFO ] [sig       ] [2231/3551] Forecasting NLY...
[2025-12-24T20:28:00.394822] [INFO ] [sig       ] Generating forecast for: NLY
[2025-12-24T20:28:00.394871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-12-24T20:28:00.407531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2025-12-24T20:28:00.407970] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-12-24T20:28:00.408825] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-12-24T20:28:00.408881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:00.408914] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:00.408941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:00.408998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:00.483155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:00.484346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:00.484461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:00.484515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:00.613991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:00.614150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:00.614191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:00.614221] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:00.617622] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: DOWN (p=4.45%)
[2025-12-24T20:28:00.617897] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-12-24T20:28:00.618039] [INFO ] [sig       ] NLY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:00.760936] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NLY.txt
[2025-12-24T20:28:00.761088] [INFO ] [sig       ] [2231/3551] Completed NLY in 0.4s | 2.87 sym/s | Total: 12.9m | ETA: 7.7m
[2025-12-24T20:28:00.761128] [INFO ] [sig       ] [2232/3551] Forecasting NMAI...
[2025-12-24T20:28:00.761159] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-12-24T20:28:00.761188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-12-24T20:28:00.774332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2025-12-24T20:28:00.774689] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-12-24T20:28:00.775448] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-12-24T20:28:00.775500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:00.775534] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:00.775562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:00.775641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:00.834938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:00.835837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:00.835923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:00.835958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:00.956351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:00.956501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:00.956538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:00.956585] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:00.959971] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: DOWN (p=41.53%)
[2025-12-24T20:28:00.960239] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-12-24T20:28:00.960359] [INFO ] [sig       ] NMAI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:01.103094] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NMAI.txt
[2025-12-24T20:28:01.103253] [INFO ] [sig       ] [2232/3551] Completed NMAI in 0.3s | 2.87 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-24T20:28:01.103293] [INFO ] [sig       ] [2233/3551] Forecasting NMCO...
[2025-12-24T20:28:01.103325] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-12-24T20:28:01.103355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-12-24T20:28:01.116305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2025-12-24T20:28:01.116694] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-12-24T20:28:01.117506] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-12-24T20:28:01.117559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:01.117643] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:01.117673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:01.117731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:01.180286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:01.181125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:01.181216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:01.181250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:01.314940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:01.315110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:01.315171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:01.315202] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:01.319811] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: UP (p=82.41%)
[2025-12-24T20:28:01.320216] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-12-24T20:28:01.320362] [INFO ] [sig       ] NMCO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:01.480791] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NMCO.txt
[2025-12-24T20:28:01.480950] [INFO ] [sig       ] [2233/3551] Completed NMCO in 0.4s | 2.87 sym/s | Total: 12.9m | ETA: 7.6m
[2025-12-24T20:28:01.480993] [INFO ] [sig       ] [2234/3551] Forecasting NMFC...
[2025-12-24T20:28:01.481022] [INFO ] [sig       ] Generating forecast for: NMFC
[2025-12-24T20:28:01.481051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2025-12-24T20:28:01.495329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2025-12-24T20:28:01.496036] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2025-12-24T20:28:01.497273] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2025-12-24T20:28:01.497343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:01.497389] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:01.497452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:01.497546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:01.560551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:01.562302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:01.562412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:01.562448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:01.704506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:01.704698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:01.704743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:01.704776] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:01.709030] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: UP (p=88.52%)
[2025-12-24T20:28:01.709451] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2025-12-24T20:28:01.709636] [INFO ] [sig       ] NMFC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:01.883224] [INFO ] [LOCAL     ] Saved forecast: NMFC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NMFC.txt
[2025-12-24T20:28:01.883406] [INFO ] [sig       ] [2234/3551] Completed NMFC in 0.4s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-24T20:28:01.883461] [INFO ] [sig       ] [2235/3551] Forecasting NMG...
[2025-12-24T20:28:01.883494] [INFO ] [sig       ] Generating forecast for: NMG
[2025-12-24T20:28:01.883526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-12-24T20:28:01.896438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2025-12-24T20:28:01.896850] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-12-24T20:28:01.897738] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-12-24T20:28:01.897806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:01.897852] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:01.897892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:01.897974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:01.968464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:01.969422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:01.969535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:01.969599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:02.092622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:02.092778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:02.092819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:02.092849] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:02.096377] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: DOWN (p=32.76%)
[2025-12-24T20:28:02.096672] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-12-24T20:28:02.096978] [INFO ] [sig       ] NMG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:02.245089] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NMG.txt
[2025-12-24T20:28:02.245247] [INFO ] [sig       ] [2235/3551] Completed NMG in 0.4s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-24T20:28:02.245288] [INFO ] [sig       ] [2236/3551] Forecasting NMI...
[2025-12-24T20:28:02.245318] [INFO ] [sig       ] Generating forecast for: NMI
[2025-12-24T20:28:02.245349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-12-24T20:28:02.256639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2025-12-24T20:28:02.257012] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-12-24T20:28:02.257819] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-12-24T20:28:02.257872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:02.257904] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:02.257930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:02.257988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:02.314390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:02.315257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:02.315343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:02.315378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:02.421616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:02.421776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:02.421815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:02.421883] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:02.426357] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: UP (p=58.56%)
[2025-12-24T20:28:02.426732] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-12-24T20:28:02.426879] [INFO ] [sig       ] NMI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:02.571747] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NMI.txt
[2025-12-24T20:28:02.571901] [INFO ] [sig       ] [2236/3551] Completed NMI in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-24T20:28:02.571941] [INFO ] [sig       ] [2237/3551] Forecasting NMIH...
[2025-12-24T20:28:02.571971] [INFO ] [sig       ] Generating forecast for: NMIH
[2025-12-24T20:28:02.572001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2025-12-24T20:28:02.583205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2025-12-24T20:28:02.583592] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2025-12-24T20:28:02.584359] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2025-12-24T20:28:02.584412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:02.584457] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:02.584485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:02.584541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:02.642249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:02.643088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:02.643172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:02.643206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:02.757360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:02.757516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:02.757558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:02.757608] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:02.761100] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: UP (p=91.76%)
[2025-12-24T20:28:02.761411] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2025-12-24T20:28:02.761545] [INFO ] [sig       ] NMIH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:02.908409] [INFO ] [LOCAL     ] Saved forecast: NMIH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NMIH.txt
[2025-12-24T20:28:02.908562] [INFO ] [sig       ] [2237/3551] Completed NMIH in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-24T20:28:02.908622] [INFO ] [sig       ] [2238/3551] Forecasting NMM...
[2025-12-24T20:28:02.908653] [INFO ] [sig       ] Generating forecast for: NMM
[2025-12-24T20:28:02.908686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-12-24T20:28:02.919637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2025-12-24T20:28:02.919941] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-12-24T20:28:02.920738] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-12-24T20:28:02.920790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:02.920823] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:02.920851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:02.920908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:02.977935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:02.978593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:02.978673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:02.978706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:03.096757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:03.096906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:03.096945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:03.096976] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:03.103755] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=48.96%)
[2025-12-24T20:28:03.104048] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-12-24T20:28:03.104183] [INFO ] [sig       ] NMM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:03.248487] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NMM.txt
[2025-12-24T20:28:03.248629] [INFO ] [sig       ] [2238/3551] Completed NMM in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-24T20:28:03.248674] [INFO ] [sig       ] [2239/3551] Forecasting NMRA...
[2025-12-24T20:28:03.248708] [INFO ] [sig       ] Generating forecast for: NMRA
[2025-12-24T20:28:03.248740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2025-12-24T20:28:03.260022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2025-12-24T20:28:03.260369] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2025-12-24T20:28:03.261151] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2025-12-24T20:28:03.261202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:03.261234] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:03.261260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:03.261316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:03.317669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:03.318345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:03.318440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:03.318475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:03.437211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:03.437349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:03.437389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:03.437417] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:03.441328] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: DOWN (p=40.17%)
[2025-12-24T20:28:03.441626] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2025-12-24T20:28:03.441753] [INFO ] [sig       ] NMRA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:03.591034] [INFO ] [LOCAL     ] Saved forecast: NMRA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NMRA.txt
[2025-12-24T20:28:03.591209] [INFO ] [sig       ] [2239/3551] Completed NMRA in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-24T20:28:03.591249] [INFO ] [sig       ] [2240/3551] Forecasting NMRK...
[2025-12-24T20:28:03.591281] [INFO ] [sig       ] Generating forecast for: NMRK
[2025-12-24T20:28:03.591310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2025-12-24T20:28:03.606915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2025-12-24T20:28:03.607362] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2025-12-24T20:28:03.608439] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2025-12-24T20:28:03.608506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:03.608552] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:03.608618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:03.608708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:03.675690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:03.676558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:03.676673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:03.676706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:03.801711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:03.801877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:03.801919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:03.801948] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:03.805473] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: DOWN (p=27.95%)
[2025-12-24T20:28:03.805870] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2025-12-24T20:28:03.806006] [INFO ] [sig       ] NMRK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:03.960465] [INFO ] [LOCAL     ] Saved forecast: NMRK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NMRK.txt
[2025-12-24T20:28:03.960642] [INFO ] [sig       ] [2240/3551] Completed NMRK in 0.4s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-24T20:28:03.960686] [INFO ] [sig       ] [2241/3551] Forecasting NN...
[2025-12-24T20:28:03.960725] [INFO ] [sig       ] Generating forecast for: NN
[2025-12-24T20:28:03.960757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2025-12-24T20:28:03.973962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2025-12-24T20:28:03.974332] [INFO ] [FORECASTER] Starting predict_future for NN
[2025-12-24T20:28:03.975125] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2025-12-24T20:28:03.975177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:03.975208] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:03.975235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:03.975291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:04.032801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:04.033648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:04.033735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:04.033768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:04.154284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:04.154435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:04.154477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:04.154507] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:04.158048] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: UP (p=82.36%)
[2025-12-24T20:28:04.158350] [INFO ] [FORECASTER] Completed predict_future for NN
[2025-12-24T20:28:04.158491] [INFO ] [sig       ] NN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:04.300044] [INFO ] [LOCAL     ] Saved forecast: NN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NN.txt
[2025-12-24T20:28:04.300194] [INFO ] [sig       ] [2241/3551] Completed NN in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-24T20:28:04.300235] [INFO ] [sig       ] [2242/3551] Forecasting NNDM...
[2025-12-24T20:28:04.300265] [INFO ] [sig       ] Generating forecast for: NNDM
[2025-12-24T20:28:04.300295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2025-12-24T20:28:04.311529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2025-12-24T20:28:04.311949] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2025-12-24T20:28:04.312860] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2025-12-24T20:28:04.312914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:04.312945] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:04.312972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:04.313030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:04.371063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:04.371966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:04.372052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:04.372086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:04.492805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:04.492924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:04.492962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:04.492990] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:04.496174] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: UP (p=91.65%)
[2025-12-24T20:28:04.496438] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2025-12-24T20:28:04.496558] [INFO ] [sig       ] NNDM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:04.637125] [INFO ] [LOCAL     ] Saved forecast: NNDM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NNDM.txt
[2025-12-24T20:28:04.637251] [INFO ] [sig       ] [2242/3551] Completed NNDM in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-24T20:28:04.637290] [INFO ] [sig       ] [2243/3551] Forecasting NNE...
[2025-12-24T20:28:04.637320] [INFO ] [sig       ] Generating forecast for: NNE
[2025-12-24T20:28:04.637349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2025-12-24T20:28:04.648787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2025-12-24T20:28:04.649049] [INFO ] [FORECASTER] Starting predict_future for NNE
[2025-12-24T20:28:04.649840] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2025-12-24T20:28:04.649892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:04.649923] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:04.649950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:04.650005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:04.705338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:04.705936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:04.706038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:04.706072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:04.838540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:04.838715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:04.838757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:04.838785] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:04.842127] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: UP (p=77.12%)
[2025-12-24T20:28:04.842394] [INFO ] [FORECASTER] Completed predict_future for NNE
[2025-12-24T20:28:04.842514] [INFO ] [sig       ] NNE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:04.981868] [INFO ] [LOCAL     ] Saved forecast: NNE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NNE.txt
[2025-12-24T20:28:04.982031] [INFO ] [sig       ] [2243/3551] Completed NNE in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-24T20:28:04.982070] [INFO ] [sig       ] [2244/3551] Forecasting NNI...
[2025-12-24T20:28:04.982102] [INFO ] [sig       ] Generating forecast for: NNI
[2025-12-24T20:28:04.982142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-12-24T20:28:04.993998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2025-12-24T20:28:04.994307] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-12-24T20:28:04.995118] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-12-24T20:28:04.995172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:04.995204] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:04.995233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:04.995290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:05.053500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:05.054249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:05.054329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:05.054361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:05.177631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:05.177822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:05.177868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:05.177898] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:05.182190] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: UP (p=73.60%)
[2025-12-24T20:28:05.182542] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-12-24T20:28:05.182700] [INFO ] [sig       ] NNI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:05.322963] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NNI.txt
[2025-12-24T20:28:05.323095] [INFO ] [sig       ] [2244/3551] Completed NNI in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-24T20:28:05.323135] [INFO ] [sig       ] [2245/3551] Forecasting NNN...
[2025-12-24T20:28:05.323175] [INFO ] [sig       ] Generating forecast for: NNN
[2025-12-24T20:28:05.323205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-12-24T20:28:05.334933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2025-12-24T20:28:05.335243] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-12-24T20:28:05.336036] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-12-24T20:28:05.336089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:05.336123] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:05.336150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:05.336208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:05.396497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:05.397258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:05.397358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:05.397399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:05.519807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:05.519960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:05.520183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:05.520211] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:05.523648] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: DOWN (p=6.44%)
[2025-12-24T20:28:05.523914] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-12-24T20:28:05.524035] [INFO ] [sig       ] NNN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:05.669690] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NNN.txt
[2025-12-24T20:28:05.669899] [INFO ] [sig       ] [2245/3551] Completed NNN in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-24T20:28:05.669949] [INFO ] [sig       ] [2246/3551] Forecasting NNOX...
[2025-12-24T20:28:05.669987] [INFO ] [sig       ] Generating forecast for: NNOX
[2025-12-24T20:28:05.670030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2025-12-24T20:28:05.683934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2025-12-24T20:28:05.684369] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2025-12-24T20:28:05.685337] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2025-12-24T20:28:05.685399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:05.685443] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:05.685482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:05.685561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:05.756781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:05.757814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:05.757917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:05.757959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:05.890526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:05.890703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:05.890744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:05.890775] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:05.894376] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: UP (p=53.77%)
[2025-12-24T20:28:05.894689] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2025-12-24T20:28:05.894816] [INFO ] [sig       ] NNOX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:06.038689] [INFO ] [LOCAL     ] Saved forecast: NNOX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NNOX.txt
[2025-12-24T20:28:06.038884] [INFO ] [sig       ] [2246/3551] Completed NNOX in 0.4s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-24T20:28:06.038931] [INFO ] [sig       ] [2247/3551] Forecasting NNY...
[2025-12-24T20:28:06.038963] [INFO ] [sig       ] Generating forecast for: NNY
[2025-12-24T20:28:06.038994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-12-24T20:28:06.049899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2025-12-24T20:28:06.050254] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-12-24T20:28:06.051078] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-12-24T20:28:06.051132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:06.051166] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:06.051193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:06.051252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:06.109390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:06.110210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:06.110294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:06.110329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:06.223067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:06.223235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:06.223279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:06.223311] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:06.227155] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=23.46%)
[2025-12-24T20:28:06.227477] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-12-24T20:28:06.227657] [INFO ] [sig       ] NNY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:06.375231] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NNY.txt
[2025-12-24T20:28:06.375367] [INFO ] [sig       ] [2247/3551] Completed NNY in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-24T20:28:06.375406] [INFO ] [sig       ] [2248/3551] Forecasting NOA...
[2025-12-24T20:28:06.375436] [INFO ] [sig       ] Generating forecast for: NOA
[2025-12-24T20:28:06.375466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-12-24T20:28:06.387413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2025-12-24T20:28:06.387736] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-12-24T20:28:06.388524] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-12-24T20:28:06.388607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:06.388652] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:06.388689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:06.388750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:06.449668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:06.450545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:06.450656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:06.450706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:06.574384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:06.574535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:06.574592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:06.574624] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:06.577924] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: UP (p=87.55%)
[2025-12-24T20:28:06.578185] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-12-24T20:28:06.578303] [INFO ] [sig       ] NOA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:06.727078] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NOA.txt
[2025-12-24T20:28:06.727243] [INFO ] [sig       ] [2248/3551] Completed NOA in 0.4s | 2.87 sym/s | Total: 13.0m | ETA: 7.6m
[2025-12-24T20:28:06.727282] [INFO ] [sig       ] [2249/3551] Forecasting NOAH...
[2025-12-24T20:28:06.727311] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-12-24T20:28:06.727341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-12-24T20:28:06.738876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2025-12-24T20:28:06.739180] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-12-24T20:28:06.740076] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-12-24T20:28:06.740131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:06.740165] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:06.740193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:06.740252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:06.798732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:06.799694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:06.799781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:06.799813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:06.921512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:06.921688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:06.921739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:06.921769] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:06.925768] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=24.36%)
[2025-12-24T20:28:06.926222] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-12-24T20:28:06.926347] [INFO ] [sig       ] NOAH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:07.068286] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NOAH.txt
[2025-12-24T20:28:07.068441] [INFO ] [sig       ] [2249/3551] Completed NOAH in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-24T20:28:07.068481] [INFO ] [sig       ] [2250/3551] Forecasting NODK...
[2025-12-24T20:28:07.068512] [INFO ] [sig       ] Generating forecast for: NODK
[2025-12-24T20:28:07.068542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2025-12-24T20:28:07.079057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2025-12-24T20:28:07.079338] [INFO ] [FORECASTER] Starting predict_future for NODK
[2025-12-24T20:28:07.080267] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2025-12-24T20:28:07.080344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:07.080401] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:07.080430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:07.080487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:07.138670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:07.139617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:07.139704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:07.139736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:07.237311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:07.237469] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-24T20:28:07.237508] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:07.237536] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:07.240922] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: UP (p=74.86%)
[2025-12-24T20:28:07.241204] [INFO ] [FORECASTER] Completed predict_future for NODK
[2025-12-24T20:28:07.241327] [INFO ] [sig       ] NODK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:07.382552] [INFO ] [LOCAL     ] Saved forecast: NODK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NODK.txt
[2025-12-24T20:28:07.382731] [INFO ] [sig       ] [2250/3551] Completed NODK in 0.3s | 2.87 sym/s | Total: 13.0m | ETA: 7.5m
[2025-12-24T20:28:07.382773] [INFO ] [sig       ] [2251/3551] Forecasting NOG...
[2025-12-24T20:28:07.382805] [INFO ] [sig       ] Generating forecast for: NOG
[2025-12-24T20:28:07.382835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-12-24T20:28:07.399205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2025-12-24T20:28:07.399593] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-12-24T20:28:07.400421] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-12-24T20:28:07.400475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:07.400507] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:07.400535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:07.400619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:07.458518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:07.459439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:07.459535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:07.459568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:07.580268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:07.580433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:07.580472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:07.580501] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:07.584216] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=78.02%)
[2025-12-24T20:28:07.584494] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-12-24T20:28:07.584634] [INFO ] [sig       ] NOG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:07.728456] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NOG.txt
[2025-12-24T20:28:07.728640] [INFO ] [sig       ] [2251/3551] Completed NOG in 0.3s | 2.87 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-24T20:28:07.728683] [INFO ] [sig       ] [2252/3551] Forecasting NOMD...
[2025-12-24T20:28:07.728713] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-12-24T20:28:07.728742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-12-24T20:28:07.740336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2025-12-24T20:28:07.740674] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-12-24T20:28:07.741446] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-12-24T20:28:07.741501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:07.741533] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:07.741560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:07.741644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:07.797211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:07.798072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:07.798160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:07.798192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:07.918884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:07.919036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:07.919074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:07.919102] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:07.922857] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: UP (p=57.25%)
[2025-12-24T20:28:07.923115] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-12-24T20:28:07.923235] [INFO ] [sig       ] NOMD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:08.065042] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NOMD.txt
[2025-12-24T20:28:08.065197] [INFO ] [sig       ] [2252/3551] Completed NOMD in 0.3s | 2.87 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-24T20:28:08.065237] [INFO ] [sig       ] [2253/3551] Forecasting NOTE...
[2025-12-24T20:28:08.065266] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-12-24T20:28:08.065296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-12-24T20:28:08.076482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2025-12-24T20:28:08.076881] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-12-24T20:28:08.077722] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-12-24T20:28:08.077781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:08.077814] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:08.077842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:08.077900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:08.133892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:08.134748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:08.134835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:08.134868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:08.256090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:08.256257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:08.256298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:08.256364] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:08.261009] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: UP (p=64.40%)
[2025-12-24T20:28:08.261328] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-12-24T20:28:08.261465] [INFO ] [sig       ] NOTE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:08.402771] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NOTE.txt
[2025-12-24T20:28:08.402912] [INFO ] [sig       ] [2253/3551] Completed NOTE in 0.3s | 2.87 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-24T20:28:08.402958] [INFO ] [sig       ] [2254/3551] Forecasting NPCE...
[2025-12-24T20:28:08.402990] [INFO ] [sig       ] Generating forecast for: NPCE
[2025-12-24T20:28:08.403020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2025-12-24T20:28:08.415288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2025-12-24T20:28:08.415728] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2025-12-24T20:28:08.416558] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2025-12-24T20:28:08.416641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:08.416675] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:08.416704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:08.416766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:08.473384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:08.474465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:08.474549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:08.474598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:08.595827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:08.595983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:08.596021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:08.596048] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:08.599475] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: DOWN (p=1.60%)
[2025-12-24T20:28:08.599822] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2025-12-24T20:28:08.599958] [INFO ] [sig       ] NPCE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:08.741244] [INFO ] [LOCAL     ] Saved forecast: NPCE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NPCE.txt
[2025-12-24T20:28:08.741402] [INFO ] [sig       ] [2254/3551] Completed NPCE in 0.3s | 2.87 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-24T20:28:08.741443] [INFO ] [sig       ] [2255/3551] Forecasting NPFD...
[2025-12-24T20:28:08.741473] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-12-24T20:28:08.741502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-12-24T20:28:08.754618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2025-12-24T20:28:08.754957] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-12-24T20:28:08.755726] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-12-24T20:28:08.755777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:08.755809] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:08.755836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:08.755893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:08.814699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:08.815807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:08.815893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:08.816111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:08.940983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:08.941146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:08.941191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:08.941222] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:08.945129] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=63.78%)
[2025-12-24T20:28:08.945418] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-12-24T20:28:08.945541] [INFO ] [sig       ] NPFD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:09.085248] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NPFD.txt
[2025-12-24T20:28:09.085375] [INFO ] [sig       ] [2255/3551] Completed NPFD in 0.3s | 2.87 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-24T20:28:09.085415] [INFO ] [sig       ] [2256/3551] Forecasting NPK...
[2025-12-24T20:28:09.085443] [INFO ] [sig       ] Generating forecast for: NPK
[2025-12-24T20:28:09.085473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-12-24T20:28:09.097151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2025-12-24T20:28:09.097395] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-12-24T20:28:09.098158] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-12-24T20:28:09.098210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:09.098241] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:09.098268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:09.098324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:09.156447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:09.157169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:09.157250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:09.157283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:09.276550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:09.276716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:09.276759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:09.276788] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:09.280087] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=95.81%)
[2025-12-24T20:28:09.280350] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-12-24T20:28:09.280470] [INFO ] [sig       ] NPK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:09.419357] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NPK.txt
[2025-12-24T20:28:09.419481] [INFO ] [sig       ] [2256/3551] Completed NPK in 0.3s | 2.87 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-24T20:28:09.419520] [INFO ] [sig       ] [2257/3551] Forecasting NPO...
[2025-12-24T20:28:09.419549] [INFO ] [sig       ] Generating forecast for: NPO
[2025-12-24T20:28:09.419596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-12-24T20:28:09.430611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2025-12-24T20:28:09.430876] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-12-24T20:28:09.431625] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-12-24T20:28:09.431677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:09.431708] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:09.431735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:09.431791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:09.487638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:09.488343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:09.488423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:09.488456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:09.602884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:09.603033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:09.603087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:09.603117] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:09.606407] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=80.59%)
[2025-12-24T20:28:09.606691] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-12-24T20:28:09.606812] [INFO ] [sig       ] NPO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:09.749224] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NPO.txt
[2025-12-24T20:28:09.749378] [INFO ] [sig       ] [2257/3551] Completed NPO in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-24T20:28:09.749419] [INFO ] [sig       ] [2258/3551] Forecasting NQP...
[2025-12-24T20:28:09.749449] [INFO ] [sig       ] Generating forecast for: NQP
[2025-12-24T20:28:09.749478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-12-24T20:28:09.760883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2025-12-24T20:28:09.761143] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-12-24T20:28:09.761929] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-12-24T20:28:09.761981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:09.762013] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:09.762040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:09.762096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:09.818715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:09.819293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:09.819378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:09.819412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:09.937686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:09.937847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:09.937887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:09.937915] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:09.941764] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: UP (p=92.68%)
[2025-12-24T20:28:09.942221] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-12-24T20:28:09.942338] [INFO ] [sig       ] NQP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:10.083795] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NQP.txt
[2025-12-24T20:28:10.083923] [INFO ] [sig       ] [2258/3551] Completed NQP in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-24T20:28:10.083962] [INFO ] [sig       ] [2259/3551] Forecasting NRC...
[2025-12-24T20:28:10.083993] [INFO ] [sig       ] Generating forecast for: NRC
[2025-12-24T20:28:10.084023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2025-12-24T20:28:10.096178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2025-12-24T20:28:10.096439] [INFO ] [FORECASTER] Starting predict_future for NRC
[2025-12-24T20:28:10.097187] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2025-12-24T20:28:10.097239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:10.097270] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:10.097297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:10.097353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:10.156637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:10.157400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:10.157482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:10.157514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:10.273247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:10.273391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:10.273429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:10.273457] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:10.276706] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2025-12-24T20:28:10.276971] [INFO ] [FORECASTER] Completed predict_future for NRC
[2025-12-24T20:28:10.277089] [INFO ] [sig       ] NRC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:10.415788] [INFO ] [LOCAL     ] Saved forecast: NRC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NRC.txt
[2025-12-24T20:28:10.415912] [INFO ] [sig       ] [2259/3551] Completed NRC in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-24T20:28:10.415950] [INFO ] [sig       ] [2260/3551] Forecasting NRDS...
[2025-12-24T20:28:10.415979] [INFO ] [sig       ] Generating forecast for: NRDS
[2025-12-24T20:28:10.416008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2025-12-24T20:28:10.428362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2025-12-24T20:28:10.428670] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2025-12-24T20:28:10.429427] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2025-12-24T20:28:10.429478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:10.429509] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:10.429536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:10.429615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:10.489232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:10.490023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:10.490131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:10.490165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:10.603374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:10.603524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:10.603564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:10.603613] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:10.607027] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: UP (p=69.57%)
[2025-12-24T20:28:10.607286] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2025-12-24T20:28:10.607405] [INFO ] [sig       ] NRDS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:10.744892] [INFO ] [LOCAL     ] Saved forecast: NRDS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NRDS.txt
[2025-12-24T20:28:10.745025] [INFO ] [sig       ] [2260/3551] Completed NRDS in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-24T20:28:10.745065] [INFO ] [sig       ] [2261/3551] Forecasting NREF...
[2025-12-24T20:28:10.745095] [INFO ] [sig       ] Generating forecast for: NREF
[2025-12-24T20:28:10.745125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-12-24T20:28:10.757393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2025-12-24T20:28:10.757735] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-12-24T20:28:10.758499] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-12-24T20:28:10.758550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:10.758611] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:10.758641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:10.758697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:10.815231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:10.815866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:10.815944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:10.815975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:10.935823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:10.935942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:10.935979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:10.936007] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:10.939645] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: UP (p=80.50%)
[2025-12-24T20:28:10.939906] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-12-24T20:28:10.940025] [INFO ] [sig       ] NREF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:11.079165] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NREF.txt
[2025-12-24T20:28:11.079275] [INFO ] [sig       ] [2261/3551] Completed NREF in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-24T20:28:11.079342] [INFO ] [sig       ] [2262/3551] Forecasting NRG...
[2025-12-24T20:28:11.079372] [INFO ] [sig       ] Generating forecast for: NRG
[2025-12-24T20:28:11.079401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-12-24T20:28:11.092529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2025-12-24T20:28:11.092876] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-12-24T20:28:11.093658] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-12-24T20:28:11.093710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:11.093741] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:11.093768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:11.093824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:11.151544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:11.152135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:11.152214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:11.152246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:11.273753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:11.273901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:11.273940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:11.273968] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:11.277478] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2025-12-24T20:28:11.277759] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-12-24T20:28:11.277880] [INFO ] [sig       ] NRG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:11.417154] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NRG.txt
[2025-12-24T20:28:11.417262] [INFO ] [sig       ] [2262/3551] Completed NRG in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-24T20:28:11.417300] [INFO ] [sig       ] [2263/3551] Forecasting NRIM...
[2025-12-24T20:28:11.417330] [INFO ] [sig       ] Generating forecast for: NRIM
[2025-12-24T20:28:11.417360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2025-12-24T20:28:11.428174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2025-12-24T20:28:11.428450] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2025-12-24T20:28:11.429209] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2025-12-24T20:28:11.429261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:11.429320] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:11.429348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:11.429404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:11.485698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:11.486271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:11.486349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:11.486381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:11.611692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:11.611867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:11.611906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:11.611936] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:11.615302] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: UP (p=76.31%)
[2025-12-24T20:28:11.615562] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2025-12-24T20:28:11.615699] [INFO ] [sig       ] NRIM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:11.755509] [INFO ] [LOCAL     ] Saved forecast: NRIM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NRIM.txt
[2025-12-24T20:28:11.755665] [INFO ] [sig       ] [2263/3551] Completed NRIM in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-24T20:28:11.755706] [INFO ] [sig       ] [2264/3551] Forecasting NRIX...
[2025-12-24T20:28:11.755736] [INFO ] [sig       ] Generating forecast for: NRIX
[2025-12-24T20:28:11.755766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2025-12-24T20:28:11.767288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2025-12-24T20:28:11.767546] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2025-12-24T20:28:11.768299] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2025-12-24T20:28:11.768350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:11.768381] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:11.768408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:11.768463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:11.824818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:11.825439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:11.825517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:11.825549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:11.947499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:11.947615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:11.947653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:11.947680] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:11.950763] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: UP (p=51.97%)
[2025-12-24T20:28:11.951019] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2025-12-24T20:28:11.951135] [INFO ] [sig       ] NRIX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:12.107113] [INFO ] [LOCAL     ] Saved forecast: NRIX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NRIX.txt
[2025-12-24T20:28:12.107302] [INFO ] [sig       ] [2264/3551] Completed NRIX in 0.4s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-24T20:28:12.107353] [INFO ] [sig       ] [2265/3551] Forecasting NRK...
[2025-12-24T20:28:12.107392] [INFO ] [sig       ] Generating forecast for: NRK
[2025-12-24T20:28:12.107427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-12-24T20:28:12.121521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2025-12-24T20:28:12.121927] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-12-24T20:28:12.122926] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-12-24T20:28:12.122992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:12.123041] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:12.123077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:12.123136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:12.187035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:12.188013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:12.188103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:12.188137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:12.304202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:12.304358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:12.304400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:12.304428] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:12.307799] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=0.09%)
[2025-12-24T20:28:12.308066] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-12-24T20:28:12.308203] [INFO ] [sig       ] NRK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:12.450311] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NRK.txt
[2025-12-24T20:28:12.450481] [INFO ] [sig       ] [2265/3551] Completed NRK in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.5m
[2025-12-24T20:28:12.450522] [INFO ] [sig       ] [2266/3551] Forecasting NRP...
[2025-12-24T20:28:12.450552] [INFO ] [sig       ] Generating forecast for: NRP
[2025-12-24T20:28:12.450604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-12-24T20:28:12.463011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2025-12-24T20:28:12.463394] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-12-24T20:28:12.464193] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-12-24T20:28:12.464246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:12.464280] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:12.464307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:12.464364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:12.522173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:12.523236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:12.523323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:12.523356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:12.637885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:12.638046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:12.638085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:12.638114] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:12.642083] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2025-12-24T20:28:12.642377] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-12-24T20:28:12.642502] [INFO ] [sig       ] NRP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:12.787593] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NRP.txt
[2025-12-24T20:28:12.787755] [INFO ] [sig       ] [2266/3551] Completed NRP in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-24T20:28:12.787795] [INFO ] [sig       ] [2267/3551] Forecasting NRXP...
[2025-12-24T20:28:12.787825] [INFO ] [sig       ] Generating forecast for: NRXP
[2025-12-24T20:28:12.787855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2025-12-24T20:28:12.802459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2025-12-24T20:28:12.803345] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2025-12-24T20:28:12.804302] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2025-12-24T20:28:12.804358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:12.804432] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:12.804462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:12.804522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:12.864438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:12.865447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:12.865542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:12.865593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:12.989710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:12.989875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:12.989917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:12.989946] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:12.994302] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: UP (p=97.31%)
[2025-12-24T20:28:12.994612] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2025-12-24T20:28:12.994747] [INFO ] [sig       ] NRXP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:13.140233] [INFO ] [LOCAL     ] Saved forecast: NRXP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NRXP.txt
[2025-12-24T20:28:13.140386] [INFO ] [sig       ] [2267/3551] Completed NRXP in 0.4s | 2.88 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-24T20:28:13.140426] [INFO ] [sig       ] [2268/3551] Forecasting NSC...
[2025-12-24T20:28:13.140456] [INFO ] [sig       ] Generating forecast for: NSC
[2025-12-24T20:28:13.140485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-12-24T20:28:13.152454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2025-12-24T20:28:13.152805] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-12-24T20:28:13.153603] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-12-24T20:28:13.153662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:13.153695] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:13.153721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:13.153779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:13.211447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:13.212128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:13.212210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:13.212244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:13.334015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:13.334169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:13.334211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:13.334256] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:13.337665] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: DOWN (p=11.27%)
[2025-12-24T20:28:13.337938] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-12-24T20:28:13.338060] [INFO ] [sig       ] NSC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:13.484408] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NSC.txt
[2025-12-24T20:28:13.484552] [INFO ] [sig       ] [2268/3551] Completed NSC in 0.3s | 2.88 sym/s | Total: 13.1m | ETA: 7.4m
[2025-12-24T20:28:13.484608] [INFO ] [sig       ] [2269/3551] Forecasting NSP...
[2025-12-24T20:28:13.484640] [INFO ] [sig       ] Generating forecast for: NSP
[2025-12-24T20:28:13.484669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-12-24T20:28:13.496922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2025-12-24T20:28:13.497182] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-12-24T20:28:13.497955] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-12-24T20:28:13.498005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:13.498037] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:13.498063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:13.498119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:13.556227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:13.556811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:13.556888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:13.556920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:13.676360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:13.676528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:13.676595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:13.676627] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:13.680394] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: UP (p=67.00%)
[2025-12-24T20:28:13.680691] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-12-24T20:28:13.680829] [INFO ] [sig       ] NSP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:13.822510] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NSP.txt
[2025-12-24T20:28:13.822652] [INFO ] [sig       ] [2269/3551] Completed NSP in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-24T20:28:13.822694] [INFO ] [sig       ] [2270/3551] Forecasting NSSC...
[2025-12-24T20:28:13.822723] [INFO ] [sig       ] Generating forecast for: NSSC
[2025-12-24T20:28:13.822754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2025-12-24T20:28:13.834887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2025-12-24T20:28:13.835354] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2025-12-24T20:28:13.836280] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2025-12-24T20:28:13.836331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:13.836362] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:13.836388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:13.836443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:13.892071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:13.892668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:13.892746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:13.892790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:14.010133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:14.010267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:14.010303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:14.010361] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:14.013601] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: DOWN (p=30.15%)
[2025-12-24T20:28:14.013865] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2025-12-24T20:28:14.013986] [INFO ] [sig       ] NSSC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:14.153385] [INFO ] [LOCAL     ] Saved forecast: NSSC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NSSC.txt
[2025-12-24T20:28:14.153515] [INFO ] [sig       ] [2270/3551] Completed NSSC in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-24T20:28:14.153554] [INFO ] [sig       ] [2271/3551] Forecasting NTAP...
[2025-12-24T20:28:14.153604] [INFO ] [sig       ] Generating forecast for: NTAP
[2025-12-24T20:28:14.153635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2025-12-24T20:28:14.165823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2025-12-24T20:28:14.166133] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2025-12-24T20:28:14.166882] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2025-12-24T20:28:14.166933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:14.166965] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:14.166992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:14.167048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:14.225150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:14.225800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:14.225878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:14.225909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:14.344692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:14.344813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:14.344850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:14.344878] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:14.348062] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2025-12-24T20:28:14.348323] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2025-12-24T20:28:14.348440] [INFO ] [sig       ] NTAP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:14.486789] [INFO ] [LOCAL     ] Saved forecast: NTAP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NTAP.txt
[2025-12-24T20:28:14.486916] [INFO ] [sig       ] [2271/3551] Completed NTAP in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-24T20:28:14.486956] [INFO ] [sig       ] [2272/3551] Forecasting NTB...
[2025-12-24T20:28:14.486985] [INFO ] [sig       ] Generating forecast for: NTB
[2025-12-24T20:28:14.487015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-12-24T20:28:14.497866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2025-12-24T20:28:14.498126] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-12-24T20:28:14.498883] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-12-24T20:28:14.498934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:14.498966] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:14.498993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:14.499060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:14.556099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:14.556756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:14.556835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:14.556867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:14.672228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:14.672317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:14.672351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:14.672380] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:14.675419] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: UP (p=85.30%)
[2025-12-24T20:28:14.675696] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-12-24T20:28:14.675816] [INFO ] [sig       ] NTB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:14.813110] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NTB.txt
[2025-12-24T20:28:14.813233] [INFO ] [sig       ] [2272/3551] Completed NTB in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-24T20:28:14.813271] [INFO ] [sig       ] [2273/3551] Forecasting NTES...
[2025-12-24T20:28:14.813300] [INFO ] [sig       ] Generating forecast for: NTES
[2025-12-24T20:28:14.813330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2025-12-24T20:28:14.824390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2025-12-24T20:28:14.824698] [INFO ] [FORECASTER] Starting predict_future for NTES
[2025-12-24T20:28:14.825419] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2025-12-24T20:28:14.825469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:14.825500] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:14.825527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:14.825603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:14.881169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:14.881877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:14.881958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:14.881990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:15.004024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:15.004406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:15.004447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:15.004475] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:15.008903] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: UP (p=65.78%)
[2025-12-24T20:28:15.009466] [INFO ] [FORECASTER] Completed predict_future for NTES
[2025-12-24T20:28:15.009622] [INFO ] [sig       ] NTES: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:15.151336] [INFO ] [LOCAL     ] Saved forecast: NTES	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NTES.txt
[2025-12-24T20:28:15.151464] [INFO ] [sig       ] [2273/3551] Completed NTES in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-24T20:28:15.151508] [INFO ] [sig       ] [2274/3551] Forecasting NTIC...
[2025-12-24T20:28:15.151537] [INFO ] [sig       ] Generating forecast for: NTIC
[2025-12-24T20:28:15.151567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2025-12-24T20:28:15.162175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2025-12-24T20:28:15.162491] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2025-12-24T20:28:15.163278] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2025-12-24T20:28:15.163330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:15.163365] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:15.163392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:15.163448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:15.219130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:15.219914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:15.219996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:15.220028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:15.325131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:15.325283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:15.325321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:15.325349] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:15.328647] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: UP (p=80.41%)
[2025-12-24T20:28:15.328907] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2025-12-24T20:28:15.329028] [INFO ] [sig       ] NTIC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:15.469426] [INFO ] [LOCAL     ] Saved forecast: NTIC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NTIC.txt
[2025-12-24T20:28:15.469566] [INFO ] [sig       ] [2274/3551] Completed NTIC in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-24T20:28:15.469623] [INFO ] [sig       ] [2275/3551] Forecasting NTLA...
[2025-12-24T20:28:15.469653] [INFO ] [sig       ] Generating forecast for: NTLA
[2025-12-24T20:28:15.469682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2025-12-24T20:28:15.481054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2025-12-24T20:28:15.481320] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2025-12-24T20:28:15.482069] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2025-12-24T20:28:15.482120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:15.482151] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:15.482178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:15.482234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:15.540124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:15.540753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:15.540831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:15.540863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:15.661326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:15.661478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:15.661516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:15.661546] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:15.664839] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: UP (p=62.86%)
[2025-12-24T20:28:15.665098] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2025-12-24T20:28:15.665218] [INFO ] [sig       ] NTLA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:15.809342] [INFO ] [LOCAL     ] Saved forecast: NTLA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NTLA.txt
[2025-12-24T20:28:15.809476] [INFO ] [sig       ] [2275/3551] Completed NTLA in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-24T20:28:15.809514] [INFO ] [sig       ] [2276/3551] Forecasting NTNX...
[2025-12-24T20:28:15.809543] [INFO ] [sig       ] Generating forecast for: NTNX
[2025-12-24T20:28:15.809595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2025-12-24T20:28:15.821041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2025-12-24T20:28:15.821299] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2025-12-24T20:28:15.822049] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2025-12-24T20:28:15.822099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:15.822132] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:15.822158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:15.822216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:15.879606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:15.880392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:15.880476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:15.880509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:16.002375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:16.002530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:16.002585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:16.002617] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:16.005893] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: DOWN (p=11.12%)
[2025-12-24T20:28:16.006155] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2025-12-24T20:28:16.006271] [INFO ] [sig       ] NTNX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:16.143989] [INFO ] [LOCAL     ] Saved forecast: NTNX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NTNX.txt
[2025-12-24T20:28:16.144103] [INFO ] [sig       ] [2276/3551] Completed NTNX in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-24T20:28:16.144141] [INFO ] [sig       ] [2277/3551] Forecasting NTRA...
[2025-12-24T20:28:16.144170] [INFO ] [sig       ] Generating forecast for: NTRA
[2025-12-24T20:28:16.144199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2025-12-24T20:28:16.155243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2025-12-24T20:28:16.155507] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2025-12-24T20:28:16.156453] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2025-12-24T20:28:16.156504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:16.156535] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:16.156562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:16.156643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:16.212156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:16.212790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:16.212895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:16.212928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:16.332940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:16.333095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:16.333135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:16.333164] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:16.336450] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: DOWN (p=0.85%)
[2025-12-24T20:28:16.336733] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2025-12-24T20:28:16.336850] [INFO ] [sig       ] NTRA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:16.479596] [INFO ] [LOCAL     ] Saved forecast: NTRA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NTRA.txt
[2025-12-24T20:28:16.479720] [INFO ] [sig       ] [2277/3551] Completed NTRA in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-24T20:28:16.479760] [INFO ] [sig       ] [2278/3551] Forecasting NTRB...
[2025-12-24T20:28:16.479790] [INFO ] [sig       ] Generating forecast for: NTRB
[2025-12-24T20:28:16.479820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2025-12-24T20:28:16.491916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2025-12-24T20:28:16.492354] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2025-12-24T20:28:16.493113] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2025-12-24T20:28:16.493163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:16.493194] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:16.493221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:16.493277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:16.548832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:16.549430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:16.549509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:16.549540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:16.658817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:16.658925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:16.658965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:16.658995] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:16.662093] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-12-24T20:28:16.662348] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2025-12-24T20:28:16.662464] [INFO ] [sig       ] NTRB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:16.801063] [INFO ] [LOCAL     ] Saved forecast: NTRB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NTRB.txt
[2025-12-24T20:28:16.801184] [INFO ] [sig       ] [2278/3551] Completed NTRB in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-24T20:28:16.801222] [INFO ] [sig       ] [2279/3551] Forecasting NTRS...
[2025-12-24T20:28:16.801253] [INFO ] [sig       ] Generating forecast for: NTRS
[2025-12-24T20:28:16.801282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2025-12-24T20:28:16.812753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2025-12-24T20:28:16.813016] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2025-12-24T20:28:16.813935] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2025-12-24T20:28:16.813987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:16.814019] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:16.814046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:16.814102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:16.870092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:16.870776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:16.870853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:16.870885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:16.985602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:16.985717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:16.985754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:16.985782] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:16.988935] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: UP (p=57.37%)
[2025-12-24T20:28:16.989199] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2025-12-24T20:28:16.989334] [INFO ] [sig       ] NTRS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:17.128713] [INFO ] [LOCAL     ] Saved forecast: NTRS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NTRS.txt
[2025-12-24T20:28:17.128823] [INFO ] [sig       ] [2279/3551] Completed NTRS in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-24T20:28:17.128861] [INFO ] [sig       ] [2280/3551] Forecasting NTRSO...
[2025-12-24T20:28:17.128890] [INFO ] [sig       ] Generating forecast for: NTRSO
[2025-12-24T20:28:17.128919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2025-12-24T20:28:17.139905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2025-12-24T20:28:17.140162] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2025-12-24T20:28:17.140902] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2025-12-24T20:28:17.140953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:17.140985] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:17.141011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:17.141066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:17.197481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:17.198082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:17.198159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:17.198192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:17.317193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:17.317337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:17.317374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:17.317403] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:17.320636] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: UP (p=67.49%)
[2025-12-24T20:28:17.320899] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2025-12-24T20:28:17.321021] [INFO ] [sig       ] NTRSO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:17.460983] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NTRSO.txt
[2025-12-24T20:28:17.461117] [INFO ] [sig       ] [2280/3551] Completed NTRSO in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-24T20:28:17.461157] [INFO ] [sig       ] [2281/3551] Forecasting NUKK...
[2025-12-24T20:28:17.461186] [INFO ] [sig       ] Generating forecast for: NUKK
[2025-12-24T20:28:17.461216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'.
[2025-12-24T20:28:17.472933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUKK'.
[2025-12-24T20:28:17.473184] [INFO ] [FORECASTER] Starting predict_future for NUKK
[2025-12-24T20:28:17.473934] [DEBUG] [LOCAL     ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt
[2025-12-24T20:28:17.473986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:17.474018] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:17.474045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:17.474101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:17.530513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:17.531089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:17.531164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:17.531197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:17.648924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:17.649025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:17.649061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:17.649088] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:17.652181] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: UP (p=61.64%)
[2025-12-24T20:28:17.652437] [INFO ] [FORECASTER] Completed predict_future for NUKK
[2025-12-24T20:28:17.652554] [INFO ] [sig       ] NUKK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:17.791423] [INFO ] [LOCAL     ] Saved forecast: NUKK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NUKK.txt
[2025-12-24T20:28:17.791549] [INFO ] [sig       ] [2281/3551] Completed NUKK in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-24T20:28:17.791605] [INFO ] [sig       ] [2282/3551] Forecasting NUS...
[2025-12-24T20:28:17.791635] [INFO ] [sig       ] Generating forecast for: NUS
[2025-12-24T20:28:17.791665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-12-24T20:28:17.802828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2025-12-24T20:28:17.803088] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-12-24T20:28:17.803839] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-12-24T20:28:17.803890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:17.803921] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:17.803947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:17.804003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:17.859710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:17.860367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:17.860446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:17.860479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:17.980896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:17.981049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:17.981088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:17.981116] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:17.984827] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: DOWN (p=12.32%)
[2025-12-24T20:28:17.985087] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-12-24T20:28:17.985206] [INFO ] [sig       ] NUS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:18.128504] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NUS.txt
[2025-12-24T20:28:18.128649] [INFO ] [sig       ] [2282/3551] Completed NUS in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.4m
[2025-12-24T20:28:18.128690] [INFO ] [sig       ] [2283/3551] Forecasting NUTX...
[2025-12-24T20:28:18.128720] [INFO ] [sig       ] Generating forecast for: NUTX
[2025-12-24T20:28:18.128749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2025-12-24T20:28:18.142416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2025-12-24T20:28:18.142698] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2025-12-24T20:28:18.143605] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2025-12-24T20:28:18.143657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:18.143688] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:18.143715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:18.143770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:18.199728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:18.200334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:18.200411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:18.200443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:18.321969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:18.322087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:18.322124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:18.322152] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:18.325678] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: DOWN (p=5.49%)
[2025-12-24T20:28:18.325939] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2025-12-24T20:28:18.326063] [INFO ] [sig       ] NUTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:18.467486] [INFO ] [LOCAL     ] Saved forecast: NUTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NUTX.txt
[2025-12-24T20:28:18.467627] [INFO ] [sig       ] [2283/3551] Completed NUTX in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-24T20:28:18.467668] [INFO ] [sig       ] [2284/3551] Forecasting NUVB...
[2025-12-24T20:28:18.467697] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-12-24T20:28:18.467726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-12-24T20:28:18.479414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2025-12-24T20:28:18.479693] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-12-24T20:28:18.480442] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-12-24T20:28:18.480519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:18.480552] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:18.480603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:18.480662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:18.537142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:18.537741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:18.537817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:18.537848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:18.659123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:18.659261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:18.659322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:18.659353] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:18.662599] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-12-24T20:28:18.662865] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-12-24T20:28:18.662983] [INFO ] [sig       ] NUVB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:18.800274] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NUVB.txt
[2025-12-24T20:28:18.800392] [INFO ] [sig       ] [2284/3551] Completed NUVB in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-24T20:28:18.800429] [INFO ] [sig       ] [2285/3551] Forecasting NUVL...
[2025-12-24T20:28:18.800459] [INFO ] [sig       ] Generating forecast for: NUVL
[2025-12-24T20:28:18.800489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2025-12-24T20:28:18.811848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2025-12-24T20:28:18.812099] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2025-12-24T20:28:18.812848] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2025-12-24T20:28:18.812908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:18.812940] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:18.812967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:18.813023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:18.870101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:18.870694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:18.870770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:18.870801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:18.992553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:18.992705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:18.992745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:18.992773] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:18.996013] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2025-12-24T20:28:18.996282] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2025-12-24T20:28:18.996400] [INFO ] [sig       ] NUVL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:19.135029] [INFO ] [LOCAL     ] Saved forecast: NUVL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NUVL.txt
[2025-12-24T20:28:19.135159] [INFO ] [sig       ] [2285/3551] Completed NUVL in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-24T20:28:19.135198] [INFO ] [sig       ] [2286/3551] Forecasting NUWE...
[2025-12-24T20:28:19.135228] [INFO ] [sig       ] Generating forecast for: NUWE
[2025-12-24T20:28:19.135259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2025-12-24T20:28:19.146095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2025-12-24T20:28:19.146392] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2025-12-24T20:28:19.147151] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2025-12-24T20:28:19.147203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:19.147235] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:19.147261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:19.147317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:19.203105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:19.203696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:19.203774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:19.203807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:19.319457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:19.319618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:19.319658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:19.319686] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:19.322945] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: DOWN (p=37.06%)
[2025-12-24T20:28:19.323215] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2025-12-24T20:28:19.323331] [INFO ] [sig       ] NUWE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:19.464427] [INFO ] [LOCAL     ] Saved forecast: NUWE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NUWE.txt
[2025-12-24T20:28:19.464533] [INFO ] [sig       ] [2286/3551] Completed NUWE in 0.3s | 2.88 sym/s | Total: 13.2m | ETA: 7.3m
[2025-12-24T20:28:19.464587] [INFO ] [sig       ] [2287/3551] Forecasting NVAX...
[2025-12-24T20:28:19.464620] [INFO ] [sig       ] Generating forecast for: NVAX
[2025-12-24T20:28:19.464650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2025-12-24T20:28:19.475560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2025-12-24T20:28:19.475852] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2025-12-24T20:28:19.476597] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2025-12-24T20:28:19.476649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:19.476681] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:19.476708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:19.476764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:19.532549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:19.533141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:19.533218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:19.533250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:19.650174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:19.650284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:19.650349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:19.650378] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:19.654025] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: UP (p=65.73%)
[2025-12-24T20:28:19.654288] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2025-12-24T20:28:19.654405] [INFO ] [sig       ] NVAX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:19.795759] [INFO ] [LOCAL     ] Saved forecast: NVAX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NVAX.txt
[2025-12-24T20:28:19.795870] [INFO ] [sig       ] [2287/3551] Completed NVAX in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-24T20:28:19.795908] [INFO ] [sig       ] [2288/3551] Forecasting NVD...
[2025-12-24T20:28:19.795938] [INFO ] [sig       ] Generating forecast for: NVD
[2025-12-24T20:28:19.795969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2025-12-24T20:28:19.807655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2025-12-24T20:28:19.807928] [INFO ] [FORECASTER] Starting predict_future for NVD
[2025-12-24T20:28:19.808674] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2025-12-24T20:28:19.808725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:19.808757] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:19.808783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:19.808838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:19.865399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:19.866176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:19.866257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:19.866290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:19.976102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:19.976255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:19.976294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:19.976322] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:19.980027] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: DOWN (p=2.53%)
[2025-12-24T20:28:19.980293] [INFO ] [FORECASTER] Completed predict_future for NVD
[2025-12-24T20:28:19.980412] [INFO ] [sig       ] NVD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:20.121086] [INFO ] [LOCAL     ] Saved forecast: NVD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NVD.txt
[2025-12-24T20:28:20.121261] [INFO ] [sig       ] [2288/3551] Completed NVD in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-24T20:28:20.121302] [INFO ] [sig       ] [2289/3551] Forecasting NVDA...
[2025-12-24T20:28:20.121331] [INFO ] [sig       ] Generating forecast for: NVDA
[2025-12-24T20:28:20.121361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2025-12-24T20:28:20.133422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2025-12-24T20:28:20.133745] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2025-12-24T20:28:20.134485] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2025-12-24T20:28:20.134536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:20.134593] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:20.134625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:20.134681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:20.191216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:20.192014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:20.192091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:20.192123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:20.315138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:20.315269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:20.315306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:20.315334] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:20.318704] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: UP (p=64.70%)
[2025-12-24T20:28:20.318966] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2025-12-24T20:28:20.319085] [INFO ] [sig       ] NVDA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:20.457881] [INFO ] [LOCAL     ] Saved forecast: NVDA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NVDA.txt
[2025-12-24T20:28:20.457997] [INFO ] [sig       ] [2289/3551] Completed NVDA in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-24T20:28:20.458035] [INFO ] [sig       ] [2290/3551] Forecasting NVDD...
[2025-12-24T20:28:20.458065] [INFO ] [sig       ] Generating forecast for: NVDD
[2025-12-24T20:28:20.458094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2025-12-24T20:28:20.469404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2025-12-24T20:28:20.469684] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2025-12-24T20:28:20.470411] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2025-12-24T20:28:20.470462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:20.470493] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:20.470520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:20.470596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:20.525607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:20.526189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:20.526266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:20.526298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:20.647718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:20.647808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:20.647843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:20.647870] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:20.650916] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: DOWN (p=38.05%)
[2025-12-24T20:28:20.651184] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2025-12-24T20:28:20.651300] [INFO ] [sig       ] NVDD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:20.791450] [INFO ] [LOCAL     ] Saved forecast: NVDD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NVDD.txt
[2025-12-24T20:28:20.791557] [INFO ] [sig       ] [2290/3551] Completed NVDD in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-24T20:28:20.791626] [INFO ] [sig       ] [2291/3551] Forecasting NVDL...
[2025-12-24T20:28:20.791695] [INFO ] [sig       ] Generating forecast for: NVDL
[2025-12-24T20:28:20.791727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2025-12-24T20:28:20.806796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2025-12-24T20:28:20.807296] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2025-12-24T20:28:20.808117] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2025-12-24T20:28:20.808168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:20.808201] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:20.808227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:20.808283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:20.867249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:20.868182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:20.868272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:20.868306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:20.997068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:20.997242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:20.997285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:20.997315] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:21.000877] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: DOWN (p=28.75%)
[2025-12-24T20:28:21.001152] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2025-12-24T20:28:21.001279] [INFO ] [sig       ] NVDL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:21.143490] [INFO ] [LOCAL     ] Saved forecast: NVDL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NVDL.txt
[2025-12-24T20:28:21.143657] [INFO ] [sig       ] [2291/3551] Completed NVDL in 0.4s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-24T20:28:21.143699] [INFO ] [sig       ] [2292/3551] Forecasting NVDS...
[2025-12-24T20:28:21.143728] [INFO ] [sig       ] Generating forecast for: NVDS
[2025-12-24T20:28:21.143760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2025-12-24T20:28:21.155315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2025-12-24T20:28:21.155686] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2025-12-24T20:28:21.156440] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2025-12-24T20:28:21.156491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:21.156523] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:21.156549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:21.156629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:21.219985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:21.220908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:21.220995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:21.221030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:21.343559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:21.343764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:21.343807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:21.343835] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:21.347205] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=18.70%)
[2025-12-24T20:28:21.347489] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2025-12-24T20:28:21.347633] [INFO ] [sig       ] NVDS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:21.487655] [INFO ] [LOCAL     ] Saved forecast: NVDS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NVDS.txt
[2025-12-24T20:28:21.487791] [INFO ] [sig       ] [2292/3551] Completed NVDS in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-24T20:28:21.487830] [INFO ] [sig       ] [2293/3551] Forecasting NVEC...
[2025-12-24T20:28:21.487861] [INFO ] [sig       ] Generating forecast for: NVEC
[2025-12-24T20:28:21.487890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2025-12-24T20:28:21.498653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2025-12-24T20:28:21.498948] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2025-12-24T20:28:21.499766] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2025-12-24T20:28:21.499818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:21.499849] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:21.499875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:21.499931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:21.555881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:21.556787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:21.556872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:21.556903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:21.682487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:21.682675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:21.682720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:21.682749] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:21.686188] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: UP (p=89.07%)
[2025-12-24T20:28:21.686501] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2025-12-24T20:28:21.686663] [INFO ] [sig       ] NVEC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:21.851329] [INFO ] [LOCAL     ] Saved forecast: NVEC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NVEC.txt
[2025-12-24T20:28:21.851494] [INFO ] [sig       ] [2293/3551] Completed NVEC in 0.4s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-24T20:28:21.851535] [INFO ] [sig       ] [2294/3551] Forecasting NVG...
[2025-12-24T20:28:21.851584] [INFO ] [sig       ] Generating forecast for: NVG
[2025-12-24T20:28:21.851621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-12-24T20:28:21.863475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2025-12-24T20:28:21.863915] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-12-24T20:28:21.864761] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-12-24T20:28:21.864815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:21.864849] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:21.864877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:21.864980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:21.926211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:21.927109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:21.927196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:21.927230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:22.058469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:22.058641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:22.058683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:22.058713] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:22.062630] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: UP (p=62.07%)
[2025-12-24T20:28:22.062926] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-12-24T20:28:22.063068] [INFO ] [sig       ] NVG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:22.208603] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NVG.txt
[2025-12-24T20:28:22.208755] [INFO ] [sig       ] [2294/3551] Completed NVG in 0.4s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-24T20:28:22.208796] [INFO ] [sig       ] [2295/3551] Forecasting NVGS...
[2025-12-24T20:28:22.208826] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-12-24T20:28:22.208855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-12-24T20:28:22.224882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2025-12-24T20:28:22.225270] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-12-24T20:28:22.226203] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-12-24T20:28:22.226267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:22.226506] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:22.226536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:22.226615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:22.283440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:22.284405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:22.284502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:22.284536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:22.407773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:22.407940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:22.407979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:22.408007] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:22.411440] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-12-24T20:28:22.411752] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-12-24T20:28:22.411882] [INFO ] [sig       ] NVGS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:22.562321] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NVGS.txt
[2025-12-24T20:28:22.562473] [INFO ] [sig       ] [2295/3551] Completed NVGS in 0.4s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-24T20:28:22.562519] [INFO ] [sig       ] [2296/3551] Forecasting NVMI...
[2025-12-24T20:28:22.562553] [INFO ] [sig       ] Generating forecast for: NVMI
[2025-12-24T20:28:22.562602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2025-12-24T20:28:22.574231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2025-12-24T20:28:22.574537] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2025-12-24T20:28:22.575317] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2025-12-24T20:28:22.575370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:22.575413] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:22.575442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:22.575500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:22.634766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:22.635434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:22.635516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:22.635548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:22.759388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:22.759555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:22.759620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:22.759650] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:22.763005] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: DOWN (p=21.82%)
[2025-12-24T20:28:22.763301] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2025-12-24T20:28:22.763432] [INFO ] [sig       ] NVMI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:22.909926] [INFO ] [LOCAL     ] Saved forecast: NVMI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NVMI.txt
[2025-12-24T20:28:22.910054] [INFO ] [sig       ] [2296/3551] Completed NVMI in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-24T20:28:22.910094] [INFO ] [sig       ] [2297/3551] Forecasting NVO...
[2025-12-24T20:28:22.910124] [INFO ] [sig       ] Generating forecast for: NVO
[2025-12-24T20:28:22.910156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-12-24T20:28:22.921541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2025-12-24T20:28:22.921875] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-12-24T20:28:22.922642] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-12-24T20:28:22.922694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:22.922725] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:22.922752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:22.922812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:22.979381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:22.979999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:22.980082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:22.980113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:23.098053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:23.098156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:23.098192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:23.098220] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:23.101678] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: DOWN (p=12.14%)
[2025-12-24T20:28:23.101993] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-12-24T20:28:23.102146] [INFO ] [sig       ] NVO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:23.246889] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NVO.txt
[2025-12-24T20:28:23.247012] [INFO ] [sig       ] [2297/3551] Completed NVO in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-24T20:28:23.247051] [INFO ] [sig       ] [2298/3551] Forecasting NVRI...
[2025-12-24T20:28:23.247080] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-12-24T20:28:23.247109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-12-24T20:28:23.259217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2025-12-24T20:28:23.259542] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-12-24T20:28:23.260391] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-12-24T20:28:23.260445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:23.260476] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:23.260504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:23.260562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:23.317091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:23.317706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:23.317796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:23.317829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:23.439762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:23.439881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:23.439918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:23.439946] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:23.443124] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: DOWN (p=0.09%)
[2025-12-24T20:28:23.443385] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-12-24T20:28:23.443502] [INFO ] [sig       ] NVRI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:23.583349] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NVRI.txt
[2025-12-24T20:28:23.583456] [INFO ] [sig       ] [2298/3551] Completed NVRI in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-24T20:28:23.583494] [INFO ] [sig       ] [2299/3551] Forecasting NVS...
[2025-12-24T20:28:23.583523] [INFO ] [sig       ] Generating forecast for: NVS
[2025-12-24T20:28:23.583553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-12-24T20:28:23.595131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2025-12-24T20:28:23.595419] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-12-24T20:28:23.596408] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-12-24T20:28:23.596461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:23.596492] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:23.596519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:23.596599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:23.654410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:23.655081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:23.655162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:23.655196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:23.777547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:23.777711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:23.777749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:23.777777] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:23.781563] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: UP (p=77.80%)
[2025-12-24T20:28:23.781844] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-12-24T20:28:23.781963] [INFO ] [sig       ] NVS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:23.921020] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NVS.txt
[2025-12-24T20:28:23.921131] [INFO ] [sig       ] [2299/3551] Completed NVS in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.3m
[2025-12-24T20:28:23.921175] [INFO ] [sig       ] [2300/3551] Forecasting NVTS...
[2025-12-24T20:28:23.921206] [INFO ] [sig       ] Generating forecast for: NVTS
[2025-12-24T20:28:23.921235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2025-12-24T20:28:23.933337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2025-12-24T20:28:23.933638] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2025-12-24T20:28:23.934397] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2025-12-24T20:28:23.934449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:23.934480] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:23.934508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:23.934586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:23.994300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:23.994971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:23.995075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:23.995111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:24.105806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:24.105915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:24.105951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:24.105979] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:24.109119] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: DOWN (p=40.61%)
[2025-12-24T20:28:24.109397] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2025-12-24T20:28:24.109517] [INFO ] [sig       ] NVTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:24.248142] [INFO ] [LOCAL     ] Saved forecast: NVTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NVTS.txt
[2025-12-24T20:28:24.248272] [INFO ] [sig       ] [2300/3551] Completed NVTS in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-24T20:28:24.248311] [INFO ] [sig       ] [2301/3551] Forecasting NWBI...
[2025-12-24T20:28:24.248342] [INFO ] [sig       ] Generating forecast for: NWBI
[2025-12-24T20:28:24.248372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2025-12-24T20:28:24.260552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2025-12-24T20:28:24.260915] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2025-12-24T20:28:24.262140] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2025-12-24T20:28:24.262204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:24.262251] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:24.262292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:24.262376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:24.319094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:24.319728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:24.319806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:24.319839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:24.439123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:24.439236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:24.439273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:24.439318] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:24.442726] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: UP (p=62.37%)
[2025-12-24T20:28:24.442992] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2025-12-24T20:28:24.443129] [INFO ] [sig       ] NWBI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:24.582988] [INFO ] [LOCAL     ] Saved forecast: NWBI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NWBI.txt
[2025-12-24T20:28:24.583096] [INFO ] [sig       ] [2301/3551] Completed NWBI in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-24T20:28:24.583134] [INFO ] [sig       ] [2302/3551] Forecasting NWE...
[2025-12-24T20:28:24.583164] [INFO ] [sig       ] Generating forecast for: NWE
[2025-12-24T20:28:24.583193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2025-12-24T20:28:24.595660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2025-12-24T20:28:24.595938] [INFO ] [FORECASTER] Starting predict_future for NWE
[2025-12-24T20:28:24.596960] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2025-12-24T20:28:24.597013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:24.597045] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:24.597071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:24.597127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:24.654829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:24.655414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:24.655492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:24.655524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:24.777988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:24.778140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:24.778182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:24.778212] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:24.781516] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: DOWN (p=35.04%)
[2025-12-24T20:28:24.781798] [INFO ] [FORECASTER] Completed predict_future for NWE
[2025-12-24T20:28:24.781933] [INFO ] [sig       ] NWE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:24.920194] [INFO ] [LOCAL     ] Saved forecast: NWE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NWE.txt
[2025-12-24T20:28:24.920303] [INFO ] [sig       ] [2302/3551] Completed NWE in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-24T20:28:24.920341] [INFO ] [sig       ] [2303/3551] Forecasting NWFL...
[2025-12-24T20:28:24.920369] [INFO ] [sig       ] Generating forecast for: NWFL
[2025-12-24T20:28:24.920399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2025-12-24T20:28:24.931760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2025-12-24T20:28:24.932013] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2025-12-24T20:28:24.932874] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2025-12-24T20:28:24.932925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:24.932957] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:24.932983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:24.933039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:24.988160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:24.988958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:24.989036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:24.989067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:25.095759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:25.095911] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-24T20:28:25.095967] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:25.095997] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:25.099301] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: UP (p=96.71%)
[2025-12-24T20:28:25.099564] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2025-12-24T20:28:25.099704] [INFO ] [sig       ] NWFL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:25.241599] [INFO ] [LOCAL     ] Saved forecast: NWFL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NWFL.txt
[2025-12-24T20:28:25.241723] [INFO ] [sig       ] [2303/3551] Completed NWFL in 0.3s | 2.88 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-24T20:28:25.241760] [INFO ] [sig       ] [2304/3551] Forecasting NWG...
[2025-12-24T20:28:25.241790] [INFO ] [sig       ] Generating forecast for: NWG
[2025-12-24T20:28:25.241819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-12-24T20:28:25.254149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2025-12-24T20:28:25.254551] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-12-24T20:28:25.255543] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-12-24T20:28:25.255614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:25.255647] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:25.255676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:25.255733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:25.317590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:25.318604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:25.318709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:25.318744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:25.444719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:25.444894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:25.444948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:25.444979] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:25.448735] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: UP (p=69.68%)
[2025-12-24T20:28:25.449098] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-12-24T20:28:25.449246] [INFO ] [sig       ] NWG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:25.600784] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NWG.txt
[2025-12-24T20:28:25.600948] [INFO ] [sig       ] [2304/3551] Completed NWG in 0.4s | 2.88 sym/s | Total: 13.3m | ETA: 7.2m
[2025-12-24T20:28:25.600990] [INFO ] [sig       ] [2305/3551] Forecasting NWL...
[2025-12-24T20:28:25.601021] [INFO ] [sig       ] Generating forecast for: NWL
[2025-12-24T20:28:25.601054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2025-12-24T20:28:25.613489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2025-12-24T20:28:25.613884] [INFO ] [FORECASTER] Starting predict_future for NWL
[2025-12-24T20:28:25.614742] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2025-12-24T20:28:25.614797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:25.614830] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:25.614857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:25.614915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:25.675941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:25.676826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:25.676929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:25.676965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:25.803595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:25.803751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:25.803790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:25.803818] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:25.807135] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: DOWN (p=19.68%)
[2025-12-24T20:28:25.807406] [INFO ] [FORECASTER] Completed predict_future for NWL
[2025-12-24T20:28:25.807530] [INFO ] [sig       ] NWL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:25.950867] [INFO ] [LOCAL     ] Saved forecast: NWL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NWL.txt
[2025-12-24T20:28:25.951030] [INFO ] [sig       ] [2305/3551] Completed NWL in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-24T20:28:25.951089] [INFO ] [sig       ] [2306/3551] Forecasting NWPX...
[2025-12-24T20:28:25.951122] [INFO ] [sig       ] Generating forecast for: NWPX
[2025-12-24T20:28:25.951152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2025-12-24T20:28:25.967136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2025-12-24T20:28:25.967762] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2025-12-24T20:28:25.968860] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2025-12-24T20:28:25.968924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:25.968964] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:25.968997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:25.969078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:26.034757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:26.035935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:26.036029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:26.036064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:26.162387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:26.162546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:26.162605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:26.162636] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:26.166239] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: DOWN (p=4.38%)
[2025-12-24T20:28:26.166551] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2025-12-24T20:28:26.166707] [INFO ] [sig       ] NWPX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:26.316424] [INFO ] [LOCAL     ] Saved forecast: NWPX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NWPX.txt
[2025-12-24T20:28:26.316602] [INFO ] [sig       ] [2306/3551] Completed NWPX in 0.4s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-24T20:28:26.316648] [INFO ] [sig       ] [2307/3551] Forecasting NWS...
[2025-12-24T20:28:26.316680] [INFO ] [sig       ] Generating forecast for: NWS
[2025-12-24T20:28:26.316712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2025-12-24T20:28:26.328712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2025-12-24T20:28:26.329024] [INFO ] [FORECASTER] Starting predict_future for NWS
[2025-12-24T20:28:26.329829] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2025-12-24T20:28:26.329884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:26.329929] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:26.329964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:26.330036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:26.390513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:26.391367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:26.391453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:26.391485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:26.515856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:26.516007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:26.516046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:26.516075] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:26.519385] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: DOWN (p=22.19%)
[2025-12-24T20:28:26.519669] [INFO ] [FORECASTER] Completed predict_future for NWS
[2025-12-24T20:28:26.519788] [INFO ] [sig       ] NWS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:26.664909] [INFO ] [LOCAL     ] Saved forecast: NWS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NWS.txt
[2025-12-24T20:28:26.665081] [INFO ] [sig       ] [2307/3551] Completed NWS in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-24T20:28:26.665152] [INFO ] [sig       ] [2308/3551] Forecasting NWSA...
[2025-12-24T20:28:26.665186] [INFO ] [sig       ] Generating forecast for: NWSA
[2025-12-24T20:28:26.665219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2025-12-24T20:28:26.676402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2025-12-24T20:28:26.676702] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2025-12-24T20:28:26.677437] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2025-12-24T20:28:26.677488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:26.677520] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:26.677546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:26.677623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:26.735893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:26.736769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:26.736854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:26.736887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:26.865512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:26.865679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:26.865720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:26.865750] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:26.869090] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: UP (p=78.91%)
[2025-12-24T20:28:26.869404] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2025-12-24T20:28:26.869523] [INFO ] [sig       ] NWSA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:27.017795] [INFO ] [LOCAL     ] Saved forecast: NWSA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NWSA.txt
[2025-12-24T20:28:27.017963] [INFO ] [sig       ] [2308/3551] Completed NWSA in 0.4s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-24T20:28:27.018005] [INFO ] [sig       ] [2309/3551] Forecasting NX...
[2025-12-24T20:28:27.018035] [INFO ] [sig       ] Generating forecast for: NX
[2025-12-24T20:28:27.018066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-12-24T20:28:27.030138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2025-12-24T20:28:27.030516] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-12-24T20:28:27.031303] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-12-24T20:28:27.031355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:27.031387] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:27.031414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:27.031707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:27.089652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:27.090518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:27.090630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:27.090666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:27.213603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:27.213758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:27.213797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:27.213826] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:27.217375] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: UP (p=65.30%)
[2025-12-24T20:28:27.217684] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-12-24T20:28:27.217813] [INFO ] [sig       ] NX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:27.363901] [INFO ] [LOCAL     ] Saved forecast: NX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NX.txt
[2025-12-24T20:28:27.364055] [INFO ] [sig       ] [2309/3551] Completed NX in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-24T20:28:27.364094] [INFO ] [sig       ] [2310/3551] Forecasting NXC...
[2025-12-24T20:28:27.364124] [INFO ] [sig       ] Generating forecast for: NXC
[2025-12-24T20:28:27.364154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-12-24T20:28:27.375200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXC'.
[2025-12-24T20:28:27.375560] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-12-24T20:28:27.376332] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-12-24T20:28:27.376384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:27.376416] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:27.376443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:27.376499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:27.432587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:27.433377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:27.433459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:27.433492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:27.534533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:27.534707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:27.534747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:27.534775] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:27.538104] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-12-24T20:28:27.538386] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-12-24T20:28:27.538509] [INFO ] [sig       ] NXC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:27.679076] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NXC.txt
[2025-12-24T20:28:27.679231] [INFO ] [sig       ] [2310/3551] Completed NXC in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-24T20:28:27.679271] [INFO ] [sig       ] [2311/3551] Forecasting NXE...
[2025-12-24T20:28:27.679327] [INFO ] [sig       ] Generating forecast for: NXE
[2025-12-24T20:28:27.679366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-12-24T20:28:27.690470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2025-12-24T20:28:27.690766] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-12-24T20:28:27.691492] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-12-24T20:28:27.691542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:27.691598] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:27.691628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:27.691708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:27.748050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:27.748898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:27.748989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:27.749023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:27.871201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:27.871355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:27.871395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:27.871424] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:27.874770] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: DOWN (p=9.63%)
[2025-12-24T20:28:27.875036] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-12-24T20:28:27.875156] [INFO ] [sig       ] NXE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:28.018593] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NXE.txt
[2025-12-24T20:28:28.018747] [INFO ] [sig       ] [2311/3551] Completed NXE in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-24T20:28:28.018787] [INFO ] [sig       ] [2312/3551] Forecasting NXG...
[2025-12-24T20:28:28.018818] [INFO ] [sig       ] Generating forecast for: NXG
[2025-12-24T20:28:28.018848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-12-24T20:28:28.030376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2025-12-24T20:28:28.030763] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-12-24T20:28:28.031527] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-12-24T20:28:28.031607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:28.031652] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:28.031688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:28.031748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:28.089266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:28.090130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:28.090215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:28.090249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:28.210285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:28.210438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:28.210481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:28.210511] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:28.213972] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=4.16%)
[2025-12-24T20:28:28.214249] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-12-24T20:28:28.214396] [INFO ] [sig       ] NXG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:28.358381] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NXG.txt
[2025-12-24T20:28:28.358524] [INFO ] [sig       ] [2312/3551] Completed NXG in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-24T20:28:28.358565] [INFO ] [sig       ] [2313/3551] Forecasting NXGL...
[2025-12-24T20:28:28.358622] [INFO ] [sig       ] Generating forecast for: NXGL
[2025-12-24T20:28:28.358653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2025-12-24T20:28:28.370435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2025-12-24T20:28:28.370967] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2025-12-24T20:28:28.371745] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2025-12-24T20:28:28.371797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:28.371828] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:28.371855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:28.371911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:28.434682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:28.435625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:28.435712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:28.435745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:28.558342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:28.558713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:28.558765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:28.558796] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:28.562441] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: UP (p=70.82%)
[2025-12-24T20:28:28.562731] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2025-12-24T20:28:28.562860] [INFO ] [sig       ] NXGL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:28.717393] [INFO ] [LOCAL     ] Saved forecast: NXGL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NXGL.txt
[2025-12-24T20:28:28.717546] [INFO ] [sig       ] [2313/3551] Completed NXGL in 0.4s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-24T20:28:28.717604] [INFO ] [sig       ] [2314/3551] Forecasting NXP...
[2025-12-24T20:28:28.717636] [INFO ] [sig       ] Generating forecast for: NXP
[2025-12-24T20:28:28.717667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-12-24T20:28:28.730235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2025-12-24T20:28:28.730837] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-12-24T20:28:28.731849] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-12-24T20:28:28.731902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:28.731933] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:28.731959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:28.732015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:28.788423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:28.789273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:28.789374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:28.789406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:28.913390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:28.913549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:28.913611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:28.913651] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:28.917504] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: UP (p=65.72%)
[2025-12-24T20:28:28.917874] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-12-24T20:28:28.918012] [INFO ] [sig       ] NXP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:29.067113] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NXP.txt
[2025-12-24T20:28:29.067241] [INFO ] [sig       ] [2314/3551] Completed NXP in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-24T20:28:29.067280] [INFO ] [sig       ] [2315/3551] Forecasting NXPI...
[2025-12-24T20:28:29.067310] [INFO ] [sig       ] Generating forecast for: NXPI
[2025-12-24T20:28:29.067341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'.
[2025-12-24T20:28:29.089429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXPI'.
[2025-12-24T20:28:29.089773] [INFO ] [FORECASTER] Starting predict_future for NXPI
[2025-12-24T20:28:29.090526] [DEBUG] [LOCAL     ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt
[2025-12-24T20:28:29.090594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:29.090627] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:29.090653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:29.090708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:29.146057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:29.146747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:29.146824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:29.146857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:29.273593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:29.273738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:29.273779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:29.273810] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:29.277202] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: DOWN (p=13.01%)
[2025-12-24T20:28:29.277471] [INFO ] [FORECASTER] Completed predict_future for NXPI
[2025-12-24T20:28:29.277621] [INFO ] [sig       ] NXPI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:29.420773] [INFO ] [LOCAL     ] Saved forecast: NXPI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NXPI.txt
[2025-12-24T20:28:29.420940] [INFO ] [sig       ] [2315/3551] Completed NXPI in 0.4s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-24T20:28:29.420982] [INFO ] [sig       ] [2316/3551] Forecasting NYXH...
[2025-12-24T20:28:29.421013] [INFO ] [sig       ] Generating forecast for: NYXH
[2025-12-24T20:28:29.421062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2025-12-24T20:28:29.432331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2025-12-24T20:28:29.432663] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2025-12-24T20:28:29.433427] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2025-12-24T20:28:29.433480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:29.433512] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:29.433541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:29.433626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:29.490412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:29.491387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:29.491472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:29.491504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:29.631279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:29.631435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:29.631476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:29.631505] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:29.635030] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: DOWN (p=48.32%)
[2025-12-24T20:28:29.635354] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2025-12-24T20:28:29.635490] [INFO ] [sig       ] NYXH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:29.775354] [INFO ] [LOCAL     ] Saved forecast: NYXH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/NYXH.txt
[2025-12-24T20:28:29.775487] [INFO ] [sig       ] [2316/3551] Completed NYXH in 0.4s | 2.88 sym/s | Total: 13.4m | ETA: 7.2m
[2025-12-24T20:28:29.775525] [INFO ] [sig       ] [2317/3551] Forecasting NZF...
[2025-12-24T20:28:29.775555] [INFO ] [sig       ] Generating forecast for: NZF
[2025-12-24T20:28:29.775603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-12-24T20:28:29.788404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2025-12-24T20:28:29.788740] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-12-24T20:28:29.789502] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-12-24T20:28:29.789553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:29.789602] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:29.789631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:29.789687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:29.846262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:29.847045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:29.847127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:29.847160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:29.968009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:29.968159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:29.968200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:29.968228] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:29.971842] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: UP (p=94.77%)
[2025-12-24T20:28:29.972109] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-12-24T20:28:29.972231] [INFO ] [sig       ] NZF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:30.115885] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/NZF.txt
[2025-12-24T20:28:30.116030] [INFO ] [sig       ] [2317/3551] Completed NZF in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-24T20:28:30.116070] [INFO ] [sig       ] [2318/3551] Forecasting OABI...
[2025-12-24T20:28:30.116101] [INFO ] [sig       ] Generating forecast for: OABI
[2025-12-24T20:28:30.116131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2025-12-24T20:28:30.128599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2025-12-24T20:28:30.128949] [INFO ] [FORECASTER] Starting predict_future for OABI
[2025-12-24T20:28:30.129737] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2025-12-24T20:28:30.129789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:30.129820] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:30.129846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:30.129902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:30.190044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:30.190925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:30.191028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:30.191063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:30.316920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:30.317090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:30.317133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:30.317162] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:30.321019] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: UP (p=71.46%)
[2025-12-24T20:28:30.321305] [INFO ] [FORECASTER] Completed predict_future for OABI
[2025-12-24T20:28:30.321438] [INFO ] [sig       ] OABI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:30.465670] [INFO ] [LOCAL     ] Saved forecast: OABI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OABI.txt
[2025-12-24T20:28:30.465814] [INFO ] [sig       ] [2318/3551] Completed OABI in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-24T20:28:30.465857] [INFO ] [sig       ] [2319/3551] Forecasting OBDC...
[2025-12-24T20:28:30.465889] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-12-24T20:28:30.465921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-12-24T20:28:30.479310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2025-12-24T20:28:30.479713] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-12-24T20:28:30.480565] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-12-24T20:28:30.480651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:30.480698] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:30.480741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:30.480813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:30.540260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:30.541079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:30.541163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:30.541198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:30.662149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:30.662302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:30.662342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:30.662371] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:30.665670] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: DOWN (p=3.91%)
[2025-12-24T20:28:30.665940] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-12-24T20:28:30.666068] [INFO ] [sig       ] OBDC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:30.809747] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OBDC.txt
[2025-12-24T20:28:30.809880] [INFO ] [sig       ] [2319/3551] Completed OBDC in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-24T20:28:30.809920] [INFO ] [sig       ] [2320/3551] Forecasting OBIL...
[2025-12-24T20:28:30.809949] [INFO ] [sig       ] Generating forecast for: OBIL
[2025-12-24T20:28:30.809978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2025-12-24T20:28:30.821302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2025-12-24T20:28:30.821557] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2025-12-24T20:28:30.822318] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2025-12-24T20:28:30.822380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:30.822413] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:30.822440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:30.822495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:30.878273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:30.879026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:30.879104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:30.879136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:30.987562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:30.987671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:30.987706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:30.987733] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:30.990732] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-12-24T20:28:30.990986] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2025-12-24T20:28:30.991101] [INFO ] [sig       ] OBIL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:31.146929] [INFO ] [LOCAL     ] Saved forecast: OBIL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OBIL.txt
[2025-12-24T20:28:31.147083] [INFO ] [sig       ] [2320/3551] Completed OBIL in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-24T20:28:31.147123] [INFO ] [sig       ] [2321/3551] Forecasting OBIO...
[2025-12-24T20:28:31.147152] [INFO ] [sig       ] Generating forecast for: OBIO
[2025-12-24T20:28:31.147181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2025-12-24T20:28:31.159308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2025-12-24T20:28:31.159700] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2025-12-24T20:28:31.160464] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2025-12-24T20:28:31.160516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:31.160548] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:31.160598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:31.160659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:31.218945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:31.219827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:31.219910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:31.219971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:31.336416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:31.336595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:31.336636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:31.336667] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:31.340381] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: UP (p=58.33%)
[2025-12-24T20:28:31.340887] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2025-12-24T20:28:31.341022] [INFO ] [sig       ] OBIO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:31.483900] [INFO ] [LOCAL     ] Saved forecast: OBIO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OBIO.txt
[2025-12-24T20:28:31.484023] [INFO ] [sig       ] [2321/3551] Completed OBIO in 0.3s | 2.88 sym/s | Total: 13.4m | ETA: 7.1m
[2025-12-24T20:28:31.484062] [INFO ] [sig       ] [2322/3551] Forecasting OBK...
[2025-12-24T20:28:31.484091] [INFO ] [sig       ] Generating forecast for: OBK
[2025-12-24T20:28:31.484121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-12-24T20:28:31.495555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2025-12-24T20:28:31.495826] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-12-24T20:28:31.496555] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-12-24T20:28:31.496626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:31.496659] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:31.496686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:31.496743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:31.553151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:31.553753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:31.553831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:31.553862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:31.674799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:31.674945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:31.674984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:31.675012] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:31.678642] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: UP (p=68.59%)
[2025-12-24T20:28:31.678908] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-12-24T20:28:31.679028] [INFO ] [sig       ] OBK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:31.819350] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OBK.txt
[2025-12-24T20:28:31.819458] [INFO ] [sig       ] [2322/3551] Completed OBK in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-24T20:28:31.819496] [INFO ] [sig       ] [2323/3551] Forecasting OC...
[2025-12-24T20:28:31.819525] [INFO ] [sig       ] Generating forecast for: OC
[2025-12-24T20:28:31.819554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-12-24T20:28:31.830998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2025-12-24T20:28:31.831282] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-12-24T20:28:31.832036] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-12-24T20:28:31.832087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:31.832118] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:31.832145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:31.832201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:31.888185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:31.888967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:31.889045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:31.889076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:32.010305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:32.010430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:32.010466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:32.010495] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:32.013878] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: DOWN (p=14.88%)
[2025-12-24T20:28:32.014140] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-12-24T20:28:32.014260] [INFO ] [sig       ] OC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:32.154188] [INFO ] [LOCAL     ] Saved forecast: OC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OC.txt
[2025-12-24T20:28:32.154316] [INFO ] [sig       ] [2323/3551] Completed OC in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-24T20:28:32.154361] [INFO ] [sig       ] [2324/3551] Forecasting OCCI...
[2025-12-24T20:28:32.154392] [INFO ] [sig       ] Generating forecast for: OCCI
[2025-12-24T20:28:32.154421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2025-12-24T20:28:32.166077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2025-12-24T20:28:32.166333] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2025-12-24T20:28:32.167076] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2025-12-24T20:28:32.167127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:32.167159] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:32.167185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:32.167242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:32.223288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:32.224113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:32.224196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:32.224227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:32.343177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:32.343335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:32.343376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:32.343403] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:32.347101] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: DOWN (p=23.42%)
[2025-12-24T20:28:32.347366] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2025-12-24T20:28:32.347489] [INFO ] [sig       ] OCCI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:32.493881] [INFO ] [LOCAL     ] Saved forecast: OCCI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OCCI.txt
[2025-12-24T20:28:32.494055] [INFO ] [sig       ] [2324/3551] Completed OCCI in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-24T20:28:32.494098] [INFO ] [sig       ] [2325/3551] Forecasting OCFC...
[2025-12-24T20:28:32.494127] [INFO ] [sig       ] Generating forecast for: OCFC
[2025-12-24T20:28:32.494156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2025-12-24T20:28:32.506721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2025-12-24T20:28:32.507018] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2025-12-24T20:28:32.507787] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2025-12-24T20:28:32.507842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:32.507873] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:32.507900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:32.507956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:32.566476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:32.567137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:32.567217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:32.567249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:32.688296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:32.688456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:32.688494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:32.688522] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:32.692002] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: DOWN (p=22.65%)
[2025-12-24T20:28:32.692284] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2025-12-24T20:28:32.692409] [INFO ] [sig       ] OCFC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:32.833665] [INFO ] [LOCAL     ] Saved forecast: OCFC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OCFC.txt
[2025-12-24T20:28:32.833805] [INFO ] [sig       ] [2325/3551] Completed OCFC in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-24T20:28:32.833848] [INFO ] [sig       ] [2326/3551] Forecasting OCGN...
[2025-12-24T20:28:32.833877] [INFO ] [sig       ] Generating forecast for: OCGN
[2025-12-24T20:28:32.833907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2025-12-24T20:28:32.845192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2025-12-24T20:28:32.845741] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2025-12-24T20:28:32.846502] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2025-12-24T20:28:32.846555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:32.846611] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:32.846639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:32.846695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:32.902699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:32.903492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:32.903592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:32.903628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:33.023842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:33.023996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:33.024035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:33.024063] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:33.027368] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: DOWN (p=15.18%)
[2025-12-24T20:28:33.027797] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2025-12-24T20:28:33.027922] [INFO ] [sig       ] OCGN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:33.169412] [INFO ] [LOCAL     ] Saved forecast: OCGN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OCGN.txt
[2025-12-24T20:28:33.169542] [INFO ] [sig       ] [2326/3551] Completed OCGN in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-24T20:28:33.169599] [INFO ] [sig       ] [2327/3551] Forecasting OCSL...
[2025-12-24T20:28:33.169630] [INFO ] [sig       ] Generating forecast for: OCSL
[2025-12-24T20:28:33.169659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2025-12-24T20:28:33.181240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2025-12-24T20:28:33.181529] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2025-12-24T20:28:33.182292] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2025-12-24T20:28:33.182343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:33.182375] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:33.182401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:33.182458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:33.240263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:33.240937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:33.241015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:33.241047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:33.378111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:33.378304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:33.378376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:33.378408] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:33.382541] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: UP (p=60.26%)
[2025-12-24T20:28:33.382950] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2025-12-24T20:28:33.383098] [INFO ] [sig       ] OCSL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:33.526117] [INFO ] [LOCAL     ] Saved forecast: OCSL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OCSL.txt
[2025-12-24T20:28:33.526297] [INFO ] [sig       ] [2327/3551] Completed OCSL in 0.4s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-24T20:28:33.526340] [INFO ] [sig       ] [2328/3551] Forecasting OCUL...
[2025-12-24T20:28:33.526375] [INFO ] [sig       ] Generating forecast for: OCUL
[2025-12-24T20:28:33.526427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2025-12-24T20:28:33.538306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2025-12-24T20:28:33.538737] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2025-12-24T20:28:33.539562] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2025-12-24T20:28:33.539634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:33.539701] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:33.539730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:33.539806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:33.595918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:33.596825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:33.596912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:33.596946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:33.721459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:33.721642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:33.721700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:33.721737] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:33.725501] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: DOWN (p=39.26%)
[2025-12-24T20:28:33.725827] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2025-12-24T20:28:33.726006] [INFO ] [sig       ] OCUL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:33.875318] [INFO ] [LOCAL     ] Saved forecast: OCUL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OCUL.txt
[2025-12-24T20:28:33.875468] [INFO ] [sig       ] [2328/3551] Completed OCUL in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-24T20:28:33.875511] [INFO ] [sig       ] [2329/3551] Forecasting ODC...
[2025-12-24T20:28:33.875543] [INFO ] [sig       ] Generating forecast for: ODC
[2025-12-24T20:28:33.875593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-12-24T20:28:33.888638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2025-12-24T20:28:33.888992] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-12-24T20:28:33.889810] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-12-24T20:28:33.889874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:33.889912] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:33.889941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:33.889998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:33.948910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:33.949831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:33.949919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:33.949954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:34.078629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:34.078790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:34.078838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:34.078871] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:34.082938] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: DOWN (p=11.65%)
[2025-12-24T20:28:34.083247] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-12-24T20:28:34.083380] [INFO ] [sig       ] ODC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:34.228010] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ODC.txt
[2025-12-24T20:28:34.228175] [INFO ] [sig       ] [2329/3551] Completed ODC in 0.4s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-24T20:28:34.228216] [INFO ] [sig       ] [2330/3551] Forecasting ODD...
[2025-12-24T20:28:34.228246] [INFO ] [sig       ] Generating forecast for: ODD
[2025-12-24T20:28:34.228277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2025-12-24T20:28:34.239957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2025-12-24T20:28:34.240287] [INFO ] [FORECASTER] Starting predict_future for ODD
[2025-12-24T20:28:34.241076] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2025-12-24T20:28:34.241128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:34.241160] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:34.241187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:34.241243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:34.297159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:34.298034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:34.298118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:34.298150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:34.420728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:34.420907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:34.420957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:34.420993] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:34.424769] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: UP (p=57.18%)
[2025-12-24T20:28:34.425080] [INFO ] [FORECASTER] Completed predict_future for ODD
[2025-12-24T20:28:34.425232] [INFO ] [sig       ] ODD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:34.566642] [INFO ] [LOCAL     ] Saved forecast: ODD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ODD.txt
[2025-12-24T20:28:34.566781] [INFO ] [sig       ] [2330/3551] Completed ODD in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-24T20:28:34.566821] [INFO ] [sig       ] [2331/3551] Forecasting ODFL...
[2025-12-24T20:28:34.566851] [INFO ] [sig       ] Generating forecast for: ODFL
[2025-12-24T20:28:34.566881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2025-12-24T20:28:34.578896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2025-12-24T20:28:34.579240] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2025-12-24T20:28:34.580033] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2025-12-24T20:28:34.580085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:34.580126] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:34.580153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:34.580207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:34.648425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:34.649398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:34.649500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:34.649534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:34.774929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:34.775086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:34.775127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:34.775189] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:34.778523] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: DOWN (p=26.90%)
[2025-12-24T20:28:34.778809] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2025-12-24T20:28:34.778932] [INFO ] [sig       ] ODFL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:34.922591] [INFO ] [LOCAL     ] Saved forecast: ODFL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ODFL.txt
[2025-12-24T20:28:34.922734] [INFO ] [sig       ] [2331/3551] Completed ODFL in 0.4s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-24T20:28:34.922776] [INFO ] [sig       ] [2332/3551] Forecasting OEC...
[2025-12-24T20:28:34.922805] [INFO ] [sig       ] Generating forecast for: OEC
[2025-12-24T20:28:34.922836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-12-24T20:28:34.935336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2025-12-24T20:28:34.935754] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-12-24T20:28:34.936512] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-12-24T20:28:34.936565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:34.936618] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:34.936646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:34.936707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:34.992280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:34.992919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:34.992999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:34.993031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:35.112257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:35.112421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:35.112462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:35.112491] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:35.115898] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: DOWN (p=7.87%)
[2025-12-24T20:28:35.116166] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-12-24T20:28:35.116288] [INFO ] [sig       ] OEC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:35.257372] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OEC.txt
[2025-12-24T20:28:35.257508] [INFO ] [sig       ] [2332/3551] Completed OEC in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-24T20:28:35.257548] [INFO ] [sig       ] [2333/3551] Forecasting OESX...
[2025-12-24T20:28:35.257597] [INFO ] [sig       ] Generating forecast for: OESX
[2025-12-24T20:28:35.257630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2025-12-24T20:28:35.269222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2025-12-24T20:28:35.269543] [INFO ] [FORECASTER] Starting predict_future for OESX
[2025-12-24T20:28:35.270294] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2025-12-24T20:28:35.270346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:35.270384] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:35.270417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:35.270486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:35.327688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:35.328266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:35.328342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:35.328373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:35.443829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:35.443980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:35.444018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:35.444048] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:35.447338] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: UP (p=69.61%)
[2025-12-24T20:28:35.447645] [INFO ] [FORECASTER] Completed predict_future for OESX
[2025-12-24T20:28:35.447768] [INFO ] [sig       ] OESX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:35.587722] [INFO ] [LOCAL     ] Saved forecast: OESX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OESX.txt
[2025-12-24T20:28:35.587848] [INFO ] [sig       ] [2333/3551] Completed OESX in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.1m
[2025-12-24T20:28:35.587887] [INFO ] [sig       ] [2334/3551] Forecasting OFG...
[2025-12-24T20:28:35.587916] [INFO ] [sig       ] Generating forecast for: OFG
[2025-12-24T20:28:35.587946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-12-24T20:28:35.602417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2025-12-24T20:28:35.602941] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-12-24T20:28:35.603823] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-12-24T20:28:35.603879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:35.603912] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:35.603940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:35.603996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:35.661271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:35.662315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:35.662424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:35.662456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:35.789754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:35.789948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:35.789993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:35.790021] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:35.793865] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: DOWN (p=9.52%)
[2025-12-24T20:28:35.794140] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-12-24T20:28:35.794263] [INFO ] [sig       ] OFG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:35.938438] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OFG.txt
[2025-12-24T20:28:35.938600] [INFO ] [sig       ] [2334/3551] Completed OFG in 0.4s | 2.88 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-24T20:28:35.938642] [INFO ] [sig       ] [2335/3551] Forecasting OFIX...
[2025-12-24T20:28:35.938687] [INFO ] [sig       ] Generating forecast for: OFIX
[2025-12-24T20:28:35.938719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2025-12-24T20:28:35.951093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2025-12-24T20:28:35.951392] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2025-12-24T20:28:35.952381] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2025-12-24T20:28:35.952433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:35.952463] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:35.952489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:35.952544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:36.009299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:36.010161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:36.010270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:36.010304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:36.141118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:36.141272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:36.141314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:36.141343] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:36.144697] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: UP (p=67.91%)
[2025-12-24T20:28:36.144965] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2025-12-24T20:28:36.145087] [INFO ] [sig       ] OFIX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:36.284201] [INFO ] [LOCAL     ] Saved forecast: OFIX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OFIX.txt
[2025-12-24T20:28:36.284325] [INFO ] [sig       ] [2335/3551] Completed OFIX in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-24T20:28:36.284364] [INFO ] [sig       ] [2336/3551] Forecasting OFLX...
[2025-12-24T20:28:36.284394] [INFO ] [sig       ] Generating forecast for: OFLX
[2025-12-24T20:28:36.284424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2025-12-24T20:28:36.296001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2025-12-24T20:28:36.296276] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2025-12-24T20:28:36.297035] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2025-12-24T20:28:36.297087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:36.297119] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:36.297146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:36.297202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:36.352808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:36.353451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:36.353530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:36.353563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:36.486799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:36.486987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:36.487031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:36.487060] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:36.491382] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: UP (p=91.15%)
[2025-12-24T20:28:36.491792] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2025-12-24T20:28:36.491937] [INFO ] [sig       ] OFLX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:36.635250] [INFO ] [LOCAL     ] Saved forecast: OFLX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OFLX.txt
[2025-12-24T20:28:36.635427] [INFO ] [sig       ] [2336/3551] Completed OFLX in 0.4s | 2.88 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-24T20:28:36.635476] [INFO ] [sig       ] [2337/3551] Forecasting OFS...
[2025-12-24T20:28:36.635507] [INFO ] [sig       ] Generating forecast for: OFS
[2025-12-24T20:28:36.635538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2025-12-24T20:28:36.648379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2025-12-24T20:28:36.648990] [INFO ] [FORECASTER] Starting predict_future for OFS
[2025-12-24T20:28:36.650001] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2025-12-24T20:28:36.650055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:36.650087] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:36.650114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:36.650171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:36.710160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:36.711055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:36.711138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:36.711171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:36.830533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:36.830905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:36.830945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:36.830974] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:36.834367] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: UP (p=76.30%)
[2025-12-24T20:28:36.834685] [INFO ] [FORECASTER] Completed predict_future for OFS
[2025-12-24T20:28:36.834813] [INFO ] [sig       ] OFS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:36.975484] [INFO ] [LOCAL     ] Saved forecast: OFS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OFS.txt
[2025-12-24T20:28:36.975658] [INFO ] [sig       ] [2337/3551] Completed OFS in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-24T20:28:36.975719] [INFO ] [sig       ] [2338/3551] Forecasting OGE...
[2025-12-24T20:28:36.975750] [INFO ] [sig       ] Generating forecast for: OGE
[2025-12-24T20:28:36.975780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-12-24T20:28:36.987302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2025-12-24T20:28:36.987626] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-12-24T20:28:36.988359] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-12-24T20:28:36.988409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:36.988467] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:36.988496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:36.988553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:37.045891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:37.046770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:37.046885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:37.046919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:37.169154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:37.169329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:37.169370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:37.169420] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:37.173179] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: DOWN (p=15.70%)
[2025-12-24T20:28:37.173439] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-12-24T20:28:37.173563] [INFO ] [sig       ] OGE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:37.321133] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OGE.txt
[2025-12-24T20:28:37.321291] [INFO ] [sig       ] [2338/3551] Completed OGE in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-24T20:28:37.321330] [INFO ] [sig       ] [2339/3551] Forecasting OGI...
[2025-12-24T20:28:37.321360] [INFO ] [sig       ] Generating forecast for: OGI
[2025-12-24T20:28:37.321390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2025-12-24T20:28:37.333868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2025-12-24T20:28:37.334175] [INFO ] [FORECASTER] Starting predict_future for OGI
[2025-12-24T20:28:37.335125] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2025-12-24T20:28:37.335177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:37.335209] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:37.335236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:37.335292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:37.393139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:37.394047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:37.394143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:37.394175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:37.519094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:37.519250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:37.519309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:37.519338] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:37.522651] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: DOWN (p=24.54%)
[2025-12-24T20:28:37.522915] [INFO ] [FORECASTER] Completed predict_future for OGI
[2025-12-24T20:28:37.523034] [INFO ] [sig       ] OGI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:37.667255] [INFO ] [LOCAL     ] Saved forecast: OGI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OGI.txt
[2025-12-24T20:28:37.667410] [INFO ] [sig       ] [2339/3551] Completed OGI in 0.3s | 2.88 sym/s | Total: 13.5m | ETA: 7.0m
[2025-12-24T20:28:37.667454] [INFO ] [sig       ] [2340/3551] Forecasting OGN...
[2025-12-24T20:28:37.667490] [INFO ] [sig       ] Generating forecast for: OGN
[2025-12-24T20:28:37.667526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-12-24T20:28:37.679947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2025-12-24T20:28:37.680337] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-12-24T20:28:37.681170] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-12-24T20:28:37.681224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:37.681255] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:37.681282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:37.681338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:37.739294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:37.740148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:37.740239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:37.740288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:37.867958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:37.868117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:37.868157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:37.868187] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:37.872301] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: UP (p=93.00%)
[2025-12-24T20:28:37.872631] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-12-24T20:28:37.872757] [INFO ] [sig       ] OGN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:38.016193] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OGN.txt
[2025-12-24T20:28:38.016353] [INFO ] [sig       ] [2340/3551] Completed OGN in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-24T20:28:38.016392] [INFO ] [sig       ] [2341/3551] Forecasting OHI...
[2025-12-24T20:28:38.016421] [INFO ] [sig       ] Generating forecast for: OHI
[2025-12-24T20:28:38.016451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-12-24T20:28:38.028203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2025-12-24T20:28:38.028602] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-12-24T20:28:38.029383] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-12-24T20:28:38.029435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:38.029466] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:38.029492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:38.029552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:38.090354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:38.091239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:38.091326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:38.091360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:38.210281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:38.210433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:38.210474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:38.210504] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:38.213946] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2025-12-24T20:28:38.214269] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-12-24T20:28:38.214408] [INFO ] [sig       ] OHI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:38.355221] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OHI.txt
[2025-12-24T20:28:38.355397] [INFO ] [sig       ] [2341/3551] Completed OHI in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-24T20:28:38.355437] [INFO ] [sig       ] [2342/3551] Forecasting OI...
[2025-12-24T20:28:38.355469] [INFO ] [sig       ] Generating forecast for: OI
[2025-12-24T20:28:38.355502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-12-24T20:28:38.367300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2025-12-24T20:28:38.367705] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-12-24T20:28:38.368467] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-12-24T20:28:38.368520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:38.368552] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:38.368599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:38.368881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:38.425540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:38.426372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:38.426456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:38.426488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:38.549826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:38.549983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:38.550022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:38.550051] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:38.553402] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: UP (p=94.84%)
[2025-12-24T20:28:38.553912] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-12-24T20:28:38.554037] [INFO ] [sig       ] OI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:38.698236] [INFO ] [LOCAL     ] Saved forecast: OI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OI.txt
[2025-12-24T20:28:38.698389] [INFO ] [sig       ] [2342/3551] Completed OI in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-24T20:28:38.698430] [INFO ] [sig       ] [2343/3551] Forecasting OIA...
[2025-12-24T20:28:38.698461] [INFO ] [sig       ] Generating forecast for: OIA
[2025-12-24T20:28:38.698491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-12-24T20:28:38.710248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2025-12-24T20:28:38.710531] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-12-24T20:28:38.711487] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-12-24T20:28:38.711537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:38.711598] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:38.711630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:38.711686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:38.767389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:38.768099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:38.768180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:38.768212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:38.888591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:38.888747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:38.888786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:38.888815] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:38.892412] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: DOWN (p=40.97%)
[2025-12-24T20:28:38.892919] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-12-24T20:28:38.893046] [INFO ] [sig       ] OIA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:39.032629] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OIA.txt
[2025-12-24T20:28:39.032768] [INFO ] [sig       ] [2343/3551] Completed OIA in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-24T20:28:39.032807] [INFO ] [sig       ] [2344/3551] Forecasting OII...
[2025-12-24T20:28:39.032837] [INFO ] [sig       ] Generating forecast for: OII
[2025-12-24T20:28:39.032866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-12-24T20:28:39.044313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2025-12-24T20:28:39.044628] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-12-24T20:28:39.045364] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-12-24T20:28:39.045426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:39.045459] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:39.045487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:39.045546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:39.102231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:39.103084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:39.103163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:39.103194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:39.220969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:39.221121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:39.221159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:39.221188] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:39.224468] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: DOWN (p=20.30%)
[2025-12-24T20:28:39.224751] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-12-24T20:28:39.224874] [INFO ] [sig       ] OII: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:39.363446] [INFO ] [LOCAL     ] Saved forecast: OII	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OII.txt
[2025-12-24T20:28:39.363592] [INFO ] [sig       ] [2344/3551] Completed OII in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-24T20:28:39.363632] [INFO ] [sig       ] [2345/3551] Forecasting OIS...
[2025-12-24T20:28:39.363848] [INFO ] [sig       ] Generating forecast for: OIS
[2025-12-24T20:28:39.363878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-12-24T20:28:39.374843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2025-12-24T20:28:39.375142] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-12-24T20:28:39.375898] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-12-24T20:28:39.375949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:39.376004] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:39.376032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:39.376089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:39.431996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:39.432648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:39.432726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:39.432758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:39.557536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:39.557708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:39.557750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:39.557780] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:39.561957] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: DOWN (p=11.53%)
[2025-12-24T20:28:39.562258] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-12-24T20:28:39.562393] [INFO ] [sig       ] OIS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:39.708777] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OIS.txt
[2025-12-24T20:28:39.708941] [INFO ] [sig       ] [2345/3551] Completed OIS in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-24T20:28:39.708981] [INFO ] [sig       ] [2346/3551] Forecasting OKE...
[2025-12-24T20:28:39.709011] [INFO ] [sig       ] Generating forecast for: OKE
[2025-12-24T20:28:39.709040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-12-24T20:28:39.721305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2025-12-24T20:28:39.721982] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-12-24T20:28:39.723009] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-12-24T20:28:39.723061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:39.723093] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:39.723118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:39.723173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:39.780595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:39.781448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:39.781537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:39.781588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:39.912823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:39.912978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:39.913023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:39.913055] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:39.916846] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: UP (p=99.70%)
[2025-12-24T20:28:39.917124] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-12-24T20:28:39.917252] [INFO ] [sig       ] OKE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:40.069411] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OKE.txt
[2025-12-24T20:28:40.069604] [INFO ] [sig       ] [2346/3551] Completed OKE in 0.4s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-24T20:28:40.069657] [INFO ] [sig       ] [2347/3551] Forecasting OKTA...
[2025-12-24T20:28:40.069695] [INFO ] [sig       ] Generating forecast for: OKTA
[2025-12-24T20:28:40.069736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2025-12-24T20:28:40.082462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2025-12-24T20:28:40.082932] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2025-12-24T20:28:40.083861] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2025-12-24T20:28:40.083927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:40.083966] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:40.083994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:40.084060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:40.166195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:40.167089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:40.167183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:40.167218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:40.294794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:40.294944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:40.294984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:40.295014] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:40.298473] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: DOWN (p=28.81%)
[2025-12-24T20:28:40.298759] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2025-12-24T20:28:40.298881] [INFO ] [sig       ] OKTA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:40.439726] [INFO ] [LOCAL     ] Saved forecast: OKTA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OKTA.txt
[2025-12-24T20:28:40.439895] [INFO ] [sig       ] [2347/3551] Completed OKTA in 0.4s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-24T20:28:40.439937] [INFO ] [sig       ] [2348/3551] Forecasting OKYO...
[2025-12-24T20:28:40.439969] [INFO ] [sig       ] Generating forecast for: OKYO
[2025-12-24T20:28:40.440004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2025-12-24T20:28:40.455217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2025-12-24T20:28:40.455564] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2025-12-24T20:28:40.456387] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2025-12-24T20:28:40.456441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:40.456475] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:40.456503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:40.456559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:40.515374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:40.516070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:40.516152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:40.516186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:40.636790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:40.636959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:40.637000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:40.637060] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:40.640437] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: DOWN (p=4.27%)
[2025-12-24T20:28:40.640732] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2025-12-24T20:28:40.640854] [INFO ] [sig       ] OKYO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:40.784062] [INFO ] [LOCAL     ] Saved forecast: OKYO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OKYO.txt
[2025-12-24T20:28:40.784184] [INFO ] [sig       ] [2348/3551] Completed OKYO in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-24T20:28:40.784224] [INFO ] [sig       ] [2349/3551] Forecasting OLED...
[2025-12-24T20:28:40.784254] [INFO ] [sig       ] Generating forecast for: OLED
[2025-12-24T20:28:40.784283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2025-12-24T20:28:40.797262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2025-12-24T20:28:40.797604] [INFO ] [FORECASTER] Starting predict_future for OLED
[2025-12-24T20:28:40.798570] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2025-12-24T20:28:40.798651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:40.798683] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:40.798710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:40.798767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:40.858895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:40.859684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:40.859766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:40.859800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:40.982817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:40.982966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:40.983005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:40.983035] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:40.986433] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: UP (p=52.22%)
[2025-12-24T20:28:40.986745] [INFO ] [FORECASTER] Completed predict_future for OLED
[2025-12-24T20:28:40.986877] [INFO ] [sig       ] OLED: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:41.130810] [INFO ] [LOCAL     ] Saved forecast: OLED	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OLED.txt
[2025-12-24T20:28:41.130944] [INFO ] [sig       ] [2349/3551] Completed OLED in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-24T20:28:41.130994] [INFO ] [sig       ] [2350/3551] Forecasting OLLI...
[2025-12-24T20:28:41.131028] [INFO ] [sig       ] Generating forecast for: OLLI
[2025-12-24T20:28:41.131058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2025-12-24T20:28:41.143381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2025-12-24T20:28:41.143733] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2025-12-24T20:28:41.144752] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2025-12-24T20:28:41.144805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:41.144838] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:41.144866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:41.144923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:41.203903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:41.204628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:41.204709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:41.204743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:41.329386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:41.329562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:41.329619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:41.329650] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:41.333211] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: DOWN (p=19.72%)
[2025-12-24T20:28:41.333495] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2025-12-24T20:28:41.333647] [INFO ] [sig       ] OLLI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:41.475922] [INFO ] [LOCAL     ] Saved forecast: OLLI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OLLI.txt
[2025-12-24T20:28:41.476046] [INFO ] [sig       ] [2350/3551] Completed OLLI in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-24T20:28:41.476086] [INFO ] [sig       ] [2351/3551] Forecasting OLMA...
[2025-12-24T20:28:41.476115] [INFO ] [sig       ] Generating forecast for: OLMA
[2025-12-24T20:28:41.476145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2025-12-24T20:28:41.488047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2025-12-24T20:28:41.488356] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2025-12-24T20:28:41.489378] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2025-12-24T20:28:41.489432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:41.489464] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:41.489491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:41.489547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:41.550400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:41.551186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:41.551271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:41.551306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:41.677618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:41.677781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:41.677822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:41.677851] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:41.681209] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2025-12-24T20:28:41.681476] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2025-12-24T20:28:41.681616] [INFO ] [sig       ] OLMA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:41.824182] [INFO ] [LOCAL     ] Saved forecast: OLMA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OLMA.txt
[2025-12-24T20:28:41.824321] [INFO ] [sig       ] [2351/3551] Completed OLMA in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 7.0m
[2025-12-24T20:28:41.824364] [INFO ] [sig       ] [2352/3551] Forecasting OLN...
[2025-12-24T20:28:41.824395] [INFO ] [sig       ] Generating forecast for: OLN
[2025-12-24T20:28:41.824426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-12-24T20:28:41.835511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2025-12-24T20:28:41.835819] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-12-24T20:28:41.836595] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-12-24T20:28:41.836649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:41.836682] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:41.836711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:41.836789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:41.894606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:41.895202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:41.895282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:41.895315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:42.012805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:42.012952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:42.012992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:42.013021] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:42.016378] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: UP (p=86.33%)
[2025-12-24T20:28:42.016671] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-12-24T20:28:42.016804] [INFO ] [sig       ] OLN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:42.159361] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OLN.txt
[2025-12-24T20:28:42.159497] [INFO ] [sig       ] [2352/3551] Completed OLN in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-24T20:28:42.159538] [INFO ] [sig       ] [2353/3551] Forecasting OLP...
[2025-12-24T20:28:42.159566] [INFO ] [sig       ] Generating forecast for: OLP
[2025-12-24T20:28:42.159613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-12-24T20:28:42.170983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2025-12-24T20:28:42.171259] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-12-24T20:28:42.172217] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-12-24T20:28:42.172268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:42.172299] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:42.172325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:42.172381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:42.232413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:42.233240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:42.233321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:42.233354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:42.350318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:42.350467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:42.350545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:42.350602] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:42.353998] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: DOWN (p=34.77%)
[2025-12-24T20:28:42.354263] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-12-24T20:28:42.354385] [INFO ] [sig       ] OLP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:42.495061] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OLP.txt
[2025-12-24T20:28:42.495203] [INFO ] [sig       ] [2353/3551] Completed OLP in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-24T20:28:42.495241] [INFO ] [sig       ] [2354/3551] Forecasting OLPX...
[2025-12-24T20:28:42.495272] [INFO ] [sig       ] Generating forecast for: OLPX
[2025-12-24T20:28:42.495302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2025-12-24T20:28:42.507146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2025-12-24T20:28:42.507428] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2025-12-24T20:28:42.508179] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2025-12-24T20:28:42.508230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:42.508261] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:42.508288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:42.508347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:42.565427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:42.566208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:42.566288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:42.566321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:42.689073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:42.689223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:42.689262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:42.689312] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:42.692639] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: DOWN (p=13.43%)
[2025-12-24T20:28:42.692901] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2025-12-24T20:28:42.693023] [INFO ] [sig       ] OLPX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:42.832205] [INFO ] [LOCAL     ] Saved forecast: OLPX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OLPX.txt
[2025-12-24T20:28:42.832341] [INFO ] [sig       ] [2354/3551] Completed OLPX in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-24T20:28:42.832380] [INFO ] [sig       ] [2355/3551] Forecasting OM...
[2025-12-24T20:28:42.832409] [INFO ] [sig       ] Generating forecast for: OM
[2025-12-24T20:28:42.832439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2025-12-24T20:28:42.843769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2025-12-24T20:28:42.844049] [INFO ] [FORECASTER] Starting predict_future for OM
[2025-12-24T20:28:42.844809] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2025-12-24T20:28:42.844861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:42.844902] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:42.844931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:42.844986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:42.901181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:42.901815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:42.901917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:42.901951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:43.022382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:43.022538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:43.022597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:43.022630] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:43.025940] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: DOWN (p=12.27%)
[2025-12-24T20:28:43.026210] [INFO ] [FORECASTER] Completed predict_future for OM
[2025-12-24T20:28:43.026332] [INFO ] [sig       ] OM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:43.166305] [INFO ] [LOCAL     ] Saved forecast: OM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OM.txt
[2025-12-24T20:28:43.166432] [INFO ] [sig       ] [2355/3551] Completed OM in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-24T20:28:43.166471] [INFO ] [sig       ] [2356/3551] Forecasting OMAB...
[2025-12-24T20:28:43.166501] [INFO ] [sig       ] Generating forecast for: OMAB
[2025-12-24T20:28:43.166532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2025-12-24T20:28:43.178614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2025-12-24T20:28:43.178894] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2025-12-24T20:28:43.179767] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2025-12-24T20:28:43.179822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:43.179855] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:43.179884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:43.179942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:43.235780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:43.236400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:43.236477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:43.236510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:43.355958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:43.356089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:43.356127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:43.356155] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:43.359365] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: DOWN (p=38.71%)
[2025-12-24T20:28:43.359669] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2025-12-24T20:28:43.359805] [INFO ] [sig       ] OMAB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:43.501684] [INFO ] [LOCAL     ] Saved forecast: OMAB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OMAB.txt
[2025-12-24T20:28:43.501830] [INFO ] [sig       ] [2356/3551] Completed OMAB in 0.3s | 2.88 sym/s | Total: 13.6m | ETA: 6.9m
[2025-12-24T20:28:43.501869] [INFO ] [sig       ] [2357/3551] Forecasting OMC...
[2025-12-24T20:28:43.501899] [INFO ] [sig       ] Generating forecast for: OMC
[2025-12-24T20:28:43.501930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-12-24T20:28:43.514194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2025-12-24T20:28:43.514486] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-12-24T20:28:43.515233] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-12-24T20:28:43.515285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:43.515316] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:43.515343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:43.515398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:43.573585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:43.574529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:43.574630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:43.574664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:43.695128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:43.695274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:43.695313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:43.695342] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:43.698780] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: DOWN (p=10.07%)
[2025-12-24T20:28:43.699042] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-12-24T20:28:43.699160] [INFO ] [sig       ] OMC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:43.894320] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OMC.txt
[2025-12-24T20:28:43.894454] [INFO ] [sig       ] [2357/3551] Completed OMC in 0.4s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-24T20:28:43.894493] [INFO ] [sig       ] [2358/3551] Forecasting OMCL...
[2025-12-24T20:28:43.894524] [INFO ] [sig       ] Generating forecast for: OMCL
[2025-12-24T20:28:43.894553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2025-12-24T20:28:43.905907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2025-12-24T20:28:43.906198] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2025-12-24T20:28:43.906961] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2025-12-24T20:28:43.907013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:43.907045] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:43.907072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:43.907133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:43.965653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:43.966261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:43.966341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:43.966374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:44.093828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:44.093981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:44.094020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:44.094052] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:44.097457] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: DOWN (p=10.05%)
[2025-12-24T20:28:44.097751] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2025-12-24T20:28:44.098072] [INFO ] [sig       ] OMCL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:44.241250] [INFO ] [LOCAL     ] Saved forecast: OMCL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OMCL.txt
[2025-12-24T20:28:44.241405] [INFO ] [sig       ] [2358/3551] Completed OMCL in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-24T20:28:44.241475] [INFO ] [sig       ] [2359/3551] Forecasting OMEX...
[2025-12-24T20:28:44.241507] [INFO ] [sig       ] Generating forecast for: OMEX
[2025-12-24T20:28:44.241537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2025-12-24T20:28:44.253550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2025-12-24T20:28:44.253842] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2025-12-24T20:28:44.254648] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2025-12-24T20:28:44.254701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:44.254733] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:44.254759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:44.254814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:44.314856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:44.315633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:44.315714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:44.315748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:44.441759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:44.441937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:44.441980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:44.442009] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:44.445358] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: UP (p=91.33%)
[2025-12-24T20:28:44.445639] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2025-12-24T20:28:44.445760] [INFO ] [sig       ] OMEX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:44.587729] [INFO ] [LOCAL     ] Saved forecast: OMEX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OMEX.txt
[2025-12-24T20:28:44.587858] [INFO ] [sig       ] [2359/3551] Completed OMEX in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-24T20:28:44.587896] [INFO ] [sig       ] [2360/3551] Forecasting OMF...
[2025-12-24T20:28:44.587926] [INFO ] [sig       ] Generating forecast for: OMF
[2025-12-24T20:28:44.587956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-12-24T20:28:44.600641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2025-12-24T20:28:44.600978] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-12-24T20:28:44.601757] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-12-24T20:28:44.601810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:44.601844] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:44.601873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:44.602115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:44.661817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:44.662517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:44.662611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:44.662647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:44.788563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:44.788727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:44.788767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:44.788797] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:44.792383] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=45.62%)
[2025-12-24T20:28:44.792677] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-12-24T20:28:44.792823] [INFO ] [sig       ] OMF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:44.933819] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OMF.txt
[2025-12-24T20:28:44.933951] [INFO ] [sig       ] [2360/3551] Completed OMF in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-24T20:28:44.933990] [INFO ] [sig       ] [2361/3551] Forecasting OMI...
[2025-12-24T20:28:44.934019] [INFO ] [sig       ] Generating forecast for: OMI
[2025-12-24T20:28:44.934048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-12-24T20:28:44.945821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMI'.
[2025-12-24T20:28:44.946299] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-12-24T20:28:44.947059] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-12-24T20:28:44.947111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:44.947143] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:44.947169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:44.947225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:45.005178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:45.006159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:45.006259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:45.006299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:45.129458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:45.129626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:45.129676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:45.129713] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:45.133350] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: DOWN (p=49.59%)
[2025-12-24T20:28:45.133650] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-12-24T20:28:45.133804] [INFO ] [sig       ] OMI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:45.280653] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OMI.txt
[2025-12-24T20:28:45.280797] [INFO ] [sig       ] [2361/3551] Completed OMI in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-24T20:28:45.280835] [INFO ] [sig       ] [2362/3551] Forecasting ON...
[2025-12-24T20:28:45.280866] [INFO ] [sig       ] Generating forecast for: ON
[2025-12-24T20:28:45.280897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2025-12-24T20:28:45.293197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2025-12-24T20:28:45.293484] [INFO ] [FORECASTER] Starting predict_future for ON
[2025-12-24T20:28:45.294239] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2025-12-24T20:28:45.294294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:45.294350] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:45.294377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:45.294439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:45.352003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:45.352689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:45.352775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:45.352810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:45.478962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:45.479113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:45.479157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:45.479214] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:45.482667] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: DOWN (p=9.06%)
[2025-12-24T20:28:45.482931] [INFO ] [FORECASTER] Completed predict_future for ON
[2025-12-24T20:28:45.483053] [INFO ] [sig       ] ON: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:45.622756] [INFO ] [LOCAL     ] Saved forecast: ON	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ON.txt
[2025-12-24T20:28:45.622884] [INFO ] [sig       ] [2362/3551] Completed ON in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-24T20:28:45.622924] [INFO ] [sig       ] [2363/3551] Forecasting ONB...
[2025-12-24T20:28:45.622953] [INFO ] [sig       ] Generating forecast for: ONB
[2025-12-24T20:28:45.622983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2025-12-24T20:28:45.635007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2025-12-24T20:28:45.635286] [INFO ] [FORECASTER] Starting predict_future for ONB
[2025-12-24T20:28:45.636035] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2025-12-24T20:28:45.636086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:45.636117] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:45.636143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:45.636198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:45.692920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:45.693497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:45.693589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:45.693623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:45.811834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:45.812173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:45.812213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:45.812241] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:45.815712] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: UP (p=86.08%)
[2025-12-24T20:28:45.815973] [INFO ] [FORECASTER] Completed predict_future for ONB
[2025-12-24T20:28:45.816094] [INFO ] [sig       ] ONB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:45.957889] [INFO ] [LOCAL     ] Saved forecast: ONB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ONB.txt
[2025-12-24T20:28:45.958047] [INFO ] [sig       ] [2363/3551] Completed ONB in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-24T20:28:45.958087] [INFO ] [sig       ] [2364/3551] Forecasting ONCO...
[2025-12-24T20:28:45.958116] [INFO ] [sig       ] Generating forecast for: ONCO
[2025-12-24T20:28:45.958146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2025-12-24T20:28:45.972928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2025-12-24T20:28:45.973414] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2025-12-24T20:28:45.974306] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2025-12-24T20:28:45.974361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:45.974394] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:45.974420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:45.974475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:46.039400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:46.040618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:46.040728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:46.040801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:46.172387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:46.172545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:46.172603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:46.172634] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:46.175936] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: DOWN (p=44.09%)
[2025-12-24T20:28:46.176200] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2025-12-24T20:28:46.176322] [INFO ] [sig       ] ONCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:46.319270] [INFO ] [LOCAL     ] Saved forecast: ONCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ONCO.txt
[2025-12-24T20:28:46.319454] [INFO ] [sig       ] [2364/3551] Completed ONCO in 0.4s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-24T20:28:46.319493] [INFO ] [sig       ] [2365/3551] Forecasting ONDS...
[2025-12-24T20:28:46.319523] [INFO ] [sig       ] Generating forecast for: ONDS
[2025-12-24T20:28:46.319554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2025-12-24T20:28:46.331554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2025-12-24T20:28:46.331946] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2025-12-24T20:28:46.332762] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2025-12-24T20:28:46.332826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:46.332860] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:46.332886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:46.332942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:46.391198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:46.392041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:46.392125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:46.392158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:46.513881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:46.514028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:46.514069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:46.514130] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:46.517460] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: DOWN (p=47.18%)
[2025-12-24T20:28:46.517768] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2025-12-24T20:28:46.517900] [INFO ] [sig       ] ONDS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:46.658757] [INFO ] [LOCAL     ] Saved forecast: ONDS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ONDS.txt
[2025-12-24T20:28:46.658882] [INFO ] [sig       ] [2365/3551] Completed ONDS in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-24T20:28:46.658922] [INFO ] [sig       ] [2366/3551] Forecasting ONEQ...
[2025-12-24T20:28:46.658952] [INFO ] [sig       ] Generating forecast for: ONEQ
[2025-12-24T20:28:46.658983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2025-12-24T20:28:46.669737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2025-12-24T20:28:46.670029] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2025-12-24T20:28:46.670804] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2025-12-24T20:28:46.670864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:46.670895] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:46.670931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:46.670988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:46.731162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:46.732021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:46.732102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:46.732134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:46.853790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:46.853937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:46.853977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:46.854005] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:46.857282] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: UP (p=93.23%)
[2025-12-24T20:28:46.857553] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2025-12-24T20:28:46.857692] [INFO ] [sig       ] ONEQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:47.001287] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ONEQ.txt
[2025-12-24T20:28:47.001439] [INFO ] [sig       ] [2366/3551] Completed ONEQ in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-24T20:28:47.001479] [INFO ] [sig       ] [2367/3551] Forecasting ONL...
[2025-12-24T20:28:47.001508] [INFO ] [sig       ] Generating forecast for: ONL
[2025-12-24T20:28:47.001538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-12-24T20:28:47.013184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2025-12-24T20:28:47.013562] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-12-24T20:28:47.014347] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-12-24T20:28:47.014400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:47.014432] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:47.014460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:47.014518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:47.072969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:47.073877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:47.073966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:47.073999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:47.205590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:47.205751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:47.205792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:47.205821] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:47.209544] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: DOWN (p=9.73%)
[2025-12-24T20:28:47.209953] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-12-24T20:28:47.210123] [INFO ] [sig       ] ONL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:47.366217] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ONL.txt
[2025-12-24T20:28:47.366417] [INFO ] [sig       ] [2367/3551] Completed ONL in 0.4s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-24T20:28:47.366481] [INFO ] [sig       ] [2368/3551] Forecasting ONON...
[2025-12-24T20:28:47.366518] [INFO ] [sig       ] Generating forecast for: ONON
[2025-12-24T20:28:47.366551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-12-24T20:28:47.379836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2025-12-24T20:28:47.380289] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-12-24T20:28:47.381173] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-12-24T20:28:47.381227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:47.381259] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:47.381285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:47.381342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:47.445173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:47.446147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:47.446241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:47.446274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:47.588407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:47.588635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:47.588700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:47.588755] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:47.594279] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: UP (p=54.27%)
[2025-12-24T20:28:47.594788] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-12-24T20:28:47.594992] [INFO ] [sig       ] ONON: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:47.810136] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ONON.txt
[2025-12-24T20:28:47.810369] [INFO ] [sig       ] [2368/3551] Completed ONON in 0.4s | 2.88 sym/s | Total: 13.7m | ETA: 6.9m
[2025-12-24T20:28:47.810432] [INFO ] [sig       ] [2369/3551] Forecasting ONTF...
[2025-12-24T20:28:47.810479] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-12-24T20:28:47.810529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-12-24T20:28:47.828292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2025-12-24T20:28:47.828827] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-12-24T20:28:47.830055] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-12-24T20:28:47.830132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:47.830186] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:47.830233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:47.830329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:47.914301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:47.915274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:47.915365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:47.915400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:48.064257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:48.064456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:48.064518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:48.064561] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:48.070055] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: DOWN (p=17.98%)
[2025-12-24T20:28:48.070610] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-12-24T20:28:48.070831] [INFO ] [sig       ] ONTF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:48.260336] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ONTF.txt
[2025-12-24T20:28:48.260542] [INFO ] [sig       ] [2369/3551] Completed ONTF in 0.5s | 2.88 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-24T20:28:48.260620] [INFO ] [sig       ] [2370/3551] Forecasting ONTO...
[2025-12-24T20:28:48.260671] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-12-24T20:28:48.260730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-12-24T20:28:48.274375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2025-12-24T20:28:48.274901] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-12-24T20:28:48.275976] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-12-24T20:28:48.276040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:48.276086] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:48.276127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:48.276208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:48.334599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:48.335539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:48.335654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:48.335690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:48.467288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:48.467482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:48.467541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:48.467606] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:48.472707] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: UP (p=89.21%)
[2025-12-24T20:28:48.473162] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-12-24T20:28:48.473353] [INFO ] [sig       ] ONTO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:48.638875] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ONTO.txt
[2025-12-24T20:28:48.639035] [INFO ] [sig       ] [2370/3551] Completed ONTO in 0.4s | 2.88 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-24T20:28:48.639078] [INFO ] [sig       ] [2371/3551] Forecasting OOMA...
[2025-12-24T20:28:48.639109] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-12-24T20:28:48.639139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-12-24T20:28:48.650959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2025-12-24T20:28:48.651343] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-12-24T20:28:48.652152] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-12-24T20:28:48.652205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:48.652237] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:48.652265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:48.652322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:48.709061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:48.710178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:48.710272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:48.710306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:48.830333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:48.830488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:48.830529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:48.830558] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:48.834134] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=9.64%)
[2025-12-24T20:28:48.834407] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-12-24T20:28:48.834526] [INFO ] [sig       ] OOMA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:48.973781] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OOMA.txt
[2025-12-24T20:28:48.974115] [INFO ] [sig       ] [2371/3551] Completed OOMA in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-24T20:28:48.974155] [INFO ] [sig       ] [2372/3551] Forecasting OPAD...
[2025-12-24T20:28:48.974185] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-12-24T20:28:48.974214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-12-24T20:28:48.986122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAD'.
[2025-12-24T20:28:48.986444] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-12-24T20:28:48.987204] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-12-24T20:28:48.987256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:48.987288] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:48.987315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:48.987370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:49.043878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:49.044509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:49.044629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:49.044664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:49.167401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:49.167551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:49.167607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:49.167638] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:49.171323] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2025-12-24T20:28:49.171652] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-12-24T20:28:49.171778] [INFO ] [sig       ] OPAD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:49.313458] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OPAD.txt
[2025-12-24T20:28:49.313613] [INFO ] [sig       ] [2372/3551] Completed OPAD in 0.3s | 2.88 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-24T20:28:49.313656] [INFO ] [sig       ] [2373/3551] Forecasting OPAL...
[2025-12-24T20:28:49.313686] [INFO ] [sig       ] Generating forecast for: OPAL
[2025-12-24T20:28:49.313715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2025-12-24T20:28:49.325992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2025-12-24T20:28:49.326333] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2025-12-24T20:28:49.327129] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2025-12-24T20:28:49.327182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:49.327215] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:49.327243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:49.327301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:49.384618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:49.385487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:49.385604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:49.385642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:49.511274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:49.511438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:49.511478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:49.511509] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:49.515049] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: UP (p=75.30%)
[2025-12-24T20:28:49.515354] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2025-12-24T20:28:49.515487] [INFO ] [sig       ] OPAL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:49.666236] [INFO ] [LOCAL     ] Saved forecast: OPAL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OPAL.txt
[2025-12-24T20:28:49.666388] [INFO ] [sig       ] [2373/3551] Completed OPAL in 0.4s | 2.88 sym/s | Total: 13.7m | ETA: 6.8m
[2025-12-24T20:28:49.666427] [INFO ] [sig       ] [2374/3551] Forecasting OPBK...
[2025-12-24T20:28:49.666457] [INFO ] [sig       ] Generating forecast for: OPBK
[2025-12-24T20:28:49.666487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2025-12-24T20:28:49.677563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2025-12-24T20:28:49.677884] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2025-12-24T20:28:49.678700] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2025-12-24T20:28:49.678754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:49.678786] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:49.678814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:49.678870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:49.741551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:49.742430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:49.742521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:49.742555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:49.867483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:49.867651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:49.867694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:49.867724] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:49.871197] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: DOWN (p=3.62%)
[2025-12-24T20:28:49.871472] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2025-12-24T20:28:49.871610] [INFO ] [sig       ] OPBK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:50.023872] [INFO ] [LOCAL     ] Saved forecast: OPBK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OPBK.txt
[2025-12-24T20:28:50.024063] [INFO ] [sig       ] [2374/3551] Completed OPBK in 0.4s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-24T20:28:50.024119] [INFO ] [sig       ] [2375/3551] Forecasting OPCH...
[2025-12-24T20:28:50.024159] [INFO ] [sig       ] Generating forecast for: OPCH
[2025-12-24T20:28:50.024201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2025-12-24T20:28:50.036351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2025-12-24T20:28:50.036888] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2025-12-24T20:28:50.037874] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2025-12-24T20:28:50.037927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:50.037962] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:50.037992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:50.038048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:50.102483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:50.103378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:50.103472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:50.103518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:50.228454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:50.228616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:50.228659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:50.228688] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:50.232570] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: DOWN (p=0.51%)
[2025-12-24T20:28:50.232853] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2025-12-24T20:28:50.233165] [INFO ] [sig       ] OPCH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:50.390465] [INFO ] [LOCAL     ] Saved forecast: OPCH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OPCH.txt
[2025-12-24T20:28:50.390675] [INFO ] [sig       ] [2375/3551] Completed OPCH in 0.4s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-24T20:28:50.390723] [INFO ] [sig       ] [2376/3551] Forecasting OPEN...
[2025-12-24T20:28:50.390759] [INFO ] [sig       ] Generating forecast for: OPEN
[2025-12-24T20:28:50.390806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2025-12-24T20:28:50.402701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2025-12-24T20:28:50.403037] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2025-12-24T20:28:50.403857] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2025-12-24T20:28:50.403912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:50.403944] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:50.403969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:50.404025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:50.466494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:50.467427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:50.467528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:50.467570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:50.605892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:50.606050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:50.606091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:50.606122] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:50.609700] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: DOWN (p=25.03%)
[2025-12-24T20:28:50.610007] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2025-12-24T20:28:50.610142] [INFO ] [sig       ] OPEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:50.769060] [INFO ] [LOCAL     ] Saved forecast: OPEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OPEN.txt
[2025-12-24T20:28:50.769215] [INFO ] [sig       ] [2376/3551] Completed OPEN in 0.4s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-24T20:28:50.769257] [INFO ] [sig       ] [2377/3551] Forecasting OPFI...
[2025-12-24T20:28:50.769304] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-12-24T20:28:50.769338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-12-24T20:28:50.781681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2025-12-24T20:28:50.782232] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-12-24T20:28:50.783074] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-12-24T20:28:50.783128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:50.783160] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:50.783186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:50.783253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:50.847393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:50.848315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:50.848429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:50.848466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:50.980532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:50.980707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:50.980755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:50.980791] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:50.984505] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: UP (p=90.46%)
[2025-12-24T20:28:50.984828] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-12-24T20:28:50.984963] [INFO ] [sig       ] OPFI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:51.142658] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OPFI.txt
[2025-12-24T20:28:51.142842] [INFO ] [sig       ] [2377/3551] Completed OPFI in 0.4s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-24T20:28:51.142891] [INFO ] [sig       ] [2378/3551] Forecasting OPK...
[2025-12-24T20:28:51.142934] [INFO ] [sig       ] Generating forecast for: OPK
[2025-12-24T20:28:51.142979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2025-12-24T20:28:51.154814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2025-12-24T20:28:51.155195] [INFO ] [FORECASTER] Starting predict_future for OPK
[2025-12-24T20:28:51.156030] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2025-12-24T20:28:51.156085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:51.156119] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:51.156148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:51.156206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:51.221035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:51.221956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:51.222043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:51.222077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:51.346335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:51.346493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:51.346533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:51.346564] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:51.350375] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: UP (p=73.27%)
[2025-12-24T20:28:51.350698] [INFO ] [FORECASTER] Completed predict_future for OPK
[2025-12-24T20:28:51.350838] [INFO ] [sig       ] OPK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:51.497718] [INFO ] [LOCAL     ] Saved forecast: OPK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OPK.txt
[2025-12-24T20:28:51.497876] [INFO ] [sig       ] [2378/3551] Completed OPK in 0.4s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-24T20:28:51.497917] [INFO ] [sig       ] [2379/3551] Forecasting OPP...
[2025-12-24T20:28:51.497947] [INFO ] [sig       ] Generating forecast for: OPP
[2025-12-24T20:28:51.497978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-12-24T20:28:51.510226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2025-12-24T20:28:51.510552] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-12-24T20:28:51.511325] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-12-24T20:28:51.511388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:51.511448] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:51.511477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:51.511534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:51.571109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:51.572126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:51.572209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:51.572242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:51.692621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:51.692771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:51.692811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:51.692840] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:51.696503] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=66.88%)
[2025-12-24T20:28:51.696794] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-12-24T20:28:51.696916] [INFO ] [sig       ] OPP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:51.838771] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OPP.txt
[2025-12-24T20:28:51.838912] [INFO ] [sig       ] [2379/3551] Completed OPP in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-24T20:28:51.838951] [INFO ] [sig       ] [2380/3551] Forecasting OPRA...
[2025-12-24T20:28:51.838980] [INFO ] [sig       ] Generating forecast for: OPRA
[2025-12-24T20:28:51.839010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2025-12-24T20:28:51.851232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2025-12-24T20:28:51.851562] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2025-12-24T20:28:51.852351] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2025-12-24T20:28:51.852406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:51.852438] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:51.852464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:51.852519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:51.911140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:51.911854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:51.911935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:51.911968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:52.032221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:52.032371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:52.032410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:52.032438] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:52.035755] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: DOWN (p=43.12%)
[2025-12-24T20:28:52.036034] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2025-12-24T20:28:52.036157] [INFO ] [sig       ] OPRA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:52.176859] [INFO ] [LOCAL     ] Saved forecast: OPRA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OPRA.txt
[2025-12-24T20:28:52.177193] [INFO ] [sig       ] [2380/3551] Completed OPRA in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-24T20:28:52.177233] [INFO ] [sig       ] [2381/3551] Forecasting OPRX...
[2025-12-24T20:28:52.177263] [INFO ] [sig       ] Generating forecast for: OPRX
[2025-12-24T20:28:52.177293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'.
[2025-12-24T20:28:52.189479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRX'.
[2025-12-24T20:28:52.189889] [INFO ] [FORECASTER] Starting predict_future for OPRX
[2025-12-24T20:28:52.190751] [DEBUG] [LOCAL     ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt
[2025-12-24T20:28:52.190814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:52.190854] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:52.190888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:52.190958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:52.254756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:52.255669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:52.255755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:52.255790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:52.376544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:52.376709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:52.376748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:52.376776] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:52.380090] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: DOWN (p=24.93%)
[2025-12-24T20:28:52.380357] [INFO ] [FORECASTER] Completed predict_future for OPRX
[2025-12-24T20:28:52.380482] [INFO ] [sig       ] OPRX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:52.527934] [INFO ] [LOCAL     ] Saved forecast: OPRX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OPRX.txt
[2025-12-24T20:28:52.528263] [INFO ] [sig       ] [2381/3551] Completed OPRX in 0.4s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-24T20:28:52.528305] [INFO ] [sig       ] [2382/3551] Forecasting OPTX...
[2025-12-24T20:28:52.528337] [INFO ] [sig       ] Generating forecast for: OPTX
[2025-12-24T20:28:52.528369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2025-12-24T20:28:52.542085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2025-12-24T20:28:52.542450] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2025-12-24T20:28:52.543394] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2025-12-24T20:28:52.543447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:52.543480] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:52.543509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:52.543616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:52.603544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:52.604385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:52.604473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:52.604508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:52.734388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:52.734537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:52.734595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:52.734657] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:52.738854] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: UP (p=81.95%)
[2025-12-24T20:28:52.739349] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2025-12-24T20:28:52.739507] [INFO ] [sig       ] OPTX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:52.879932] [INFO ] [LOCAL     ] Saved forecast: OPTX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OPTX.txt
[2025-12-24T20:28:52.880081] [INFO ] [sig       ] [2382/3551] Completed OPTX in 0.4s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-24T20:28:52.880122] [INFO ] [sig       ] [2383/3551] Forecasting OPXS...
[2025-12-24T20:28:52.880151] [INFO ] [sig       ] Generating forecast for: OPXS
[2025-12-24T20:28:52.880181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2025-12-24T20:28:52.892420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2025-12-24T20:28:52.892781] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2025-12-24T20:28:52.893643] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2025-12-24T20:28:52.893699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:52.893731] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:52.893758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:52.893815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:52.948918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:52.949628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:52.949708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:52.949740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:53.068541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:53.068707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:53.068747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:53.068777] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:53.072137] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: UP (p=72.98%)
[2025-12-24T20:28:53.072405] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2025-12-24T20:28:53.072525] [INFO ] [sig       ] OPXS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:53.212689] [INFO ] [LOCAL     ] Saved forecast: OPXS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OPXS.txt
[2025-12-24T20:28:53.212843] [INFO ] [sig       ] [2383/3551] Completed OPXS in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-24T20:28:53.212883] [INFO ] [sig       ] [2384/3551] Forecasting ORA...
[2025-12-24T20:28:53.212915] [INFO ] [sig       ] Generating forecast for: ORA
[2025-12-24T20:28:53.212945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-12-24T20:28:53.225922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2025-12-24T20:28:53.226250] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-12-24T20:28:53.227093] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-12-24T20:28:53.227146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:53.227180] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:53.227206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:53.227263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:53.283682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:53.284368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:53.284449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:53.284481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:53.404545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:53.404710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:53.404750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:53.404780] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:53.408113] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: DOWN (p=23.60%)
[2025-12-24T20:28:53.408398] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-12-24T20:28:53.408517] [INFO ] [sig       ] ORA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:53.546146] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ORA.txt
[2025-12-24T20:28:53.546284] [INFO ] [sig       ] [2384/3551] Completed ORA in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-24T20:28:53.546324] [INFO ] [sig       ] [2385/3551] Forecasting ORC...
[2025-12-24T20:28:53.546352] [INFO ] [sig       ] Generating forecast for: ORC
[2025-12-24T20:28:53.546382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-12-24T20:28:53.557902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2025-12-24T20:28:53.558227] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-12-24T20:28:53.559054] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-12-24T20:28:53.559107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:53.559140] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:53.559167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:53.559226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:53.622262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:53.623031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:53.623115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:53.623149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:53.758276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:53.758460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:53.758512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:53.758549] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:53.762307] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=94.99%)
[2025-12-24T20:28:53.762674] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-12-24T20:28:53.762836] [INFO ] [sig       ] ORC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:53.914197] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ORC.txt
[2025-12-24T20:28:53.914330] [INFO ] [sig       ] [2385/3551] Completed ORC in 0.4s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-24T20:28:53.914369] [INFO ] [sig       ] [2386/3551] Forecasting ORGO...
[2025-12-24T20:28:53.914398] [INFO ] [sig       ] Generating forecast for: ORGO
[2025-12-24T20:28:53.914426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2025-12-24T20:28:53.926165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2025-12-24T20:28:53.926488] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2025-12-24T20:28:53.927376] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2025-12-24T20:28:53.927430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:53.927464] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:53.927494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:53.927565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:53.991489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:53.992383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:53.992470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:53.992504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:54.118550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:54.118732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:54.118775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:54.118805] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:54.122606] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: UP (p=59.57%)
[2025-12-24T20:28:54.122902] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2025-12-24T20:28:54.123212] [INFO ] [sig       ] ORGO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:54.280603] [INFO ] [LOCAL     ] Saved forecast: ORGO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ORGO.txt
[2025-12-24T20:28:54.280778] [INFO ] [sig       ] [2386/3551] Completed ORGO in 0.4s | 2.88 sym/s | Total: 13.8m | ETA: 6.8m
[2025-12-24T20:28:54.280829] [INFO ] [sig       ] [2387/3551] Forecasting ORIC...
[2025-12-24T20:28:54.280868] [INFO ] [sig       ] Generating forecast for: ORIC
[2025-12-24T20:28:54.280914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2025-12-24T20:28:54.294368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2025-12-24T20:28:54.294724] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2025-12-24T20:28:54.295783] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2025-12-24T20:28:54.295840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:54.295884] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:54.295921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:54.295984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:54.358691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:54.359418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:54.359500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:54.359544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:54.493532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:54.493693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:54.493754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:54.493794] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:54.497792] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: DOWN (p=5.54%)
[2025-12-24T20:28:54.498078] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2025-12-24T20:28:54.498207] [INFO ] [sig       ] ORIC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:54.654400] [INFO ] [LOCAL     ] Saved forecast: ORIC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ORIC.txt
[2025-12-24T20:28:54.654540] [INFO ] [sig       ] [2387/3551] Completed ORIC in 0.4s | 2.88 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-24T20:28:54.654600] [INFO ] [sig       ] [2388/3551] Forecasting ORKA...
[2025-12-24T20:28:54.654633] [INFO ] [sig       ] Generating forecast for: ORKA
[2025-12-24T20:28:54.654665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2025-12-24T20:28:54.667459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2025-12-24T20:28:54.667817] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2025-12-24T20:28:54.668708] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2025-12-24T20:28:54.668761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:54.668794] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:54.668821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:54.668878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:54.731053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:54.731855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:54.731940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:54.731973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:54.863692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:54.863841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:54.863880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:54.863910] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:54.867874] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: UP (p=65.49%)
[2025-12-24T20:28:54.868184] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2025-12-24T20:28:54.868464] [INFO ] [sig       ] ORKA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:55.020916] [INFO ] [LOCAL     ] Saved forecast: ORKA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ORKA.txt
[2025-12-24T20:28:55.021236] [INFO ] [sig       ] [2388/3551] Completed ORKA in 0.4s | 2.88 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-24T20:28:55.021276] [INFO ] [sig       ] [2389/3551] Forecasting ORLY...
[2025-12-24T20:28:55.021311] [INFO ] [sig       ] Generating forecast for: ORLY
[2025-12-24T20:28:55.021356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2025-12-24T20:28:55.034381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2025-12-24T20:28:55.034744] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2025-12-24T20:28:55.035602] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2025-12-24T20:28:55.035658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:55.035691] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:55.035721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:55.035781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:55.100127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:55.100956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:55.101089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:55.101128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:55.230316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:55.230502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:55.230547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:55.230593] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:55.233923] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: DOWN (p=0.39%)
[2025-12-24T20:28:55.234188] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2025-12-24T20:28:55.234306] [INFO ] [sig       ] ORLY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:55.373786] [INFO ] [LOCAL     ] Saved forecast: ORLY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ORLY.txt
[2025-12-24T20:28:55.373928] [INFO ] [sig       ] [2389/3551] Completed ORLY in 0.4s | 2.88 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-24T20:28:55.373969] [INFO ] [sig       ] [2390/3551] Forecasting ORMP...
[2025-12-24T20:28:55.373998] [INFO ] [sig       ] Generating forecast for: ORMP
[2025-12-24T20:28:55.374029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2025-12-24T20:28:55.385266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2025-12-24T20:28:55.385600] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2025-12-24T20:28:55.386347] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2025-12-24T20:28:55.386398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:55.386441] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:55.386470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:55.386527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:55.441078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:55.441764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:55.441842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:55.441873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:55.555773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:55.555910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:55.555951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:55.555980] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:55.559260] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: UP (p=77.29%)
[2025-12-24T20:28:55.559547] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2025-12-24T20:28:55.559684] [INFO ] [sig       ] ORMP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:55.698157] [INFO ] [LOCAL     ] Saved forecast: ORMP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ORMP.txt
[2025-12-24T20:28:55.698300] [INFO ] [sig       ] [2390/3551] Completed ORMP in 0.3s | 2.88 sym/s | Total: 13.8m | ETA: 6.7m
[2025-12-24T20:28:55.698339] [INFO ] [sig       ] [2391/3551] Forecasting ORN...
[2025-12-24T20:28:55.698370] [INFO ] [sig       ] Generating forecast for: ORN
[2025-12-24T20:28:55.698399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-12-24T20:28:55.709992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2025-12-24T20:28:55.710344] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-12-24T20:28:55.711320] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-12-24T20:28:55.711373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:55.711405] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:55.711433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:55.711489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:55.766518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:55.767240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:55.767322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:55.767353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:55.884451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:55.884621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:55.884661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:55.884689] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:55.887993] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: DOWN (p=13.88%)
[2025-12-24T20:28:55.888253] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-12-24T20:28:55.888374] [INFO ] [sig       ] ORN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:56.029198] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ORN.txt
[2025-12-24T20:28:56.029385] [INFO ] [sig       ] [2391/3551] Completed ORN in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-24T20:28:56.029429] [INFO ] [sig       ] [2392/3551] Forecasting ORRF...
[2025-12-24T20:28:56.029461] [INFO ] [sig       ] Generating forecast for: ORRF
[2025-12-24T20:28:56.029491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2025-12-24T20:28:56.041432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2025-12-24T20:28:56.041806] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2025-12-24T20:28:56.042771] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2025-12-24T20:28:56.042823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:56.042855] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:56.042883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:56.042939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:56.105421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:56.106227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:56.106311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:56.106343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:56.229465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:56.229653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:56.229697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:56.229727] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:56.233177] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: UP (p=70.34%)
[2025-12-24T20:28:56.233484] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2025-12-24T20:28:56.233640] [INFO ] [sig       ] ORRF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:56.376427] [INFO ] [LOCAL     ] Saved forecast: ORRF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ORRF.txt
[2025-12-24T20:28:56.376612] [INFO ] [sig       ] [2392/3551] Completed ORRF in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-24T20:28:56.376656] [INFO ] [sig       ] [2393/3551] Forecasting OS...
[2025-12-24T20:28:56.376686] [INFO ] [sig       ] Generating forecast for: OS
[2025-12-24T20:28:56.376718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2025-12-24T20:28:56.387693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2025-12-24T20:28:56.387965] [INFO ] [FORECASTER] Starting predict_future for OS
[2025-12-24T20:28:56.388728] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2025-12-24T20:28:56.388779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:56.388810] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:56.388837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:56.388893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:56.444686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:56.445515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:56.445615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:56.445650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:56.566342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:56.566499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:56.566539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:56.566588] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:56.570234] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: DOWN (p=29.22%)
[2025-12-24T20:28:56.570596] [INFO ] [FORECASTER] Completed predict_future for OS
[2025-12-24T20:28:56.570737] [INFO ] [sig       ] OS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:56.715350] [INFO ] [LOCAL     ] Saved forecast: OS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OS.txt
[2025-12-24T20:28:56.715482] [INFO ] [sig       ] [2393/3551] Completed OS in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-24T20:28:56.715528] [INFO ] [sig       ] [2394/3551] Forecasting OSBC...
[2025-12-24T20:28:56.715558] [INFO ] [sig       ] Generating forecast for: OSBC
[2025-12-24T20:28:56.715607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2025-12-24T20:28:56.727070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2025-12-24T20:28:56.727385] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2025-12-24T20:28:56.728154] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2025-12-24T20:28:56.728206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:56.728237] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:56.728263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:56.728319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:56.787059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:56.787916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:56.788015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:56.788054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:56.902659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:56.902812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:56.902853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:56.902883] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:56.906214] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: UP (p=93.32%)
[2025-12-24T20:28:56.906482] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2025-12-24T20:28:56.906623] [INFO ] [sig       ] OSBC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:57.047106] [INFO ] [LOCAL     ] Saved forecast: OSBC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OSBC.txt
[2025-12-24T20:28:57.047249] [INFO ] [sig       ] [2394/3551] Completed OSBC in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-24T20:28:57.047290] [INFO ] [sig       ] [2395/3551] Forecasting OSIS...
[2025-12-24T20:28:57.047321] [INFO ] [sig       ] Generating forecast for: OSIS
[2025-12-24T20:28:57.047354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2025-12-24T20:28:57.059864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2025-12-24T20:28:57.060208] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2025-12-24T20:28:57.061017] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2025-12-24T20:28:57.061072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:57.061107] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:57.061136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:57.061199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:57.120848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:57.121608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:57.121690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:57.121724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:57.246692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:57.246846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:57.246887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:57.246927] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:57.250432] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=6.19%)
[2025-12-24T20:28:57.250733] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2025-12-24T20:28:57.250883] [INFO ] [sig       ] OSIS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:57.394169] [INFO ] [LOCAL     ] Saved forecast: OSIS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OSIS.txt
[2025-12-24T20:28:57.394321] [INFO ] [sig       ] [2395/3551] Completed OSIS in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-24T20:28:57.394363] [INFO ] [sig       ] [2396/3551] Forecasting OSPN...
[2025-12-24T20:28:57.394392] [INFO ] [sig       ] Generating forecast for: OSPN
[2025-12-24T20:28:57.394421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2025-12-24T20:28:57.406232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2025-12-24T20:28:57.406547] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2025-12-24T20:28:57.407329] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2025-12-24T20:28:57.407382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:57.407439] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:57.407469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:57.407533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:57.468510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:57.469236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:57.469349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:57.469384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:57.592866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:57.593020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:57.593240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:57.593270] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:57.596562] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: DOWN (p=8.23%)
[2025-12-24T20:28:57.596842] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2025-12-24T20:28:57.596962] [INFO ] [sig       ] OSPN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:57.738992] [INFO ] [LOCAL     ] Saved forecast: OSPN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OSPN.txt
[2025-12-24T20:28:57.739295] [INFO ] [sig       ] [2396/3551] Completed OSPN in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-24T20:28:57.739337] [INFO ] [sig       ] [2397/3551] Forecasting OSS...
[2025-12-24T20:28:57.739366] [INFO ] [sig       ] Generating forecast for: OSS
[2025-12-24T20:28:57.739396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2025-12-24T20:28:57.751084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2025-12-24T20:28:57.751591] [INFO ] [FORECASTER] Starting predict_future for OSS
[2025-12-24T20:28:57.752505] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2025-12-24T20:28:57.752557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:57.752607] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:57.752635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:57.752691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:57.808878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:57.809708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:57.809791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:57.809823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:57.924495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:57.924668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:57.924707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:57.924754] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:57.928062] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: DOWN (p=48.53%)
[2025-12-24T20:28:57.928343] [INFO ] [FORECASTER] Completed predict_future for OSS
[2025-12-24T20:28:57.928468] [INFO ] [sig       ] OSS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:58.068803] [INFO ] [LOCAL     ] Saved forecast: OSS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OSS.txt
[2025-12-24T20:28:58.068933] [INFO ] [sig       ] [2397/3551] Completed OSS in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-24T20:28:58.068972] [INFO ] [sig       ] [2398/3551] Forecasting OTEX...
[2025-12-24T20:28:58.069002] [INFO ] [sig       ] Generating forecast for: OTEX
[2025-12-24T20:28:58.069032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2025-12-24T20:28:58.081368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2025-12-24T20:28:58.081782] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2025-12-24T20:28:58.082537] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2025-12-24T20:28:58.082607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:58.082640] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:58.082666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:58.082721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:58.139478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:58.140307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:58.140390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:58.140422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:58.269468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:58.269646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:58.269688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:58.269716] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:58.273173] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: DOWN (p=27.25%)
[2025-12-24T20:28:58.273481] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2025-12-24T20:28:58.273636] [INFO ] [sig       ] OTEX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:58.421066] [INFO ] [LOCAL     ] Saved forecast: OTEX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OTEX.txt
[2025-12-24T20:28:58.421403] [INFO ] [sig       ] [2398/3551] Completed OTEX in 0.4s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-24T20:28:58.421445] [INFO ] [sig       ] [2399/3551] Forecasting OTIS...
[2025-12-24T20:28:58.421477] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-12-24T20:28:58.421509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-12-24T20:28:58.434996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2025-12-24T20:28:58.435353] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-12-24T20:28:58.436253] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-12-24T20:28:58.436308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:58.436342] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:58.436369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:58.436426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:58.497929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:58.498768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:58.498873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:58.498906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:58.622135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:58.622290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:58.622334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:58.622398] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:58.626026] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: DOWN (p=2.71%)
[2025-12-24T20:28:58.626300] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-12-24T20:28:58.626425] [INFO ] [sig       ] OTIS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:58.773141] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OTIS.txt
[2025-12-24T20:28:58.773303] [INFO ] [sig       ] [2399/3551] Completed OTIS in 0.4s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-24T20:28:58.773348] [INFO ] [sig       ] [2400/3551] Forecasting OTLY...
[2025-12-24T20:28:58.773380] [INFO ] [sig       ] Generating forecast for: OTLY
[2025-12-24T20:28:58.773411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2025-12-24T20:28:58.786448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2025-12-24T20:28:58.786871] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2025-12-24T20:28:58.787753] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2025-12-24T20:28:58.787807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:58.787840] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:58.787868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:58.787926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:58.844835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:58.845684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:58.845770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:58.845803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:58.961634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:58.961783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:58.961823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:58.961851] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:58.965462] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: DOWN (p=13.12%)
[2025-12-24T20:28:58.965863] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2025-12-24T20:28:58.966010] [INFO ] [sig       ] OTLY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:59.124500] [INFO ] [LOCAL     ] Saved forecast: OTLY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OTLY.txt
[2025-12-24T20:28:59.124662] [INFO ] [sig       ] [2400/3551] Completed OTLY in 0.4s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-24T20:28:59.124704] [INFO ] [sig       ] [2401/3551] Forecasting OVID...
[2025-12-24T20:28:59.124734] [INFO ] [sig       ] Generating forecast for: OVID
[2025-12-24T20:28:59.124763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2025-12-24T20:28:59.135993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2025-12-24T20:28:59.136306] [INFO ] [FORECASTER] Starting predict_future for OVID
[2025-12-24T20:28:59.137065] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2025-12-24T20:28:59.137117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:59.137160] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:59.137188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:59.137244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:59.192387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:59.193127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:59.193206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:59.193239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:59.310148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:59.310303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:59.310343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:59.310372] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:59.313760] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: DOWN (p=5.62%)
[2025-12-24T20:28:59.314035] [INFO ] [FORECASTER] Completed predict_future for OVID
[2025-12-24T20:28:59.314160] [INFO ] [sig       ] OVID: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:28:59.455250] [INFO ] [LOCAL     ] Saved forecast: OVID	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OVID.txt
[2025-12-24T20:28:59.455397] [INFO ] [sig       ] [2401/3551] Completed OVID in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-24T20:28:59.455437] [INFO ] [sig       ] [2402/3551] Forecasting OVLY...
[2025-12-24T20:28:59.455469] [INFO ] [sig       ] Generating forecast for: OVLY
[2025-12-24T20:28:59.455499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2025-12-24T20:28:59.467612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2025-12-24T20:28:59.467922] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2025-12-24T20:28:59.468695] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2025-12-24T20:28:59.468746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:59.468777] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:59.468803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:59.468859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:59.525326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:59.526033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:59.526113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:59.526146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:59.620850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:59.620994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:59.621033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:59.621061] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:59.624484] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: UP (p=92.02%)
[2025-12-24T20:28:59.624770] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2025-12-24T20:28:59.624890] [INFO ] [sig       ] OVLY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:28:59.766030] [INFO ] [LOCAL     ] Saved forecast: OVLY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OVLY.txt
[2025-12-24T20:28:59.766176] [INFO ] [sig       ] [2402/3551] Completed OVLY in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-24T20:28:59.766217] [INFO ] [sig       ] [2403/3551] Forecasting OWL...
[2025-12-24T20:28:59.766246] [INFO ] [sig       ] Generating forecast for: OWL
[2025-12-24T20:28:59.766276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-12-24T20:28:59.777330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2025-12-24T20:28:59.777684] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-12-24T20:28:59.778420] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-12-24T20:28:59.778471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:28:59.778503] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:28:59.778530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:28:59.778610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:28:59.834000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:28:59.834640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:28:59.834717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:28:59.834748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:28:59.957853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:28:59.958015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:28:59.958056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:28:59.958084] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:28:59.961820] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: UP (p=54.07%)
[2025-12-24T20:28:59.962087] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-12-24T20:28:59.962206] [INFO ] [sig       ] OWL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:00.101959] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OWL.txt
[2025-12-24T20:29:00.102087] [INFO ] [sig       ] [2403/3551] Completed OWL in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.7m
[2025-12-24T20:29:00.102127] [INFO ] [sig       ] [2404/3551] Forecasting OXLC...
[2025-12-24T20:29:00.102157] [INFO ] [sig       ] Generating forecast for: OXLC
[2025-12-24T20:29:00.102187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2025-12-24T20:29:00.113788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2025-12-24T20:29:00.114078] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2025-12-24T20:29:00.114837] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2025-12-24T20:29:00.114889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:00.114921] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:00.114948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:00.115013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:00.171971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:00.172771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:00.172849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:00.172881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:00.294181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:00.294326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:00.294365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:00.294394] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:00.297712] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: UP (p=57.36%)
[2025-12-24T20:29:00.297973] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2025-12-24T20:29:00.298101] [INFO ] [sig       ] OXLC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:00.438959] [INFO ] [LOCAL     ] Saved forecast: OXLC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OXLC.txt
[2025-12-24T20:29:00.439098] [INFO ] [sig       ] [2404/3551] Completed OXLC in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-24T20:29:00.439136] [INFO ] [sig       ] [2405/3551] Forecasting OXM...
[2025-12-24T20:29:00.439173] [INFO ] [sig       ] Generating forecast for: OXM
[2025-12-24T20:29:00.439206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-12-24T20:29:00.455378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2025-12-24T20:29:00.455889] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-12-24T20:29:00.456974] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-12-24T20:29:00.457043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:00.457090] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:00.457136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:00.457226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:00.523738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:00.524659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:00.524747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:00.524780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:00.646679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:00.646848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:00.646891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:00.646920] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:00.650492] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2025-12-24T20:29:00.650788] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-12-24T20:29:00.650914] [INFO ] [sig       ] OXM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:00.791924] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OXM.txt
[2025-12-24T20:29:00.792069] [INFO ] [sig       ] [2405/3551] Completed OXM in 0.4s | 2.88 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-24T20:29:00.792110] [INFO ] [sig       ] [2406/3551] Forecasting OXSQ...
[2025-12-24T20:29:00.792139] [INFO ] [sig       ] Generating forecast for: OXSQ
[2025-12-24T20:29:00.792168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2025-12-24T20:29:00.808325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2025-12-24T20:29:00.808761] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2025-12-24T20:29:00.809877] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2025-12-24T20:29:00.809943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:00.809992] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:00.810039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:00.810130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:00.874545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:00.875370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:00.875481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:00.875519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:01.013137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:01.013446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:01.013486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:01.013515] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:01.017382] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: DOWN (p=26.86%)
[2025-12-24T20:29:01.017694] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2025-12-24T20:29:01.017828] [INFO ] [sig       ] OXSQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:01.160380] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OXSQ.txt
[2025-12-24T20:29:01.160526] [INFO ] [sig       ] [2406/3551] Completed OXSQ in 0.4s | 2.88 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-24T20:29:01.160584] [INFO ] [sig       ] [2407/3551] Forecasting OZEM...
[2025-12-24T20:29:01.160618] [INFO ] [sig       ] Generating forecast for: OZEM
[2025-12-24T20:29:01.160656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2025-12-24T20:29:01.172925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2025-12-24T20:29:01.173287] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2025-12-24T20:29:01.174063] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2025-12-24T20:29:01.174115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:01.174146] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:01.174173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:01.174230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:01.232850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:01.233674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:01.233757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:01.233790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:01.345514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:01.345641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:01.345678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:01.345707] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:01.349359] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: UP (p=97.16%)
[2025-12-24T20:29:01.349652] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2025-12-24T20:29:01.349781] [INFO ] [sig       ] OZEM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:01.490587] [INFO ] [LOCAL     ] Saved forecast: OZEM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OZEM.txt
[2025-12-24T20:29:01.490721] [INFO ] [sig       ] [2407/3551] Completed OZEM in 0.3s | 2.88 sym/s | Total: 13.9m | ETA: 6.6m
[2025-12-24T20:29:01.490761] [INFO ] [sig       ] [2408/3551] Forecasting OZK...
[2025-12-24T20:29:01.490791] [INFO ] [sig       ] Generating forecast for: OZK
[2025-12-24T20:29:01.490821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2025-12-24T20:29:01.502291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2025-12-24T20:29:01.502614] [INFO ] [FORECASTER] Starting predict_future for OZK
[2025-12-24T20:29:01.503357] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2025-12-24T20:29:01.503408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:01.503440] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:01.503466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:01.503522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:01.561229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:01.562114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:01.562206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:01.562240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:01.689764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:01.689912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:01.689953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:01.689994] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:01.693537] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: DOWN (p=27.15%)
[2025-12-24T20:29:01.693825] [INFO ] [FORECASTER] Completed predict_future for OZK
[2025-12-24T20:29:01.693950] [INFO ] [sig       ] OZK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:01.834426] [INFO ] [LOCAL     ] Saved forecast: OZK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/OZK.txt
[2025-12-24T20:29:01.834558] [INFO ] [sig       ] [2408/3551] Completed OZK in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-24T20:29:01.834614] [INFO ] [sig       ] [2409/3551] Forecasting OZKAP...
[2025-12-24T20:29:01.834645] [INFO ] [sig       ] Generating forecast for: OZKAP
[2025-12-24T20:29:01.834676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2025-12-24T20:29:01.845885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2025-12-24T20:29:01.846154] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2025-12-24T20:29:01.846905] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2025-12-24T20:29:01.846956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:01.846987] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:01.847014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:01.847070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:01.903842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:01.904417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:01.904495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:01.904527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:02.019427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:02.019556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:02.019610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:02.019640] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:02.022905] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: UP (p=67.32%)
[2025-12-24T20:29:02.023169] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2025-12-24T20:29:02.023284] [INFO ] [sig       ] OZKAP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:02.164457] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/OZKAP.txt
[2025-12-24T20:29:02.164657] [INFO ] [sig       ] [2409/3551] Completed OZKAP in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-24T20:29:02.164699] [INFO ] [sig       ] [2410/3551] Forecasting PAA...
[2025-12-24T20:29:02.164730] [INFO ] [sig       ] Generating forecast for: PAA
[2025-12-24T20:29:02.164760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2025-12-24T20:29:02.176296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2025-12-24T20:29:02.176594] [INFO ] [FORECASTER] Starting predict_future for PAA
[2025-12-24T20:29:02.177329] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2025-12-24T20:29:02.177381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:02.177412] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:02.177439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:02.177495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:02.234321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:02.235175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:02.235259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:02.235309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:02.352664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:02.352815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:02.352853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:02.352880] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:02.356141] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2025-12-24T20:29:02.356406] [INFO ] [FORECASTER] Completed predict_future for PAA
[2025-12-24T20:29:02.356525] [INFO ] [sig       ] PAA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:02.495053] [INFO ] [LOCAL     ] Saved forecast: PAA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PAA.txt
[2025-12-24T20:29:02.495183] [INFO ] [sig       ] [2410/3551] Completed PAA in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-24T20:29:02.495222] [INFO ] [sig       ] [2411/3551] Forecasting PAAS...
[2025-12-24T20:29:02.495252] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-12-24T20:29:02.495281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-12-24T20:29:02.506249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2025-12-24T20:29:02.506562] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-12-24T20:29:02.507320] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-12-24T20:29:02.507371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:02.507402] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:02.507429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:02.507485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:02.566441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:02.567135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:02.567216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:02.567249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:02.696396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:02.696547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:02.696603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:02.696633] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:02.700182] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: DOWN (p=7.67%)
[2025-12-24T20:29:02.700478] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-12-24T20:29:02.700621] [INFO ] [sig       ] PAAS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:02.841655] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PAAS.txt
[2025-12-24T20:29:02.841785] [INFO ] [sig       ] [2411/3551] Completed PAAS in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-24T20:29:02.841831] [INFO ] [sig       ] [2412/3551] Forecasting PAC...
[2025-12-24T20:29:02.841863] [INFO ] [sig       ] Generating forecast for: PAC
[2025-12-24T20:29:02.841894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-12-24T20:29:02.853917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2025-12-24T20:29:02.854230] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-12-24T20:29:02.855212] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-12-24T20:29:02.855453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:02.855486] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:02.855514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:02.855609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:02.912460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:02.913201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:02.913294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:02.913330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:03.032544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:03.032709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:03.032750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:03.032780] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:03.036124] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: DOWN (p=37.13%)
[2025-12-24T20:29:03.036395] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-12-24T20:29:03.036519] [INFO ] [sig       ] PAC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:03.174808] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PAC.txt
[2025-12-24T20:29:03.174962] [INFO ] [sig       ] [2412/3551] Completed PAC in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-24T20:29:03.175002] [INFO ] [sig       ] [2413/3551] Forecasting PACB...
[2025-12-24T20:29:03.175033] [INFO ] [sig       ] Generating forecast for: PACB
[2025-12-24T20:29:03.175064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2025-12-24T20:29:03.186889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2025-12-24T20:29:03.187253] [INFO ] [FORECASTER] Starting predict_future for PACB
[2025-12-24T20:29:03.188080] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2025-12-24T20:29:03.188134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:03.188202] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:03.188241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:03.188326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:03.244922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:03.245768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:03.245849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:03.245881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:03.365487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:03.365653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:03.365693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:03.365721] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:03.368975] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: DOWN (p=19.54%)
[2025-12-24T20:29:03.369242] [INFO ] [FORECASTER] Completed predict_future for PACB
[2025-12-24T20:29:03.369383] [INFO ] [sig       ] PACB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:03.508602] [INFO ] [LOCAL     ] Saved forecast: PACB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PACB.txt
[2025-12-24T20:29:03.508747] [INFO ] [sig       ] [2413/3551] Completed PACB in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-24T20:29:03.508788] [INFO ] [sig       ] [2414/3551] Forecasting PACK...
[2025-12-24T20:29:03.508818] [INFO ] [sig       ] Generating forecast for: PACK
[2025-12-24T20:29:03.508848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-12-24T20:29:03.519560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2025-12-24T20:29:03.519939] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-12-24T20:29:03.520762] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-12-24T20:29:03.520815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:03.520848] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:03.520875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:03.520930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:03.579780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:03.580481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:03.580562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:03.580615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:03.702990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:03.703139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:03.703182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:03.703211] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:03.706621] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: DOWN (p=43.26%)
[2025-12-24T20:29:03.706895] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-12-24T20:29:03.707018] [INFO ] [sig       ] PACK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:03.849051] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PACK.txt
[2025-12-24T20:29:03.849174] [INFO ] [sig       ] [2414/3551] Completed PACK in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-24T20:29:03.849211] [INFO ] [sig       ] [2415/3551] Forecasting PAGP...
[2025-12-24T20:29:03.849241] [INFO ] [sig       ] Generating forecast for: PAGP
[2025-12-24T20:29:03.849270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2025-12-24T20:29:03.860284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2025-12-24T20:29:03.860587] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2025-12-24T20:29:03.861347] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2025-12-24T20:29:03.861399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:03.861431] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:03.861458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:03.861514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:03.918728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:03.919342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:03.919419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:03.919451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:04.039317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:04.039469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:04.039508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:04.039536] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:04.042830] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: UP (p=85.18%)
[2025-12-24T20:29:04.043097] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2025-12-24T20:29:04.043215] [INFO ] [sig       ] PAGP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:04.194962] [INFO ] [LOCAL     ] Saved forecast: PAGP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PAGP.txt
[2025-12-24T20:29:04.195092] [INFO ] [sig       ] [2415/3551] Completed PAGP in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-24T20:29:04.195131] [INFO ] [sig       ] [2416/3551] Forecasting PAGS...
[2025-12-24T20:29:04.195160] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-12-24T20:29:04.195197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-12-24T20:29:04.207095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2025-12-24T20:29:04.207606] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-12-24T20:29:04.208648] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-12-24T20:29:04.208701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:04.208733] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:04.208760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:04.208840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:04.284329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:04.285195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:04.285280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:04.285315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:04.418885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:04.419033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:04.419073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:04.419132] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:04.423069] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: UP (p=94.50%)
[2025-12-24T20:29:04.423340] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-12-24T20:29:04.423460] [INFO ] [sig       ] PAGS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:04.563482] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PAGS.txt
[2025-12-24T20:29:04.563638] [INFO ] [sig       ] [2416/3551] Completed PAGS in 0.4s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-24T20:29:04.563679] [INFO ] [sig       ] [2417/3551] Forecasting PAHC...
[2025-12-24T20:29:04.563709] [INFO ] [sig       ] Generating forecast for: PAHC
[2025-12-24T20:29:04.563739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2025-12-24T20:29:04.576148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2025-12-24T20:29:04.576498] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2025-12-24T20:29:04.577297] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2025-12-24T20:29:04.577351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:04.577384] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:04.577411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:04.577468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:04.634090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:04.634835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:04.634916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:04.634949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:04.751400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:04.751557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:04.751674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:04.751705] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:04.755043] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: DOWN (p=24.82%)
[2025-12-24T20:29:04.755309] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2025-12-24T20:29:04.755430] [INFO ] [sig       ] PAHC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:04.897015] [INFO ] [LOCAL     ] Saved forecast: PAHC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PAHC.txt
[2025-12-24T20:29:04.897162] [INFO ] [sig       ] [2417/3551] Completed PAHC in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-24T20:29:04.897202] [INFO ] [sig       ] [2418/3551] Forecasting PAL...
[2025-12-24T20:29:04.897232] [INFO ] [sig       ] Generating forecast for: PAL
[2025-12-24T20:29:04.897262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2025-12-24T20:29:04.908298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2025-12-24T20:29:04.908640] [INFO ] [FORECASTER] Starting predict_future for PAL
[2025-12-24T20:29:04.909418] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2025-12-24T20:29:04.909469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:04.909500] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:04.909527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:04.909608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:04.966290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:04.966997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:04.967097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:04.967131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:05.082320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:05.082454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:05.082493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:05.082522] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:05.085851] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: UP (p=51.86%)
[2025-12-24T20:29:05.086116] [INFO ] [FORECASTER] Completed predict_future for PAL
[2025-12-24T20:29:05.086234] [INFO ] [sig       ] PAL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:05.224421] [INFO ] [LOCAL     ] Saved forecast: PAL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PAL.txt
[2025-12-24T20:29:05.224563] [INFO ] [sig       ] [2418/3551] Completed PAL in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-24T20:29:05.224623] [INFO ] [sig       ] [2419/3551] Forecasting PAM...
[2025-12-24T20:29:05.224654] [INFO ] [sig       ] Generating forecast for: PAM
[2025-12-24T20:29:05.224684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-12-24T20:29:05.235384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2025-12-24T20:29:05.235697] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-12-24T20:29:05.236436] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-12-24T20:29:05.236487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:05.236518] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:05.236545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:05.236618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:05.299928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:05.300779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:05.300881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:05.300931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:05.422124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:05.422276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:05.422317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:05.422346] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:05.425712] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: UP (p=97.27%)
[2025-12-24T20:29:05.425985] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-12-24T20:29:05.426108] [INFO ] [sig       ] PAM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:05.567367] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PAM.txt
[2025-12-24T20:29:05.567509] [INFO ] [sig       ] [2419/3551] Completed PAM in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-24T20:29:05.567549] [INFO ] [sig       ] [2420/3551] Forecasting PANL...
[2025-12-24T20:29:05.567596] [INFO ] [sig       ] Generating forecast for: PANL
[2025-12-24T20:29:05.567628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2025-12-24T20:29:05.578485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2025-12-24T20:29:05.578787] [INFO ] [FORECASTER] Starting predict_future for PANL
[2025-12-24T20:29:05.579556] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2025-12-24T20:29:05.579628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:05.579660] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:05.579688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:05.579744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:05.634823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:05.635453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:05.635564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:05.635615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:05.755078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:05.755249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:05.755290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:05.755319] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:05.759056] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-12-24T20:29:05.759350] [INFO ] [FORECASTER] Completed predict_future for PANL
[2025-12-24T20:29:05.759474] [INFO ] [sig       ] PANL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:05.898813] [INFO ] [LOCAL     ] Saved forecast: PANL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PANL.txt
[2025-12-24T20:29:05.898960] [INFO ] [sig       ] [2420/3551] Completed PANL in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.6m
[2025-12-24T20:29:05.899001] [INFO ] [sig       ] [2421/3551] Forecasting PASG...
[2025-12-24T20:29:05.899031] [INFO ] [sig       ] Generating forecast for: PASG
[2025-12-24T20:29:05.899060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2025-12-24T20:29:05.910548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2025-12-24T20:29:05.910921] [INFO ] [FORECASTER] Starting predict_future for PASG
[2025-12-24T20:29:05.911843] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2025-12-24T20:29:05.911895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:05.911926] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:05.911953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:05.912008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:05.967639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:05.968395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:05.968478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:05.968510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:06.083055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:06.083241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:06.083281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:06.083310] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:06.087433] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-24T20:29:06.087724] [INFO ] [FORECASTER] Completed predict_future for PASG
[2025-12-24T20:29:06.087849] [INFO ] [sig       ] PASG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:06.230242] [INFO ] [LOCAL     ] Saved forecast: PASG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PASG.txt
[2025-12-24T20:29:06.230394] [INFO ] [sig       ] [2421/3551] Completed PASG in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-24T20:29:06.230434] [INFO ] [sig       ] [2422/3551] Forecasting PATH...
[2025-12-24T20:29:06.230465] [INFO ] [sig       ] Generating forecast for: PATH
[2025-12-24T20:29:06.230494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-12-24T20:29:06.242671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2025-12-24T20:29:06.243014] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-12-24T20:29:06.243808] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-12-24T20:29:06.243862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:06.243894] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:06.243921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:06.243977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:06.305253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:06.306287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:06.306551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:06.306610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:06.438753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:06.438914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:06.438955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:06.438984] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:06.442484] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: UP (p=76.14%)
[2025-12-24T20:29:06.442810] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-12-24T20:29:06.442950] [INFO ] [sig       ] PATH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:06.585270] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PATH.txt
[2025-12-24T20:29:06.585443] [INFO ] [sig       ] [2422/3551] Completed PATH in 0.4s | 2.88 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-24T20:29:06.585483] [INFO ] [sig       ] [2423/3551] Forecasting PATK...
[2025-12-24T20:29:06.585513] [INFO ] [sig       ] Generating forecast for: PATK
[2025-12-24T20:29:06.585544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2025-12-24T20:29:06.597511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2025-12-24T20:29:06.597838] [INFO ] [FORECASTER] Starting predict_future for PATK
[2025-12-24T20:29:06.598671] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2025-12-24T20:29:06.598725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:06.598758] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:06.598787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:06.598845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:06.654144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:06.654996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:06.655113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:06.655147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:06.769611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:06.769765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:06.769803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:06.769832] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:06.773507] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: DOWN (p=12.17%)
[2025-12-24T20:29:06.773792] [INFO ] [FORECASTER] Completed predict_future for PATK
[2025-12-24T20:29:06.773912] [INFO ] [sig       ] PATK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:06.917713] [INFO ] [LOCAL     ] Saved forecast: PATK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PATK.txt
[2025-12-24T20:29:06.917841] [INFO ] [sig       ] [2423/3551] Completed PATK in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-24T20:29:06.917881] [INFO ] [sig       ] [2424/3551] Forecasting PAX...
[2025-12-24T20:29:06.917911] [INFO ] [sig       ] Generating forecast for: PAX
[2025-12-24T20:29:06.917940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'.
[2025-12-24T20:29:06.928814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAX'.
[2025-12-24T20:29:06.929089] [INFO ] [FORECASTER] Starting predict_future for PAX
[2025-12-24T20:29:06.929926] [DEBUG] [LOCAL     ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt
[2025-12-24T20:29:06.929978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:06.930009] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:06.930034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:06.930090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:06.990631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:06.991346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:06.991431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:06.991465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:07.110872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:07.111016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:07.111057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:07.111089] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:07.114921] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: UP (p=58.86%)
[2025-12-24T20:29:07.115195] [INFO ] [FORECASTER] Completed predict_future for PAX
[2025-12-24T20:29:07.115318] [INFO ] [sig       ] PAX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:07.256719] [INFO ] [LOCAL     ] Saved forecast: PAX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PAX.txt
[2025-12-24T20:29:07.256842] [INFO ] [sig       ] [2424/3551] Completed PAX in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-24T20:29:07.256880] [INFO ] [sig       ] [2425/3551] Forecasting PAXS...
[2025-12-24T20:29:07.256909] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-12-24T20:29:07.256938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-12-24T20:29:07.269939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2025-12-24T20:29:07.270336] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-12-24T20:29:07.271595] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-12-24T20:29:07.271669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:07.271702] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:07.271730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:07.271787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:07.334672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:07.335726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:07.335818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:07.335851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:07.456060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:07.456211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:07.456252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:07.456281] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:07.459656] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: DOWN (p=7.25%)
[2025-12-24T20:29:07.459931] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-12-24T20:29:07.460064] [INFO ] [sig       ] PAXS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:07.603628] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PAXS.txt
[2025-12-24T20:29:07.603764] [INFO ] [sig       ] [2425/3551] Completed PAXS in 0.3s | 2.88 sym/s | Total: 14.0m | ETA: 6.5m
[2025-12-24T20:29:07.603804] [INFO ] [sig       ] [2426/3551] Forecasting PAY...
[2025-12-24T20:29:07.603834] [INFO ] [sig       ] Generating forecast for: PAY
[2025-12-24T20:29:07.603863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-12-24T20:29:07.614553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2025-12-24T20:29:07.614864] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-12-24T20:29:07.615645] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-12-24T20:29:07.615697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:07.615730] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:07.615776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:07.615833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:07.673027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:07.673642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:07.673720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:07.673752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:07.791538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:07.791688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:07.791727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:07.791755] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:07.795018] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: DOWN (p=0.74%)
[2025-12-24T20:29:07.795286] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-12-24T20:29:07.795403] [INFO ] [sig       ] PAY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:07.935005] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PAY.txt
[2025-12-24T20:29:07.935164] [INFO ] [sig       ] [2426/3551] Completed PAY in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-24T20:29:07.935217] [INFO ] [sig       ] [2427/3551] Forecasting PAYC...
[2025-12-24T20:29:07.935258] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-12-24T20:29:07.935301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-12-24T20:29:07.947363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2025-12-24T20:29:07.947701] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-12-24T20:29:07.948474] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-12-24T20:29:07.948528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:07.948562] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:07.948617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:07.948680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:08.006183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:08.006875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:08.006954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:08.006987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:08.121893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:08.122035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:08.122073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:08.122101] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:08.125376] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: UP (p=91.81%)
[2025-12-24T20:29:08.125659] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-12-24T20:29:08.125777] [INFO ] [sig       ] PAYC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:08.266279] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PAYC.txt
[2025-12-24T20:29:08.266405] [INFO ] [sig       ] [2427/3551] Completed PAYC in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-24T20:29:08.266444] [INFO ] [sig       ] [2428/3551] Forecasting PAYO...
[2025-12-24T20:29:08.266474] [INFO ] [sig       ] Generating forecast for: PAYO
[2025-12-24T20:29:08.266507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2025-12-24T20:29:08.277469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2025-12-24T20:29:08.277827] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2025-12-24T20:29:08.278631] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2025-12-24T20:29:08.278685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:08.278719] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:08.278748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:08.278808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:08.336530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:08.337331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:08.337412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:08.337445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:08.463113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:08.463269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:08.463311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:08.463341] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:08.466982] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: DOWN (p=11.53%)
[2025-12-24T20:29:08.467261] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2025-12-24T20:29:08.467557] [INFO ] [sig       ] PAYO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:08.613349] [INFO ] [LOCAL     ] Saved forecast: PAYO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PAYO.txt
[2025-12-24T20:29:08.613477] [INFO ] [sig       ] [2428/3551] Completed PAYO in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-24T20:29:08.613522] [INFO ] [sig       ] [2429/3551] Forecasting PAYS...
[2025-12-24T20:29:08.613553] [INFO ] [sig       ] Generating forecast for: PAYS
[2025-12-24T20:29:08.613601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2025-12-24T20:29:08.624335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2025-12-24T20:29:08.624867] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2025-12-24T20:29:08.625988] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2025-12-24T20:29:08.626046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:08.626081] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:08.626110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:08.626167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:08.683738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:08.684365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:08.684651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:08.684688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:08.801657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:08.801799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:08.801839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:08.801868] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:08.805143] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: DOWN (p=23.43%)
[2025-12-24T20:29:08.805408] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2025-12-24T20:29:08.805525] [INFO ] [sig       ] PAYS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:08.945869] [INFO ] [LOCAL     ] Saved forecast: PAYS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PAYS.txt
[2025-12-24T20:29:08.945995] [INFO ] [sig       ] [2429/3551] Completed PAYS in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-24T20:29:08.946033] [INFO ] [sig       ] [2430/3551] Forecasting PAYX...
[2025-12-24T20:29:08.946062] [INFO ] [sig       ] Generating forecast for: PAYX
[2025-12-24T20:29:08.946092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2025-12-24T20:29:08.957096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2025-12-24T20:29:08.957398] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2025-12-24T20:29:08.958174] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2025-12-24T20:29:08.958225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:08.958281] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:08.958310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:08.958376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:09.015787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:09.016562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:09.016662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:09.016697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:09.137296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:09.137445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:09.137485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:09.137516] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:09.140983] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: DOWN (p=0.63%)
[2025-12-24T20:29:09.141271] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2025-12-24T20:29:09.141405] [INFO ] [sig       ] PAYX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:09.282040] [INFO ] [LOCAL     ] Saved forecast: PAYX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PAYX.txt
[2025-12-24T20:29:09.282167] [INFO ] [sig       ] [2430/3551] Completed PAYX in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-24T20:29:09.282207] [INFO ] [sig       ] [2431/3551] Forecasting PB...
[2025-12-24T20:29:09.282236] [INFO ] [sig       ] Generating forecast for: PB
[2025-12-24T20:29:09.282266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-12-24T20:29:09.293000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2025-12-24T20:29:09.293303] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-12-24T20:29:09.294090] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-12-24T20:29:09.294143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:09.294177] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:09.294205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:09.294264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:09.352634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:09.353355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:09.353439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:09.353471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:09.479401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:09.479773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:09.479813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:09.479849] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:09.483634] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: DOWN (p=47.84%)
[2025-12-24T20:29:09.483899] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-12-24T20:29:09.484032] [INFO ] [sig       ] PB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:09.626760] [INFO ] [LOCAL     ] Saved forecast: PB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PB.txt
[2025-12-24T20:29:09.626909] [INFO ] [sig       ] [2431/3551] Completed PB in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-24T20:29:09.626948] [INFO ] [sig       ] [2432/3551] Forecasting PBA...
[2025-12-24T20:29:09.626978] [INFO ] [sig       ] Generating forecast for: PBA
[2025-12-24T20:29:09.627009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-12-24T20:29:09.638336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2025-12-24T20:29:09.638663] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-12-24T20:29:09.639463] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-12-24T20:29:09.639516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:09.639550] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:09.639603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:09.639665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:09.697628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:09.698664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:09.698751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:09.698785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:09.820071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:09.820219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:09.820275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:09.820306] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:09.823939] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: DOWN (p=40.96%)
[2025-12-24T20:29:09.824204] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-12-24T20:29:09.824322] [INFO ] [sig       ] PBA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:09.963170] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PBA.txt
[2025-12-24T20:29:09.963294] [INFO ] [sig       ] [2432/3551] Completed PBA in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-24T20:29:09.963333] [INFO ] [sig       ] [2433/3551] Forecasting PBF...
[2025-12-24T20:29:09.963362] [INFO ] [sig       ] Generating forecast for: PBF
[2025-12-24T20:29:09.963541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-12-24T20:29:09.975090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2025-12-24T20:29:09.975615] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-12-24T20:29:09.976394] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-12-24T20:29:09.976449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:09.976658] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:09.976692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:09.976752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:10.035358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:10.036118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:10.036206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:10.036249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:10.161598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:10.161745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:10.161785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:10.161814] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:10.165478] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-12-24T20:29:10.165774] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-12-24T20:29:10.165899] [INFO ] [sig       ] PBF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:10.315925] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PBF.txt
[2025-12-24T20:29:10.316116] [INFO ] [sig       ] [2433/3551] Completed PBF in 0.4s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-24T20:29:10.316163] [INFO ] [sig       ] [2434/3551] Forecasting PBFS...
[2025-12-24T20:29:10.316196] [INFO ] [sig       ] Generating forecast for: PBFS
[2025-12-24T20:29:10.316227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2025-12-24T20:29:10.327176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2025-12-24T20:29:10.327532] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2025-12-24T20:29:10.328459] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2025-12-24T20:29:10.328514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:10.328548] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:10.328596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:10.328657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:10.394380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:10.395447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:10.395604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:10.395659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:10.508031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:10.508212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:10.508270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:10.508313] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:10.512921] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: DOWN (p=47.75%)
[2025-12-24T20:29:10.513273] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2025-12-24T20:29:10.513416] [INFO ] [sig       ] PBFS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:10.670685] [INFO ] [LOCAL     ] Saved forecast: PBFS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PBFS.txt
[2025-12-24T20:29:10.670827] [INFO ] [sig       ] [2434/3551] Completed PBFS in 0.4s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-24T20:29:10.670868] [INFO ] [sig       ] [2435/3551] Forecasting PBH...
[2025-12-24T20:29:10.670900] [INFO ] [sig       ] Generating forecast for: PBH
[2025-12-24T20:29:10.670933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-12-24T20:29:10.682977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2025-12-24T20:29:10.683297] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-12-24T20:29:10.684207] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-12-24T20:29:10.684274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:10.684308] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:10.684336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:10.684395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:10.747765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:10.748540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:10.748648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:10.748685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:10.878521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:10.878739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:10.878789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:10.878821] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:10.882633] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=1.37%)
[2025-12-24T20:29:10.882932] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-12-24T20:29:10.883074] [INFO ] [sig       ] PBH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:11.036025] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PBH.txt
[2025-12-24T20:29:11.036177] [INFO ] [sig       ] [2435/3551] Completed PBH in 0.4s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-24T20:29:11.036219] [INFO ] [sig       ] [2436/3551] Forecasting PBI...
[2025-12-24T20:29:11.036249] [INFO ] [sig       ] Generating forecast for: PBI
[2025-12-24T20:29:11.036283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-12-24T20:29:11.048073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2025-12-24T20:29:11.048390] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-12-24T20:29:11.049192] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-12-24T20:29:11.049256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:11.049345] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:11.049386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:11.049445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:11.114725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:11.115537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:11.115641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:11.115678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:11.246737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:11.246888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:11.246939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:11.246980] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:11.250758] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-12-24T20:29:11.251028] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-12-24T20:29:11.251151] [INFO ] [sig       ] PBI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:11.407920] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PBI.txt
[2025-12-24T20:29:11.408093] [INFO ] [sig       ] [2436/3551] Completed PBI in 0.4s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-24T20:29:11.408145] [INFO ] [sig       ] [2437/3551] Forecasting PBYI...
[2025-12-24T20:29:11.408180] [INFO ] [sig       ] Generating forecast for: PBYI
[2025-12-24T20:29:11.408213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2025-12-24T20:29:11.421289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2025-12-24T20:29:11.421663] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2025-12-24T20:29:11.422456] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2025-12-24T20:29:11.422509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:11.422543] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:11.422594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:11.422657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:11.487273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:11.488022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:11.488106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:11.488142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:11.629354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:11.629558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:11.629658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:11.629704] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:11.633912] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: UP (p=57.67%)
[2025-12-24T20:29:11.634246] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2025-12-24T20:29:11.634419] [INFO ] [sig       ] PBYI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:11.788959] [INFO ] [LOCAL     ] Saved forecast: PBYI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PBYI.txt
[2025-12-24T20:29:11.789100] [INFO ] [sig       ] [2437/3551] Completed PBYI in 0.4s | 2.88 sym/s | Total: 14.1m | ETA: 6.5m
[2025-12-24T20:29:11.789145] [INFO ] [sig       ] [2438/3551] Forecasting PCB...
[2025-12-24T20:29:11.789176] [INFO ] [sig       ] Generating forecast for: PCB
[2025-12-24T20:29:11.789208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2025-12-24T20:29:11.800640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2025-12-24T20:29:11.800978] [INFO ] [FORECASTER] Starting predict_future for PCB
[2025-12-24T20:29:11.801794] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2025-12-24T20:29:11.801848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:11.801881] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:11.801919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:11.801992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:11.863868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:11.864673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:11.864759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:11.864793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:11.994498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:11.994661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:11.994704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:11.994735] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:11.998240] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: DOWN (p=42.24%)
[2025-12-24T20:29:11.998524] [INFO ] [FORECASTER] Completed predict_future for PCB
[2025-12-24T20:29:11.998666] [INFO ] [sig       ] PCB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:12.148423] [INFO ] [LOCAL     ] Saved forecast: PCB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PCB.txt
[2025-12-24T20:29:12.148608] [INFO ] [sig       ] [2438/3551] Completed PCB in 0.4s | 2.88 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-24T20:29:12.148657] [INFO ] [sig       ] [2439/3551] Forecasting PCF...
[2025-12-24T20:29:12.148694] [INFO ] [sig       ] Generating forecast for: PCF
[2025-12-24T20:29:12.148737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-12-24T20:29:12.160436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2025-12-24T20:29:12.160854] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-12-24T20:29:12.161707] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-12-24T20:29:12.161762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:12.161795] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:12.161824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:12.161882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:12.221137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:12.221965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:12.222050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:12.222084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:12.346085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:12.346245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:12.346297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:12.346329] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:12.349906] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: UP (p=83.90%)
[2025-12-24T20:29:12.350178] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-12-24T20:29:12.350318] [INFO ] [sig       ] PCF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:12.495338] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PCF.txt
[2025-12-24T20:29:12.495718] [INFO ] [sig       ] [2439/3551] Completed PCF in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-24T20:29:12.495766] [INFO ] [sig       ] [2440/3551] Forecasting PCG...
[2025-12-24T20:29:12.495817] [INFO ] [sig       ] Generating forecast for: PCG
[2025-12-24T20:29:12.495860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-12-24T20:29:12.508736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2025-12-24T20:29:12.509174] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-12-24T20:29:12.510334] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-12-24T20:29:12.510393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:12.510426] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:12.510455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:12.510512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:12.570117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:12.571016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:12.571171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:12.571209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:12.700498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:12.700677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:12.700720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:12.700750] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:12.704242] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: DOWN (p=3.19%)
[2025-12-24T20:29:12.704542] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-12-24T20:29:12.704698] [INFO ] [sig       ] PCG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:12.850872] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PCG.txt
[2025-12-24T20:29:12.851032] [INFO ] [sig       ] [2440/3551] Completed PCG in 0.4s | 2.88 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-24T20:29:12.851071] [INFO ] [sig       ] [2441/3551] Forecasting PCH...
[2025-12-24T20:29:12.851103] [INFO ] [sig       ] Generating forecast for: PCH
[2025-12-24T20:29:12.851134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'.
[2025-12-24T20:29:12.865392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCH'.
[2025-12-24T20:29:12.865871] [INFO ] [FORECASTER] Starting predict_future for PCH
[2025-12-24T20:29:12.866843] [DEBUG] [LOCAL     ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt
[2025-12-24T20:29:12.866907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:12.866948] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:12.866985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:12.867069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:12.931139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:12.932038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:12.932122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:12.932155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:13.054552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:13.054723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:13.054762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:13.054790] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:13.058223] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: DOWN (p=23.79%)
[2025-12-24T20:29:13.058726] [INFO ] [FORECASTER] Completed predict_future for PCH
[2025-12-24T20:29:13.058866] [INFO ] [sig       ] PCH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:13.202742] [INFO ] [LOCAL     ] Saved forecast: PCH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PCH.txt
[2025-12-24T20:29:13.202885] [INFO ] [sig       ] [2441/3551] Completed PCH in 0.4s | 2.88 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-24T20:29:13.202928] [INFO ] [sig       ] [2442/3551] Forecasting PCM...
[2025-12-24T20:29:13.202957] [INFO ] [sig       ] Generating forecast for: PCM
[2025-12-24T20:29:13.202986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-12-24T20:29:13.215221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2025-12-24T20:29:13.215758] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-12-24T20:29:13.216563] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-12-24T20:29:13.216635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:13.216669] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:13.216697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:13.216755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:13.275336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:13.276008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:13.276091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:13.276127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:13.400450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:13.400613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:13.400656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:13.400687] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:13.404261] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=50.67%)
[2025-12-24T20:29:13.404747] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-12-24T20:29:13.404883] [INFO ] [sig       ] PCM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:13.549836] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PCM.txt
[2025-12-24T20:29:13.549965] [INFO ] [sig       ] [2442/3551] Completed PCM in 0.3s | 2.88 sym/s | Total: 14.1m | ETA: 6.4m
[2025-12-24T20:29:13.550004] [INFO ] [sig       ] [2443/3551] Forecasting PCN...
[2025-12-24T20:29:13.550033] [INFO ] [sig       ] Generating forecast for: PCN
[2025-12-24T20:29:13.550062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-12-24T20:29:13.563738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2025-12-24T20:29:13.564133] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-12-24T20:29:13.564939] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-12-24T20:29:13.564993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:13.565026] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:13.565054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:13.565112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:13.623396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:13.624291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:13.624390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:13.624424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:13.747383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:13.747544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:13.747622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:13.747656] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:13.751496] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=50.52%)
[2025-12-24T20:29:13.752005] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-12-24T20:29:13.752136] [INFO ] [sig       ] PCN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:13.896836] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PCN.txt
[2025-12-24T20:29:13.896987] [INFO ] [sig       ] [2443/3551] Completed PCN in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-24T20:29:13.897028] [INFO ] [sig       ] [2444/3551] Forecasting PCQ...
[2025-12-24T20:29:13.897057] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-12-24T20:29:13.897087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-12-24T20:29:13.909260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2025-12-24T20:29:13.909558] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-12-24T20:29:13.910339] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-12-24T20:29:13.910397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:13.910430] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:13.910458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:13.910517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:13.975739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:13.976376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:13.976457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:13.976490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:14.101228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:14.101410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:14.101463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:14.101495] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:14.106054] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: DOWN (p=7.30%)
[2025-12-24T20:29:14.106340] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-12-24T20:29:14.106470] [INFO ] [sig       ] PCQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:14.246976] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PCQ.txt
[2025-12-24T20:29:14.247121] [INFO ] [sig       ] [2444/3551] Completed PCQ in 0.4s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-24T20:29:14.247161] [INFO ] [sig       ] [2445/3551] Forecasting PCRX...
[2025-12-24T20:29:14.247191] [INFO ] [sig       ] Generating forecast for: PCRX
[2025-12-24T20:29:14.247230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2025-12-24T20:29:14.259371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2025-12-24T20:29:14.259690] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2025-12-24T20:29:14.260448] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2025-12-24T20:29:14.260500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:14.260532] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:14.260559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:14.260642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:14.319202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:14.319890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:14.319971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:14.320004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:14.445105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:14.445253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:14.445292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:14.445320] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:14.449200] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: DOWN (p=40.21%)
[2025-12-24T20:29:14.449503] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2025-12-24T20:29:14.449826] [INFO ] [sig       ] PCRX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:14.594072] [INFO ] [LOCAL     ] Saved forecast: PCRX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PCRX.txt
[2025-12-24T20:29:14.594225] [INFO ] [sig       ] [2445/3551] Completed PCRX in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-24T20:29:14.594264] [INFO ] [sig       ] [2446/3551] Forecasting PCTY...
[2025-12-24T20:29:14.594293] [INFO ] [sig       ] Generating forecast for: PCTY
[2025-12-24T20:29:14.594322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2025-12-24T20:29:14.605270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2025-12-24T20:29:14.605786] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2025-12-24T20:29:14.606524] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2025-12-24T20:29:14.606596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:14.606630] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:14.606658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:14.606714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:14.663401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:14.664052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:14.664148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:14.664181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:14.785041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:14.785191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:14.785231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:14.785259] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:14.788915] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: DOWN (p=22.90%)
[2025-12-24T20:29:14.789179] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2025-12-24T20:29:14.789313] [INFO ] [sig       ] PCTY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:14.936945] [INFO ] [LOCAL     ] Saved forecast: PCTY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PCTY.txt
[2025-12-24T20:29:14.937086] [INFO ] [sig       ] [2446/3551] Completed PCTY in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-24T20:29:14.937126] [INFO ] [sig       ] [2447/3551] Forecasting PCVX...
[2025-12-24T20:29:14.937156] [INFO ] [sig       ] Generating forecast for: PCVX
[2025-12-24T20:29:14.937186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2025-12-24T20:29:14.948400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2025-12-24T20:29:14.948712] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2025-12-24T20:29:14.949510] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2025-12-24T20:29:14.949563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:14.949652] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:14.949687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:14.949774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:15.009555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:15.010547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:15.010670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:15.010715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:15.134804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:15.134944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:15.134983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:15.135011] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:15.138324] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: UP (p=61.59%)
[2025-12-24T20:29:15.138624] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2025-12-24T20:29:15.138745] [INFO ] [sig       ] PCVX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:15.277438] [INFO ] [LOCAL     ] Saved forecast: PCVX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PCVX.txt
[2025-12-24T20:29:15.277560] [INFO ] [sig       ] [2447/3551] Completed PCVX in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-24T20:29:15.277617] [INFO ] [sig       ] [2448/3551] Forecasting PCYO...
[2025-12-24T20:29:15.277647] [INFO ] [sig       ] Generating forecast for: PCYO
[2025-12-24T20:29:15.277677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2025-12-24T20:29:15.289630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2025-12-24T20:29:15.289916] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2025-12-24T20:29:15.290886] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2025-12-24T20:29:15.290938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:15.290969] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:15.290995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:15.291052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:15.346836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:15.347427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:15.347506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:15.347538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:15.467791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:15.467915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:15.467953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:15.467981] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:15.471610] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: DOWN (p=24.97%)
[2025-12-24T20:29:15.471875] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2025-12-24T20:29:15.471992] [INFO ] [sig       ] PCYO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:15.615718] [INFO ] [LOCAL     ] Saved forecast: PCYO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PCYO.txt
[2025-12-24T20:29:15.615871] [INFO ] [sig       ] [2448/3551] Completed PCYO in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-24T20:29:15.615911] [INFO ] [sig       ] [2449/3551] Forecasting PD...
[2025-12-24T20:29:15.615942] [INFO ] [sig       ] Generating forecast for: PD
[2025-12-24T20:29:15.615972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-12-24T20:29:15.627159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2025-12-24T20:29:15.627462] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-12-24T20:29:15.628406] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-12-24T20:29:15.628468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:15.628679] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:15.628709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:15.628765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:15.686402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:15.687046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:15.687136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:15.687172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:15.807469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:15.807652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:15.807714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:15.807743] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:15.811149] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: DOWN (p=15.40%)
[2025-12-24T20:29:15.811436] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-12-24T20:29:15.811589] [INFO ] [sig       ] PD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:15.955173] [INFO ] [LOCAL     ] Saved forecast: PD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PD.txt
[2025-12-24T20:29:15.955325] [INFO ] [sig       ] [2449/3551] Completed PD in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-24T20:29:15.955366] [INFO ] [sig       ] [2450/3551] Forecasting PDBC...
[2025-12-24T20:29:15.955395] [INFO ] [sig       ] Generating forecast for: PDBC
[2025-12-24T20:29:15.955425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2025-12-24T20:29:15.967140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2025-12-24T20:29:15.967429] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2025-12-24T20:29:15.968203] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2025-12-24T20:29:15.968256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:15.968288] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:15.968315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:15.968371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:16.026898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:16.027522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:16.027621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:16.027656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:16.140981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:16.141127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:16.141169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:16.141243] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:16.144721] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: DOWN (p=18.34%)
[2025-12-24T20:29:16.144995] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2025-12-24T20:29:16.145113] [INFO ] [sig       ] PDBC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:16.289318] [INFO ] [LOCAL     ] Saved forecast: PDBC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PDBC.txt
[2025-12-24T20:29:16.289496] [INFO ] [sig       ] [2450/3551] Completed PDBC in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-24T20:29:16.289743] [INFO ] [sig       ] [2451/3551] Forecasting PDD...
[2025-12-24T20:29:16.289774] [INFO ] [sig       ] Generating forecast for: PDD
[2025-12-24T20:29:16.289804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2025-12-24T20:29:16.301768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2025-12-24T20:29:16.302082] [INFO ] [FORECASTER] Starting predict_future for PDD
[2025-12-24T20:29:16.302892] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2025-12-24T20:29:16.302943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:16.302975] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:16.303002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:16.303058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:16.359951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:16.360798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:16.360923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:16.360958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:16.484168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:16.484327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:16.484367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:16.484397] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:16.488137] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: UP (p=78.71%)
[2025-12-24T20:29:16.488408] [INFO ] [FORECASTER] Completed predict_future for PDD
[2025-12-24T20:29:16.488525] [INFO ] [sig       ] PDD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:16.634859] [INFO ] [LOCAL     ] Saved forecast: PDD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PDD.txt
[2025-12-24T20:29:16.635013] [INFO ] [sig       ] [2451/3551] Completed PDD in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-24T20:29:16.635052] [INFO ] [sig       ] [2452/3551] Forecasting PDEX...
[2025-12-24T20:29:16.635081] [INFO ] [sig       ] Generating forecast for: PDEX
[2025-12-24T20:29:16.635112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2025-12-24T20:29:16.646008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2025-12-24T20:29:16.646378] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2025-12-24T20:29:16.647238] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2025-12-24T20:29:16.647292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:16.647325] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:16.647353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:16.647411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:16.705644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:16.706479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:16.706565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:16.706622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:16.831993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:16.832139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:16.832179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:16.832209] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:16.835492] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: UP (p=50.66%)
[2025-12-24T20:29:16.835775] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2025-12-24T20:29:16.835894] [INFO ] [sig       ] PDEX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:16.986911] [INFO ] [LOCAL     ] Saved forecast: PDEX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PDEX.txt
[2025-12-24T20:29:16.987094] [INFO ] [sig       ] [2452/3551] Completed PDEX in 0.4s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-24T20:29:16.987144] [INFO ] [sig       ] [2453/3551] Forecasting PDFS...
[2025-12-24T20:29:16.987177] [INFO ] [sig       ] Generating forecast for: PDFS
[2025-12-24T20:29:16.987209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2025-12-24T20:29:16.998887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2025-12-24T20:29:16.999234] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2025-12-24T20:29:17.000116] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2025-12-24T20:29:17.000169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:17.000202] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:17.000230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:17.000286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:17.057707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:17.058489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:17.058595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:17.058631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:17.179052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:17.179193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:17.179232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:17.179260] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:17.183052] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: UP (p=72.73%)
[2025-12-24T20:29:17.183317] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2025-12-24T20:29:17.183436] [INFO ] [sig       ] PDFS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:17.326449] [INFO ] [LOCAL     ] Saved forecast: PDFS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PDFS.txt
[2025-12-24T20:29:17.326638] [INFO ] [sig       ] [2453/3551] Completed PDFS in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-24T20:29:17.326706] [INFO ] [sig       ] [2454/3551] Forecasting PDI...
[2025-12-24T20:29:17.326743] [INFO ] [sig       ] Generating forecast for: PDI
[2025-12-24T20:29:17.326777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-12-24T20:29:17.338735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2025-12-24T20:29:17.339091] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-12-24T20:29:17.339928] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-12-24T20:29:17.339980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:17.340013] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:17.340040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:17.340098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:17.399072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:17.399951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:17.400035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:17.400069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:17.514445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:17.514599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:17.514639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:17.514668] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:17.517903] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: DOWN (p=26.72%)
[2025-12-24T20:29:17.518201] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-12-24T20:29:17.518321] [INFO ] [sig       ] PDI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:17.658220] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PDI.txt
[2025-12-24T20:29:17.658337] [INFO ] [sig       ] [2454/3551] Completed PDI in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.4m
[2025-12-24T20:29:17.658376] [INFO ] [sig       ] [2455/3551] Forecasting PDLB...
[2025-12-24T20:29:17.658406] [INFO ] [sig       ] Generating forecast for: PDLB
[2025-12-24T20:29:17.658438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2025-12-24T20:29:17.669652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2025-12-24T20:29:17.669921] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2025-12-24T20:29:17.670677] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2025-12-24T20:29:17.670728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:17.670760] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:17.670786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:17.670843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:17.731037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:17.731888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:17.731967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:17.731999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:17.851437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:17.851600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:17.851640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:17.851669] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:17.854959] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: DOWN (p=23.61%)
[2025-12-24T20:29:17.855222] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2025-12-24T20:29:17.855339] [INFO ] [sig       ] PDLB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:17.995028] [INFO ] [LOCAL     ] Saved forecast: PDLB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PDLB.txt
[2025-12-24T20:29:17.995179] [INFO ] [sig       ] [2455/3551] Completed PDLB in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-24T20:29:17.995218] [INFO ] [sig       ] [2456/3551] Forecasting PDM...
[2025-12-24T20:29:17.995248] [INFO ] [sig       ] Generating forecast for: PDM
[2025-12-24T20:29:17.995278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-12-24T20:29:18.006850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2025-12-24T20:29:18.007167] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-12-24T20:29:18.008136] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-12-24T20:29:18.008188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:18.008219] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:18.008247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:18.008303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:18.064326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:18.065036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:18.065115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:18.065148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:18.182695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:18.182848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:18.182903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:18.182934] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:18.186201] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: UP (p=87.23%)
[2025-12-24T20:29:18.186466] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-12-24T20:29:18.186602] [INFO ] [sig       ] PDM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:18.325034] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PDM.txt
[2025-12-24T20:29:18.325163] [INFO ] [sig       ] [2456/3551] Completed PDM in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-24T20:29:18.325202] [INFO ] [sig       ] [2457/3551] Forecasting PDO...
[2025-12-24T20:29:18.325230] [INFO ] [sig       ] Generating forecast for: PDO
[2025-12-24T20:29:18.325260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-12-24T20:29:18.336886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2025-12-24T20:29:18.337195] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-12-24T20:29:18.337951] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-12-24T20:29:18.338002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:18.338033] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:18.338061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:18.338118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:18.395410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:18.396196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:18.396308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:18.396342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:18.526633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:18.526834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:18.526892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:18.526936] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:18.532105] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: UP (p=98.79%)
[2025-12-24T20:29:18.532615] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-12-24T20:29:18.532805] [INFO ] [sig       ] PDO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:18.688116] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PDO.txt
[2025-12-24T20:29:18.688254] [INFO ] [sig       ] [2457/3551] Completed PDO in 0.4s | 2.88 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-24T20:29:18.688298] [INFO ] [sig       ] [2458/3551] Forecasting PDP...
[2025-12-24T20:29:18.688329] [INFO ] [sig       ] Generating forecast for: PDP
[2025-12-24T20:29:18.688360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2025-12-24T20:29:18.700499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2025-12-24T20:29:18.700821] [INFO ] [FORECASTER] Starting predict_future for PDP
[2025-12-24T20:29:18.701819] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2025-12-24T20:29:18.701872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:18.701906] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:18.701935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:18.701994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:18.760556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:18.761268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:18.761350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:18.761385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:18.879015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:18.879166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:18.879210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:18.879240] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:18.883196] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: DOWN (p=3.41%)
[2025-12-24T20:29:18.883474] [INFO ] [FORECASTER] Completed predict_future for PDP
[2025-12-24T20:29:18.883618] [INFO ] [sig       ] PDP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:19.033052] [INFO ] [LOCAL     ] Saved forecast: PDP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PDP.txt
[2025-12-24T20:29:19.033207] [INFO ] [sig       ] [2458/3551] Completed PDP in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-24T20:29:19.033248] [INFO ] [sig       ] [2459/3551] Forecasting PDS...
[2025-12-24T20:29:19.033278] [INFO ] [sig       ] Generating forecast for: PDS
[2025-12-24T20:29:19.033308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-12-24T20:29:19.045358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2025-12-24T20:29:19.045744] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-12-24T20:29:19.046495] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-12-24T20:29:19.046547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:19.046598] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:19.046628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:19.046684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:19.104436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:19.105279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:19.105365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:19.105400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:19.231521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:19.231702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:19.231749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:19.231781] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:19.235522] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: UP (p=60.98%)
[2025-12-24T20:29:19.236019] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-12-24T20:29:19.236158] [INFO ] [sig       ] PDS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:19.378188] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PDS.txt
[2025-12-24T20:29:19.378324] [INFO ] [sig       ] [2459/3551] Completed PDS in 0.3s | 2.88 sym/s | Total: 14.2m | ETA: 6.3m
[2025-12-24T20:29:19.378364] [INFO ] [sig       ] [2460/3551] Forecasting PDX...
[2025-12-24T20:29:19.378394] [INFO ] [sig       ] Generating forecast for: PDX
[2025-12-24T20:29:19.378424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-12-24T20:29:19.391322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2025-12-24T20:29:19.391685] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-12-24T20:29:19.392899] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-12-24T20:29:19.392952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:19.392999] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:19.393029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:19.393101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:19.451678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:19.452425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:19.452512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:19.452546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:19.579147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:19.579317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:19.579360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:19.579391] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:19.582851] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: DOWN (p=7.63%)
[2025-12-24T20:29:19.583132] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-12-24T20:29:19.583259] [INFO ] [sig       ] PDX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:19.723833] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PDX.txt
[2025-12-24T20:29:19.724006] [INFO ] [sig       ] [2460/3551] Completed PDX in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-24T20:29:19.724055] [INFO ] [sig       ] [2461/3551] Forecasting PDYN...
[2025-12-24T20:29:19.724086] [INFO ] [sig       ] Generating forecast for: PDYN
[2025-12-24T20:29:19.724117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2025-12-24T20:29:19.735450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2025-12-24T20:29:19.735887] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2025-12-24T20:29:19.736811] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2025-12-24T20:29:19.736866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:19.736901] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:19.736931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:19.736989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:19.800048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:19.800910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:19.800998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:19.801032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:19.932912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:19.933075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:19.933117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:19.933149] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:19.936886] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: DOWN (p=27.05%)
[2025-12-24T20:29:19.937159] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2025-12-24T20:29:19.937283] [INFO ] [sig       ] PDYN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:20.096406] [INFO ] [LOCAL     ] Saved forecast: PDYN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PDYN.txt
[2025-12-24T20:29:20.096770] [INFO ] [sig       ] [2461/3551] Completed PDYN in 0.4s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-24T20:29:20.096815] [INFO ] [sig       ] [2462/3551] Forecasting PEB...
[2025-12-24T20:29:20.096848] [INFO ] [sig       ] Generating forecast for: PEB
[2025-12-24T20:29:20.096880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-12-24T20:29:20.111379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2025-12-24T20:29:20.111825] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-12-24T20:29:20.112625] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-12-24T20:29:20.112678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:20.112712] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:20.112740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:20.112799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:20.171900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:20.172716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:20.172797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:20.172829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:20.293909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:20.294047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:20.294084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:20.294112] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:20.297347] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: UP (p=90.70%)
[2025-12-24T20:29:20.297626] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-12-24T20:29:20.297746] [INFO ] [sig       ] PEB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:20.438887] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PEB.txt
[2025-12-24T20:29:20.439014] [INFO ] [sig       ] [2462/3551] Completed PEB in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-24T20:29:20.439054] [INFO ] [sig       ] [2463/3551] Forecasting PEBK...
[2025-12-24T20:29:20.439082] [INFO ] [sig       ] Generating forecast for: PEBK
[2025-12-24T20:29:20.439111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2025-12-24T20:29:20.449180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2025-12-24T20:29:20.449418] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2025-12-24T20:29:20.450169] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2025-12-24T20:29:20.450220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:20.450251] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:20.450277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:20.450333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:20.516025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:20.517068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:20.517154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:20.517190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:20.619532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:20.619713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:20.619759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:20.619789] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:20.623710] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: DOWN (p=19.89%)
[2025-12-24T20:29:20.624009] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2025-12-24T20:29:20.624133] [INFO ] [sig       ] PEBK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:20.766763] [INFO ] [LOCAL     ] Saved forecast: PEBK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PEBK.txt
[2025-12-24T20:29:20.766899] [INFO ] [sig       ] [2463/3551] Completed PEBK in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-24T20:29:20.766937] [INFO ] [sig       ] [2464/3551] Forecasting PEBO...
[2025-12-24T20:29:20.766973] [INFO ] [sig       ] Generating forecast for: PEBO
[2025-12-24T20:29:20.767005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2025-12-24T20:29:20.779873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2025-12-24T20:29:20.780155] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2025-12-24T20:29:20.780933] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2025-12-24T20:29:20.780984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:20.781050] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:20.781079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:20.781136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:20.839668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:20.840466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:20.840551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:20.840604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:20.957967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:20.958116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:20.958156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:20.958186] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:20.961516] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: UP (p=99.57%)
[2025-12-24T20:29:20.961798] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2025-12-24T20:29:20.961916] [INFO ] [sig       ] PEBO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:21.104388] [INFO ] [LOCAL     ] Saved forecast: PEBO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PEBO.txt
[2025-12-24T20:29:21.104541] [INFO ] [sig       ] [2464/3551] Completed PEBO in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-24T20:29:21.104602] [INFO ] [sig       ] [2465/3551] Forecasting PECO...
[2025-12-24T20:29:21.104634] [INFO ] [sig       ] Generating forecast for: PECO
[2025-12-24T20:29:21.104664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2025-12-24T20:29:21.116441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2025-12-24T20:29:21.116860] [INFO ] [FORECASTER] Starting predict_future for PECO
[2025-12-24T20:29:21.117711] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2025-12-24T20:29:21.117765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:21.117800] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:21.117829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:21.117888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:21.177246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:21.178272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:21.178359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:21.178394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:21.299057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:21.299209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:21.299252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:21.299305] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:21.302961] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2025-12-24T20:29:21.303240] [INFO ] [FORECASTER] Completed predict_future for PECO
[2025-12-24T20:29:21.303368] [INFO ] [sig       ] PECO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:21.454955] [INFO ] [LOCAL     ] Saved forecast: PECO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PECO.txt
[2025-12-24T20:29:21.455099] [INFO ] [sig       ] [2465/3551] Completed PECO in 0.4s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-24T20:29:21.455140] [INFO ] [sig       ] [2466/3551] Forecasting PEG...
[2025-12-24T20:29:21.455169] [INFO ] [sig       ] Generating forecast for: PEG
[2025-12-24T20:29:21.455198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-12-24T20:29:21.468027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2025-12-24T20:29:21.468372] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-12-24T20:29:21.469158] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-12-24T20:29:21.469210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:21.469242] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:21.469269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:21.469357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:21.528663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:21.529542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:21.529649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:21.529683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:21.648987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:21.649138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:21.649178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:21.649206] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:21.652739] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: DOWN (p=26.36%)
[2025-12-24T20:29:21.653018] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-12-24T20:29:21.653147] [INFO ] [sig       ] PEG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:21.795006] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PEG.txt
[2025-12-24T20:29:21.795137] [INFO ] [sig       ] [2466/3551] Completed PEG in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-24T20:29:21.795177] [INFO ] [sig       ] [2467/3551] Forecasting PEGA...
[2025-12-24T20:29:21.795206] [INFO ] [sig       ] Generating forecast for: PEGA
[2025-12-24T20:29:21.795238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2025-12-24T20:29:21.806759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2025-12-24T20:29:21.807114] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2025-12-24T20:29:21.807922] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2025-12-24T20:29:21.807979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:21.808013] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:21.808042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:21.808099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:21.866616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:21.867803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:21.867901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:21.867944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:21.990235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:21.990382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:21.990421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:21.990493] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:21.994179] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: DOWN (p=9.16%)
[2025-12-24T20:29:21.994443] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2025-12-24T20:29:21.994563] [INFO ] [sig       ] PEGA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:22.148461] [INFO ] [LOCAL     ] Saved forecast: PEGA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PEGA.txt
[2025-12-24T20:29:22.148641] [INFO ] [sig       ] [2467/3551] Completed PEGA in 0.4s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-24T20:29:22.148686] [INFO ] [sig       ] [2468/3551] Forecasting PEN...
[2025-12-24T20:29:22.148716] [INFO ] [sig       ] Generating forecast for: PEN
[2025-12-24T20:29:22.148747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-12-24T20:29:22.165251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2025-12-24T20:29:22.165715] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-12-24T20:29:22.166821] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-12-24T20:29:22.166888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:22.166940] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:22.166985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:22.167070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:22.233744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:22.234381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:22.234462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:22.234494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:22.359262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:22.359432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:22.359472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:22.359500] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:22.362865] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=17.40%)
[2025-12-24T20:29:22.363130] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-12-24T20:29:22.363249] [INFO ] [sig       ] PEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:22.506111] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PEN.txt
[2025-12-24T20:29:22.506324] [INFO ] [sig       ] [2468/3551] Completed PEN in 0.4s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-24T20:29:22.506381] [INFO ] [sig       ] [2469/3551] Forecasting PENN...
[2025-12-24T20:29:22.506423] [INFO ] [sig       ] Generating forecast for: PENN
[2025-12-24T20:29:22.506465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2025-12-24T20:29:22.519836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2025-12-24T20:29:22.520169] [INFO ] [FORECASTER] Starting predict_future for PENN
[2025-12-24T20:29:22.521001] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2025-12-24T20:29:22.521055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:22.521098] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:22.521132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:22.521192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:22.587516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:22.588630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:22.588917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:22.588969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:22.722612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:22.722787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:22.722834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:22.722866] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:22.726544] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: DOWN (p=26.22%)
[2025-12-24T20:29:22.726885] [INFO ] [FORECASTER] Completed predict_future for PENN
[2025-12-24T20:29:22.727023] [INFO ] [sig       ] PENN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:22.876506] [INFO ] [LOCAL     ] Saved forecast: PENN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PENN.txt
[2025-12-24T20:29:22.876693] [INFO ] [sig       ] [2469/3551] Completed PENN in 0.4s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-24T20:29:22.876735] [INFO ] [sig       ] [2470/3551] Forecasting PEO...
[2025-12-24T20:29:22.876765] [INFO ] [sig       ] Generating forecast for: PEO
[2025-12-24T20:29:22.876798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-12-24T20:29:22.888986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2025-12-24T20:29:22.889431] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-12-24T20:29:22.890265] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-12-24T20:29:22.890320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:22.890354] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:22.890381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:22.890450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:22.947834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:22.948734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:22.948824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:22.948857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:23.066656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:23.066809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:23.066848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:23.066876] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:23.070222] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: UP (p=77.35%)
[2025-12-24T20:29:23.070498] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-12-24T20:29:23.070641] [INFO ] [sig       ] PEO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:23.214262] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PEO.txt
[2025-12-24T20:29:23.214415] [INFO ] [sig       ] [2470/3551] Completed PEO in 0.3s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-24T20:29:23.214456] [INFO ] [sig       ] [2471/3551] Forecasting PEP...
[2025-12-24T20:29:23.214485] [INFO ] [sig       ] Generating forecast for: PEP
[2025-12-24T20:29:23.214516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2025-12-24T20:29:23.226285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2025-12-24T20:29:23.226647] [INFO ] [FORECASTER] Starting predict_future for PEP
[2025-12-24T20:29:23.227497] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2025-12-24T20:29:23.227551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:23.227604] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:23.227646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:23.227705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:23.286320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:23.287399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:23.287485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:23.287519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:23.417431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:23.417632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:23.417687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:23.417726] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:23.422341] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: DOWN (p=21.45%)
[2025-12-24T20:29:23.422990] [INFO ] [FORECASTER] Completed predict_future for PEP
[2025-12-24T20:29:23.423160] [INFO ] [sig       ] PEP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:23.566439] [INFO ] [LOCAL     ] Saved forecast: PEP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PEP.txt
[2025-12-24T20:29:23.566609] [INFO ] [sig       ] [2471/3551] Completed PEP in 0.4s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-24T20:29:23.566653] [INFO ] [sig       ] [2472/3551] Forecasting PEPG...
[2025-12-24T20:29:23.566684] [INFO ] [sig       ] Generating forecast for: PEPG
[2025-12-24T20:29:23.566715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2025-12-24T20:29:23.579071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2025-12-24T20:29:23.579416] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2025-12-24T20:29:23.580234] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2025-12-24T20:29:23.580288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:23.580320] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:23.580348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:23.580406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:23.637872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:23.638677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:23.638762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:23.638801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:23.764758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:23.764921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:23.764977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:23.765021] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:23.768998] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: DOWN (p=29.01%)
[2025-12-24T20:29:23.769330] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2025-12-24T20:29:23.769481] [INFO ] [sig       ] PEPG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:23.922397] [INFO ] [LOCAL     ] Saved forecast: PEPG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PEPG.txt
[2025-12-24T20:29:23.922547] [INFO ] [sig       ] [2472/3551] Completed PEPG in 0.4s | 2.88 sym/s | Total: 14.3m | ETA: 6.3m
[2025-12-24T20:29:23.922606] [INFO ] [sig       ] [2473/3551] Forecasting PERF...
[2025-12-24T20:29:23.922641] [INFO ] [sig       ] Generating forecast for: PERF
[2025-12-24T20:29:23.922673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-12-24T20:29:23.934831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2025-12-24T20:29:23.935215] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-12-24T20:29:23.936127] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-12-24T20:29:23.936182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:23.936214] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:23.936241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:23.936297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:23.998436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:23.999240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:23.999355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:23.999391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:24.126529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:24.126703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:24.126752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:24.126781] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:24.130519] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=80.23%)
[2025-12-24T20:29:24.130820] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-12-24T20:29:24.130975] [INFO ] [sig       ] PERF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:24.285479] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PERF.txt
[2025-12-24T20:29:24.285667] [INFO ] [sig       ] [2473/3551] Completed PERF in 0.4s | 2.88 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-24T20:29:24.285710] [INFO ] [sig       ] [2474/3551] Forecasting PERI...
[2025-12-24T20:29:24.285740] [INFO ] [sig       ] Generating forecast for: PERI
[2025-12-24T20:29:24.285770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2025-12-24T20:29:24.297621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2025-12-24T20:29:24.297945] [INFO ] [FORECASTER] Starting predict_future for PERI
[2025-12-24T20:29:24.298724] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2025-12-24T20:29:24.298775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:24.298807] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:24.298834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:24.298890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:24.358778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:24.360118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:24.360248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:24.360284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:24.486838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:24.486996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:24.487037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:24.487067] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:24.490474] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: DOWN (p=14.97%)
[2025-12-24T20:29:24.490780] [INFO ] [FORECASTER] Completed predict_future for PERI
[2025-12-24T20:29:24.490910] [INFO ] [sig       ] PERI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:24.641014] [INFO ] [LOCAL     ] Saved forecast: PERI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PERI.txt
[2025-12-24T20:29:24.641176] [INFO ] [sig       ] [2474/3551] Completed PERI in 0.4s | 2.88 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-24T20:29:24.641216] [INFO ] [sig       ] [2475/3551] Forecasting PESI...
[2025-12-24T20:29:24.641246] [INFO ] [sig       ] Generating forecast for: PESI
[2025-12-24T20:29:24.641283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2025-12-24T20:29:24.655207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2025-12-24T20:29:24.655681] [INFO ] [FORECASTER] Starting predict_future for PESI
[2025-12-24T20:29:24.656753] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2025-12-24T20:29:24.656817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:24.656858] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:24.656891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:24.656969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:24.716542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:24.717570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:24.717669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:24.717702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:24.868439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:24.868620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:24.868664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:24.868695] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:24.872779] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: DOWN (p=16.44%)
[2025-12-24T20:29:24.873112] [INFO ] [FORECASTER] Completed predict_future for PESI
[2025-12-24T20:29:24.873266] [INFO ] [sig       ] PESI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:25.033055] [INFO ] [LOCAL     ] Saved forecast: PESI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PESI.txt
[2025-12-24T20:29:25.033210] [INFO ] [sig       ] [2475/3551] Completed PESI in 0.4s | 2.88 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-24T20:29:25.033251] [INFO ] [sig       ] [2476/3551] Forecasting PETS...
[2025-12-24T20:29:25.033281] [INFO ] [sig       ] Generating forecast for: PETS
[2025-12-24T20:29:25.033311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2025-12-24T20:29:25.044651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2025-12-24T20:29:25.045006] [INFO ] [FORECASTER] Starting predict_future for PETS
[2025-12-24T20:29:25.045807] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2025-12-24T20:29:25.045860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:25.045893] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:25.045922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:25.045979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:25.103368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:25.104239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:25.104329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:25.104364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:25.226958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:25.227113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:25.227154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:25.227183] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:25.230698] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: UP (p=51.19%)
[2025-12-24T20:29:25.230983] [INFO ] [FORECASTER] Completed predict_future for PETS
[2025-12-24T20:29:25.231110] [INFO ] [sig       ] PETS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:25.391157] [INFO ] [LOCAL     ] Saved forecast: PETS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PETS.txt
[2025-12-24T20:29:25.391316] [INFO ] [sig       ] [2476/3551] Completed PETS in 0.4s | 2.88 sym/s | Total: 14.3m | ETA: 6.2m
[2025-12-24T20:29:25.391358] [INFO ] [sig       ] [2477/3551] Forecasting PEY...
[2025-12-24T20:29:25.391387] [INFO ] [sig       ] Generating forecast for: PEY
[2025-12-24T20:29:25.391417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2025-12-24T20:29:25.402881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2025-12-24T20:29:25.403167] [INFO ] [FORECASTER] Starting predict_future for PEY
[2025-12-24T20:29:25.404145] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2025-12-24T20:29:25.404198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:25.404233] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:25.404261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:25.404319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:25.462732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:25.463349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:25.463429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:25.463464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:25.579723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:25.579875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:25.579916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:25.579947] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:25.583412] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: UP (p=90.50%)
[2025-12-24T20:29:25.583720] [INFO ] [FORECASTER] Completed predict_future for PEY
[2025-12-24T20:29:25.583863] [INFO ] [sig       ] PEY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:25.724902] [INFO ] [LOCAL     ] Saved forecast: PEY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PEY.txt
[2025-12-24T20:29:25.725051] [INFO ] [sig       ] [2477/3551] Completed PEY in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-24T20:29:25.725091] [INFO ] [sig       ] [2478/3551] Forecasting PFBC...
[2025-12-24T20:29:25.725121] [INFO ] [sig       ] Generating forecast for: PFBC
[2025-12-24T20:29:25.725151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2025-12-24T20:29:25.737012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2025-12-24T20:29:25.737358] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2025-12-24T20:29:25.738184] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2025-12-24T20:29:25.738238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:25.738272] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:25.738302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:25.738360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:25.795081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:25.795819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:25.795903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:25.795937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:25.911708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:25.911858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:25.911898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:25.911926] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:25.915252] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: UP (p=91.11%)
[2025-12-24T20:29:25.915517] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2025-12-24T20:29:25.915655] [INFO ] [sig       ] PFBC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:26.061063] [INFO ] [LOCAL     ] Saved forecast: PFBC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PFBC.txt
[2025-12-24T20:29:26.061205] [INFO ] [sig       ] [2478/3551] Completed PFBC in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-24T20:29:26.061245] [INFO ] [sig       ] [2479/3551] Forecasting PFD...
[2025-12-24T20:29:26.061275] [INFO ] [sig       ] Generating forecast for: PFD
[2025-12-24T20:29:26.061304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-12-24T20:29:26.074416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2025-12-24T20:29:26.074820] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-12-24T20:29:26.075617] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-12-24T20:29:26.075674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:26.075707] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:26.075736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:26.075794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:26.134169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:26.135145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:26.135230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:26.135265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:26.248276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:26.248452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:26.248495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:26.248524] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:26.252083] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: DOWN (p=3.78%)
[2025-12-24T20:29:26.252374] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-12-24T20:29:26.252503] [INFO ] [sig       ] PFD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:26.402465] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PFD.txt
[2025-12-24T20:29:26.402657] [INFO ] [sig       ] [2479/3551] Completed PFD in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-24T20:29:26.402700] [INFO ] [sig       ] [2480/3551] Forecasting PFF...
[2025-12-24T20:29:26.402730] [INFO ] [sig       ] Generating forecast for: PFF
[2025-12-24T20:29:26.402760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2025-12-24T20:29:26.415604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2025-12-24T20:29:26.416084] [INFO ] [FORECASTER] Starting predict_future for PFF
[2025-12-24T20:29:26.417046] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2025-12-24T20:29:26.417111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:26.417155] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:26.417195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:26.417274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:26.475954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:26.476846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:26.476936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:26.476971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:26.611061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:26.611229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:26.611271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:26.611302] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:26.614742] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: DOWN (p=40.57%)
[2025-12-24T20:29:26.615019] [INFO ] [FORECASTER] Completed predict_future for PFF
[2025-12-24T20:29:26.615146] [INFO ] [sig       ] PFF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:26.758976] [INFO ] [LOCAL     ] Saved forecast: PFF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PFF.txt
[2025-12-24T20:29:26.759127] [INFO ] [sig       ] [2480/3551] Completed PFF in 0.4s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-24T20:29:26.759168] [INFO ] [sig       ] [2481/3551] Forecasting PFG...
[2025-12-24T20:29:26.759196] [INFO ] [sig       ] Generating forecast for: PFG
[2025-12-24T20:29:26.759225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2025-12-24T20:29:26.771028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2025-12-24T20:29:26.771332] [INFO ] [FORECASTER] Starting predict_future for PFG
[2025-12-24T20:29:26.772315] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2025-12-24T20:29:26.772369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:26.772436] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:26.772474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:26.772556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:26.829213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:26.829933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:26.830015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:26.830047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:26.950797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:26.950948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:26.950986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:26.951014] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:26.954329] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: DOWN (p=11.22%)
[2025-12-24T20:29:26.954614] [INFO ] [FORECASTER] Completed predict_future for PFG
[2025-12-24T20:29:26.954758] [INFO ] [sig       ] PFG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:27.096312] [INFO ] [LOCAL     ] Saved forecast: PFG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PFG.txt
[2025-12-24T20:29:27.096447] [INFO ] [sig       ] [2481/3551] Completed PFG in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-24T20:29:27.096488] [INFO ] [sig       ] [2482/3551] Forecasting PFGC...
[2025-12-24T20:29:27.096517] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-12-24T20:29:27.096547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-12-24T20:29:27.108329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2025-12-24T20:29:27.108659] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-12-24T20:29:27.109436] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-12-24T20:29:27.109488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:27.109518] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:27.109544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:27.109622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:27.165340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:27.165977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:27.166056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:27.166088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:27.288768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:27.288914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:27.288953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:27.288982] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:27.292286] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: DOWN (p=6.35%)
[2025-12-24T20:29:27.292549] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-12-24T20:29:27.292686] [INFO ] [sig       ] PFGC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:27.436826] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PFGC.txt
[2025-12-24T20:29:27.437037] [INFO ] [sig       ] [2482/3551] Completed PFGC in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-24T20:29:27.437090] [INFO ] [sig       ] [2483/3551] Forecasting PFH...
[2025-12-24T20:29:27.437120] [INFO ] [sig       ] Generating forecast for: PFH
[2025-12-24T20:29:27.437149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-12-24T20:29:27.450452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2025-12-24T20:29:27.450862] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-12-24T20:29:27.451796] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-12-24T20:29:27.451850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:27.451883] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:27.451911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:27.451985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:27.513731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:27.514538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:27.514639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:27.514676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:27.642054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:27.642199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:27.642240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:27.642269] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:27.645844] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=26.77%)
[2025-12-24T20:29:27.646299] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-12-24T20:29:27.646420] [INFO ] [sig       ] PFH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:27.789105] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PFH.txt
[2025-12-24T20:29:27.789231] [INFO ] [sig       ] [2483/3551] Completed PFH in 0.4s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-24T20:29:27.789271] [INFO ] [sig       ] [2484/3551] Forecasting PFIS...
[2025-12-24T20:29:27.789315] [INFO ] [sig       ] Generating forecast for: PFIS
[2025-12-24T20:29:27.789347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2025-12-24T20:29:27.800760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2025-12-24T20:29:27.801042] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2025-12-24T20:29:27.801842] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2025-12-24T20:29:27.801928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:27.801963] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:27.802177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:27.802234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:27.858919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:27.859611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:27.859707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:27.859747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:27.974005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:27.974158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:27.974200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:27.974261] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:27.977721] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: DOWN (p=3.64%)
[2025-12-24T20:29:27.977995] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2025-12-24T20:29:27.978130] [INFO ] [sig       ] PFIS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:28.119695] [INFO ] [LOCAL     ] Saved forecast: PFIS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PFIS.txt
[2025-12-24T20:29:28.119831] [INFO ] [sig       ] [2484/3551] Completed PFIS in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-24T20:29:28.119883] [INFO ] [sig       ] [2485/3551] Forecasting PFL...
[2025-12-24T20:29:28.119913] [INFO ] [sig       ] Generating forecast for: PFL
[2025-12-24T20:29:28.119946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-12-24T20:29:28.131057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2025-12-24T20:29:28.131343] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-12-24T20:29:28.132098] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-12-24T20:29:28.132150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:28.132183] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:28.132209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:28.132266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:28.192994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:28.193786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:28.193865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:28.193898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:28.312866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:28.313013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:28.313052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:28.313080] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:28.316398] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: UP (p=58.98%)
[2025-12-24T20:29:28.316689] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-12-24T20:29:28.316809] [INFO ] [sig       ] PFL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:28.455362] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PFL.txt
[2025-12-24T20:29:28.455487] [INFO ] [sig       ] [2485/3551] Completed PFL in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-24T20:29:28.455527] [INFO ] [sig       ] [2486/3551] Forecasting PFM...
[2025-12-24T20:29:28.455557] [INFO ] [sig       ] Generating forecast for: PFM
[2025-12-24T20:29:28.455605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2025-12-24T20:29:28.467549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2025-12-24T20:29:28.467953] [INFO ] [FORECASTER] Starting predict_future for PFM
[2025-12-24T20:29:28.468762] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2025-12-24T20:29:28.468816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:28.468848] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:28.468875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:28.468931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:28.526591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:28.527448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:28.527533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:28.527566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:28.648278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:28.648427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:28.648467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:28.648497] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:28.652208] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: DOWN (p=15.41%)
[2025-12-24T20:29:28.652475] [INFO ] [FORECASTER] Completed predict_future for PFM
[2025-12-24T20:29:28.652611] [INFO ] [sig       ] PFM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:28.796727] [INFO ] [LOCAL     ] Saved forecast: PFM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PFM.txt
[2025-12-24T20:29:28.796880] [INFO ] [sig       ] [2486/3551] Completed PFM in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-24T20:29:28.796920] [INFO ] [sig       ] [2487/3551] Forecasting PFN...
[2025-12-24T20:29:28.796949] [INFO ] [sig       ] Generating forecast for: PFN
[2025-12-24T20:29:28.796980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-12-24T20:29:28.808635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2025-12-24T20:29:28.808988] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-12-24T20:29:28.810015] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-12-24T20:29:28.810069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:28.810101] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:28.810129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:28.810185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:28.868353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:28.869219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:28.869338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:28.869375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:28.987147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:28.987324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:28.987375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:28.987405] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:28.990888] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: UP (p=98.66%)
[2025-12-24T20:29:28.991155] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-12-24T20:29:28.991272] [INFO ] [sig       ] PFN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:29.133187] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PFN.txt
[2025-12-24T20:29:29.133347] [INFO ] [sig       ] [2487/3551] Completed PFN in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-24T20:29:29.133394] [INFO ] [sig       ] [2488/3551] Forecasting PFO...
[2025-12-24T20:29:29.133425] [INFO ] [sig       ] Generating forecast for: PFO
[2025-12-24T20:29:29.133455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-12-24T20:29:29.145632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2025-12-24T20:29:29.146016] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-12-24T20:29:29.146846] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-12-24T20:29:29.146900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:29.146933] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:29.146961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:29.147019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:29.206759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:29.207881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:29.207969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:29.208178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:29.322424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:29.322585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:29.322627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:29.322655] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:29.325905] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: DOWN (p=9.65%)
[2025-12-24T20:29:29.326166] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-12-24T20:29:29.326286] [INFO ] [sig       ] PFO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:29.530371] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PFO.txt
[2025-12-24T20:29:29.530542] [INFO ] [sig       ] [2488/3551] Completed PFO in 0.4s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-24T20:29:29.530601] [INFO ] [sig       ] [2489/3551] Forecasting PFS...
[2025-12-24T20:29:29.530634] [INFO ] [sig       ] Generating forecast for: PFS
[2025-12-24T20:29:29.530665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-12-24T20:29:29.542501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2025-12-24T20:29:29.542844] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-12-24T20:29:29.543647] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-12-24T20:29:29.543701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:29.543734] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:29.543762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:29.543818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:29.602554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:29.603417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:29.603498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:29.603531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:29.726427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:29.726585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:29.726626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:29.726656] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:29.730354] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: UP (p=64.09%)
[2025-12-24T20:29:29.730631] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-12-24T20:29:29.730773] [INFO ] [sig       ] PFS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:29.870322] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PFS.txt
[2025-12-24T20:29:29.870444] [INFO ] [sig       ] [2489/3551] Completed PFS in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.2m
[2025-12-24T20:29:29.870483] [INFO ] [sig       ] [2490/3551] Forecasting PFSI...
[2025-12-24T20:29:29.870512] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-12-24T20:29:29.870542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-12-24T20:29:29.882028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2025-12-24T20:29:29.882318] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-12-24T20:29:29.883073] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-12-24T20:29:29.883124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:29.883155] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:29.883181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:29.883236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:29.939009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:29.939671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:29.939750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:29.939784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:30.057359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:30.057504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:30.057542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:30.057588] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:30.061088] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: DOWN (p=8.60%)
[2025-12-24T20:29:30.061350] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-12-24T20:29:30.061467] [INFO ] [sig       ] PFSI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:30.203326] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PFSI.txt
[2025-12-24T20:29:30.203448] [INFO ] [sig       ] [2490/3551] Completed PFSI in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-24T20:29:30.203486] [INFO ] [sig       ] [2491/3551] Forecasting PGC...
[2025-12-24T20:29:30.203516] [INFO ] [sig       ] Generating forecast for: PGC
[2025-12-24T20:29:30.203545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2025-12-24T20:29:30.214605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2025-12-24T20:29:30.214901] [INFO ] [FORECASTER] Starting predict_future for PGC
[2025-12-24T20:29:30.215663] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2025-12-24T20:29:30.215714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:30.215745] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:30.215772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:30.215827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:30.271615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:30.272457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:30.272588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:30.272624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:30.394152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:30.394311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:30.394369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:30.394400] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:30.397721] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: UP (p=82.97%)
[2025-12-24T20:29:30.397999] [INFO ] [FORECASTER] Completed predict_future for PGC
[2025-12-24T20:29:30.398121] [INFO ] [sig       ] PGC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:30.539894] [INFO ] [LOCAL     ] Saved forecast: PGC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PGC.txt
[2025-12-24T20:29:30.540053] [INFO ] [sig       ] [2491/3551] Completed PGC in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-24T20:29:30.540093] [INFO ] [sig       ] [2492/3551] Forecasting PGEN...
[2025-12-24T20:29:30.540123] [INFO ] [sig       ] Generating forecast for: PGEN
[2025-12-24T20:29:30.540153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2025-12-24T20:29:30.552463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2025-12-24T20:29:30.552840] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2025-12-24T20:29:30.553823] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2025-12-24T20:29:30.553875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:30.553906] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:30.553933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:30.553988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:30.612248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:30.613329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:30.613412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:30.613468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:30.737446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:30.737612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:30.737653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:30.737682] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:30.741457] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: DOWN (p=1.43%)
[2025-12-24T20:29:30.741745] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2025-12-24T20:29:30.741866] [INFO ] [sig       ] PGEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:30.890825] [INFO ] [LOCAL     ] Saved forecast: PGEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PGEN.txt
[2025-12-24T20:29:30.890984] [INFO ] [sig       ] [2492/3551] Completed PGEN in 0.4s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-24T20:29:30.891025] [INFO ] [sig       ] [2493/3551] Forecasting PGJ...
[2025-12-24T20:29:30.891054] [INFO ] [sig       ] Generating forecast for: PGJ
[2025-12-24T20:29:30.891084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2025-12-24T20:29:30.902631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2025-12-24T20:29:30.903020] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2025-12-24T20:29:30.903857] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2025-12-24T20:29:30.903909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:30.903941] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:30.903967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:30.904023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:30.961294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:30.962164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:30.962272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:30.962306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:31.088512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:31.088689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:31.088739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:31.088777] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:31.093278] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: DOWN (p=14.76%)
[2025-12-24T20:29:31.093591] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2025-12-24T20:29:31.093730] [INFO ] [sig       ] PGJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:31.237341] [INFO ] [LOCAL     ] Saved forecast: PGJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PGJ.txt
[2025-12-24T20:29:31.237484] [INFO ] [sig       ] [2493/3551] Completed PGJ in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-24T20:29:31.237525] [INFO ] [sig       ] [2494/3551] Forecasting PGNY...
[2025-12-24T20:29:31.237554] [INFO ] [sig       ] Generating forecast for: PGNY
[2025-12-24T20:29:31.237603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2025-12-24T20:29:31.249118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2025-12-24T20:29:31.249440] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2025-12-24T20:29:31.250226] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2025-12-24T20:29:31.250279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:31.250312] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:31.250340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:31.250396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:31.308938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:31.309655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:31.309735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:31.309768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:31.427565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:31.427734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:31.427774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:31.427802] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:31.431723] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: DOWN (p=16.35%)
[2025-12-24T20:29:31.431992] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2025-12-24T20:29:31.432307] [INFO ] [sig       ] PGNY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:31.578764] [INFO ] [LOCAL     ] Saved forecast: PGNY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PGNY.txt
[2025-12-24T20:29:31.578952] [INFO ] [sig       ] [2494/3551] Completed PGNY in 0.3s | 2.88 sym/s | Total: 14.4m | ETA: 6.1m
[2025-12-24T20:29:31.578995] [INFO ] [sig       ] [2495/3551] Forecasting PGP...
[2025-12-24T20:29:31.579026] [INFO ] [sig       ] Generating forecast for: PGP
[2025-12-24T20:29:31.579057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-12-24T20:29:31.590805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2025-12-24T20:29:31.591420] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-12-24T20:29:31.592444] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-12-24T20:29:31.592500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:31.592548] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:31.592598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:31.592659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:31.649628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:31.650453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:31.650536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:31.650569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:31.766786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:31.766946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:31.766985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:31.767015] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:31.770363] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=83.86%)
[2025-12-24T20:29:31.770647] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-12-24T20:29:31.770766] [INFO ] [sig       ] PGP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:31.923332] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PGP.txt
[2025-12-24T20:29:31.923480] [INFO ] [sig       ] [2495/3551] Completed PGP in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-24T20:29:31.923520] [INFO ] [sig       ] [2496/3551] Forecasting PGY...
[2025-12-24T20:29:31.923550] [INFO ] [sig       ] Generating forecast for: PGY
[2025-12-24T20:29:31.923604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2025-12-24T20:29:31.937539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2025-12-24T20:29:31.938078] [INFO ] [FORECASTER] Starting predict_future for PGY
[2025-12-24T20:29:31.938844] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2025-12-24T20:29:31.938895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:31.938927] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:31.938955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:31.939011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:31.996688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:31.997360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:31.997438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:31.997469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:32.115445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:32.115619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:32.115661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:32.115689] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:32.119596] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: DOWN (p=37.29%)
[2025-12-24T20:29:32.119864] [INFO ] [FORECASTER] Completed predict_future for PGY
[2025-12-24T20:29:32.120170] [INFO ] [sig       ] PGY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:32.263807] [INFO ] [LOCAL     ] Saved forecast: PGY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PGY.txt
[2025-12-24T20:29:32.263938] [INFO ] [sig       ] [2496/3551] Completed PGY in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-24T20:29:32.263979] [INFO ] [sig       ] [2497/3551] Forecasting PGZ...
[2025-12-24T20:29:32.264008] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-12-24T20:29:32.264038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-12-24T20:29:32.275948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2025-12-24T20:29:32.276419] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-12-24T20:29:32.277377] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-12-24T20:29:32.277428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:32.277460] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:32.277486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:32.277545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:32.335334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:32.336083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:32.336161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:32.336193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:32.451794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:32.451947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:32.451987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:32.452016] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:32.455305] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=77.94%)
[2025-12-24T20:29:32.455567] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-12-24T20:29:32.455705] [INFO ] [sig       ] PGZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:32.595030] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PGZ.txt
[2025-12-24T20:29:32.595183] [INFO ] [sig       ] [2497/3551] Completed PGZ in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-24T20:29:32.595224] [INFO ] [sig       ] [2498/3551] Forecasting PH...
[2025-12-24T20:29:32.595253] [INFO ] [sig       ] Generating forecast for: PH
[2025-12-24T20:29:32.595283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-12-24T20:29:32.607072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2025-12-24T20:29:32.607459] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-12-24T20:29:32.608225] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-12-24T20:29:32.608276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:32.608332] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:32.608361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:32.608418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:32.664606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:32.665444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:32.665530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:32.665563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:32.783531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:32.783725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:32.783766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:32.783794] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:32.787145] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2025-12-24T20:29:32.787414] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-12-24T20:29:32.787535] [INFO ] [sig       ] PH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:32.926785] [INFO ] [LOCAL     ] Saved forecast: PH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PH.txt
[2025-12-24T20:29:32.926923] [INFO ] [sig       ] [2498/3551] Completed PH in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-24T20:29:32.926962] [INFO ] [sig       ] [2499/3551] Forecasting PHG...
[2025-12-24T20:29:32.926992] [INFO ] [sig       ] Generating forecast for: PHG
[2025-12-24T20:29:32.927029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-12-24T20:29:32.938994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2025-12-24T20:29:32.939291] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-12-24T20:29:32.940063] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-12-24T20:29:32.940115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:32.940147] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:32.940174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:32.940230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:32.996447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:32.997232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:32.997315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:32.997347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:33.122899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:33.123054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:33.123095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:33.123124] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:33.126411] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: DOWN (p=2.19%)
[2025-12-24T20:29:33.126701] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-12-24T20:29:33.126819] [INFO ] [sig       ] PHG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:33.271750] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PHG.txt
[2025-12-24T20:29:33.271905] [INFO ] [sig       ] [2499/3551] Completed PHG in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-24T20:29:33.271945] [INFO ] [sig       ] [2500/3551] Forecasting PHI...
[2025-12-24T20:29:33.271975] [INFO ] [sig       ] Generating forecast for: PHI
[2025-12-24T20:29:33.272006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-12-24T20:29:33.284981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2025-12-24T20:29:33.285438] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-12-24T20:29:33.286415] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-12-24T20:29:33.286470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:33.286503] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:33.286530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:33.286614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:33.343676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:33.344680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:33.344786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:33.344821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:33.478835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:33.479199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:33.479240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:33.479268] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:33.482850] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: DOWN (p=33.77%)
[2025-12-24T20:29:33.483159] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-12-24T20:29:33.483299] [INFO ] [sig       ] PHI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:33.636632] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PHI.txt
[2025-12-24T20:29:33.636818] [INFO ] [sig       ] [2500/3551] Completed PHI in 0.4s | 2.88 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-24T20:29:33.636869] [INFO ] [sig       ] [2501/3551] Forecasting PHIN...
[2025-12-24T20:29:33.636906] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-12-24T20:29:33.636941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-12-24T20:29:33.649349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2025-12-24T20:29:33.649777] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-12-24T20:29:33.650542] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-12-24T20:29:33.650615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:33.650647] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:33.650673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:33.650729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:33.709714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:33.710605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:33.710695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:33.710727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:33.836986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:33.837139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:33.837178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:33.837241] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:33.840712] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: DOWN (p=36.88%)
[2025-12-24T20:29:33.840988] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-12-24T20:29:33.841109] [INFO ] [sig       ] PHIN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:33.986116] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PHIN.txt
[2025-12-24T20:29:33.986243] [INFO ] [sig       ] [2501/3551] Completed PHIN in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-24T20:29:33.986284] [INFO ] [sig       ] [2502/3551] Forecasting PHIO...
[2025-12-24T20:29:33.986313] [INFO ] [sig       ] Generating forecast for: PHIO
[2025-12-24T20:29:33.986343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'.
[2025-12-24T20:29:33.997978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIO'.
[2025-12-24T20:29:33.998283] [INFO ] [FORECASTER] Starting predict_future for PHIO
[2025-12-24T20:29:33.999097] [DEBUG] [LOCAL     ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt
[2025-12-24T20:29:33.999150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:33.999184] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:33.999212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:33.999270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:34.057735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:34.058509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:34.058607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:34.058642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:34.186089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:34.186243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:34.186281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:34.186309] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:34.190478] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: DOWN (p=45.41%)
[2025-12-24T20:29:34.190804] [INFO ] [FORECASTER] Completed predict_future for PHIO
[2025-12-24T20:29:34.190959] [INFO ] [sig       ] PHIO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:34.337363] [INFO ] [LOCAL     ] Saved forecast: PHIO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PHIO.txt
[2025-12-24T20:29:34.337504] [INFO ] [sig       ] [2502/3551] Completed PHIO in 0.4s | 2.88 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-24T20:29:34.337544] [INFO ] [sig       ] [2503/3551] Forecasting PHK...
[2025-12-24T20:29:34.337593] [INFO ] [sig       ] Generating forecast for: PHK
[2025-12-24T20:29:34.337627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-12-24T20:29:34.351556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2025-12-24T20:29:34.351878] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-12-24T20:29:34.352820] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-12-24T20:29:34.352871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:34.352901] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:34.352927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:34.353178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:34.412777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:34.413677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:34.413756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:34.413788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:34.533175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:34.533327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:34.533365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:34.533395] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:34.536693] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=89.73%)
[2025-12-24T20:29:34.536955] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-12-24T20:29:34.537074] [INFO ] [sig       ] PHK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:34.682003] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PHK.txt
[2025-12-24T20:29:34.682139] [INFO ] [sig       ] [2503/3551] Completed PHK in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-24T20:29:34.682179] [INFO ] [sig       ] [2504/3551] Forecasting PHM...
[2025-12-24T20:29:34.682208] [INFO ] [sig       ] Generating forecast for: PHM
[2025-12-24T20:29:34.682238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-12-24T20:29:34.694950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2025-12-24T20:29:34.695257] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-12-24T20:29:34.696030] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-12-24T20:29:34.696083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:34.696115] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:34.696142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:34.696200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:34.753531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:34.754360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:34.754445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:34.754479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:34.877788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:34.877946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:34.877986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:34.878021] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:34.881505] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=36.88%)
[2025-12-24T20:29:34.881799] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-12-24T20:29:34.881931] [INFO ] [sig       ] PHM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:35.028181] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PHM.txt
[2025-12-24T20:29:35.028329] [INFO ] [sig       ] [2504/3551] Completed PHM in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-24T20:29:35.028369] [INFO ] [sig       ] [2505/3551] Forecasting PHO...
[2025-12-24T20:29:35.028398] [INFO ] [sig       ] Generating forecast for: PHO
[2025-12-24T20:29:35.028428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2025-12-24T20:29:35.042596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2025-12-24T20:29:35.042894] [INFO ] [FORECASTER] Starting predict_future for PHO
[2025-12-24T20:29:35.043655] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2025-12-24T20:29:35.043706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:35.043738] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:35.043765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:35.043821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:35.100401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:35.101215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:35.101305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:35.101341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:35.223535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:35.223707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:35.223749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:35.223780] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:35.227339] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: DOWN (p=16.15%)
[2025-12-24T20:29:35.227628] [INFO ] [FORECASTER] Completed predict_future for PHO
[2025-12-24T20:29:35.227752] [INFO ] [sig       ] PHO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:35.375322] [INFO ] [LOCAL     ] Saved forecast: PHO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PHO.txt
[2025-12-24T20:29:35.375468] [INFO ] [sig       ] [2505/3551] Completed PHO in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-24T20:29:35.375509] [INFO ] [sig       ] [2506/3551] Forecasting PHUN...
[2025-12-24T20:29:35.375538] [INFO ] [sig       ] Generating forecast for: PHUN
[2025-12-24T20:29:35.375567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2025-12-24T20:29:35.386966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2025-12-24T20:29:35.387243] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2025-12-24T20:29:35.388018] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2025-12-24T20:29:35.388071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:35.388105] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:35.388132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:35.388189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:35.444873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:35.445681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:35.445763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:35.445798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:35.568299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:35.568449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:35.568490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:35.568519] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:35.572294] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: UP (p=84.37%)
[2025-12-24T20:29:35.572562] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2025-12-24T20:29:35.572705] [INFO ] [sig       ] PHUN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:35.720794] [INFO ] [LOCAL     ] Saved forecast: PHUN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PHUN.txt
[2025-12-24T20:29:35.720926] [INFO ] [sig       ] [2506/3551] Completed PHUN in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.1m
[2025-12-24T20:29:35.720965] [INFO ] [sig       ] [2507/3551] Forecasting PHVS...
[2025-12-24T20:29:35.720993] [INFO ] [sig       ] Generating forecast for: PHVS
[2025-12-24T20:29:35.721023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2025-12-24T20:29:35.736229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2025-12-24T20:29:35.736860] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2025-12-24T20:29:35.738011] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2025-12-24T20:29:35.738078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:35.738115] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:35.738145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:35.738207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:35.801666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:35.802792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:35.802940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:35.802979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:35.931520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:35.931781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:35.931829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:35.931860] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:35.936698] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: DOWN (p=4.38%)
[2025-12-24T20:29:35.937091] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2025-12-24T20:29:35.937249] [INFO ] [sig       ] PHVS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:36.087411] [INFO ] [LOCAL     ] Saved forecast: PHVS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PHVS.txt
[2025-12-24T20:29:36.087680] [INFO ] [sig       ] [2507/3551] Completed PHVS in 0.4s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-24T20:29:36.087737] [INFO ] [sig       ] [2508/3551] Forecasting PI...
[2025-12-24T20:29:36.087769] [INFO ] [sig       ] Generating forecast for: PI
[2025-12-24T20:29:36.087801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2025-12-24T20:29:36.102389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2025-12-24T20:29:36.102929] [INFO ] [FORECASTER] Starting predict_future for PI
[2025-12-24T20:29:36.104227] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2025-12-24T20:29:36.104299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:36.104333] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:36.104361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:36.104418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:36.163566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:36.164737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:36.164914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:36.164951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:36.296876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:36.297095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:36.297140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:36.297169] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:36.300902] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: UP (p=68.22%)
[2025-12-24T20:29:36.301191] [INFO ] [FORECASTER] Completed predict_future for PI
[2025-12-24T20:29:36.301319] [INFO ] [sig       ] PI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:36.450390] [INFO ] [LOCAL     ] Saved forecast: PI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PI.txt
[2025-12-24T20:29:36.450593] [INFO ] [sig       ] [2508/3551] Completed PI in 0.4s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-24T20:29:36.450638] [INFO ] [sig       ] [2509/3551] Forecasting PID...
[2025-12-24T20:29:36.450669] [INFO ] [sig       ] Generating forecast for: PID
[2025-12-24T20:29:36.450700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2025-12-24T20:29:36.465005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2025-12-24T20:29:36.465672] [INFO ] [FORECASTER] Starting predict_future for PID
[2025-12-24T20:29:36.466822] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2025-12-24T20:29:36.466878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:36.466913] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:36.466940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:36.467000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:36.526646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:36.527676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:36.527769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:36.527803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:36.649957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:36.650182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:36.650236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:36.650267] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:36.654232] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: DOWN (p=13.65%)
[2025-12-24T20:29:36.654537] [INFO ] [FORECASTER] Completed predict_future for PID
[2025-12-24T20:29:36.654686] [INFO ] [sig       ] PID: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:36.797245] [INFO ] [LOCAL     ] Saved forecast: PID	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PID.txt
[2025-12-24T20:29:36.797427] [INFO ] [sig       ] [2509/3551] Completed PID in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-24T20:29:36.797502] [INFO ] [sig       ] [2510/3551] Forecasting PIE...
[2025-12-24T20:29:36.797536] [INFO ] [sig       ] Generating forecast for: PIE
[2025-12-24T20:29:36.797567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2025-12-24T20:29:36.811650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2025-12-24T20:29:36.812109] [INFO ] [FORECASTER] Starting predict_future for PIE
[2025-12-24T20:29:36.813018] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2025-12-24T20:29:36.813072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:36.813104] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:36.813129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:36.813186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:36.872060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:36.873150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:36.873251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:36.873286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:36.991516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:36.991768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:36.991816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:36.991845] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:36.996491] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: DOWN (p=44.66%)
[2025-12-24T20:29:36.996845] [INFO ] [FORECASTER] Completed predict_future for PIE
[2025-12-24T20:29:36.996993] [INFO ] [sig       ] PIE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:37.142338] [INFO ] [LOCAL     ] Saved forecast: PIE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PIE.txt
[2025-12-24T20:29:37.142528] [INFO ] [sig       ] [2510/3551] Completed PIE in 0.3s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-24T20:29:37.142586] [INFO ] [sig       ] [2511/3551] Forecasting PII...
[2025-12-24T20:29:37.142620] [INFO ] [sig       ] Generating forecast for: PII
[2025-12-24T20:29:37.142652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-12-24T20:29:37.157055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2025-12-24T20:29:37.157720] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-12-24T20:29:37.158772] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-12-24T20:29:37.158824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:37.158857] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:37.158884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:37.158942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:37.217389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:37.218546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:37.218665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:37.218700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:37.344534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:37.344791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:37.344837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:37.344868] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:37.349465] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-24T20:29:37.349915] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-12-24T20:29:37.350073] [INFO ] [sig       ] PII: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:37.509998] [INFO ] [LOCAL     ] Saved forecast: PII	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PII.txt
[2025-12-24T20:29:37.510274] [INFO ] [sig       ] [2511/3551] Completed PII in 0.4s | 2.88 sym/s | Total: 14.5m | ETA: 6.0m
[2025-12-24T20:29:37.510331] [INFO ] [sig       ] [2512/3551] Forecasting PIM...
[2025-12-24T20:29:37.510366] [INFO ] [sig       ] Generating forecast for: PIM
[2025-12-24T20:29:37.510414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-12-24T20:29:37.525003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2025-12-24T20:29:37.525681] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-12-24T20:29:37.526882] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-12-24T20:29:37.526972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:37.527009] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:37.527038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:37.527102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:37.589850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:37.591083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:37.591389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:37.591428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:37.711099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:37.711351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:37.711404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:37.711436] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:37.715279] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: UP (p=75.12%)
[2025-12-24T20:29:37.715601] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-12-24T20:29:37.715738] [INFO ] [sig       ] PIM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:37.866234] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PIM.txt
[2025-12-24T20:29:37.866462] [INFO ] [sig       ] [2512/3551] Completed PIM in 0.4s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-24T20:29:37.866507] [INFO ] [sig       ] [2513/3551] Forecasting PINE...
[2025-12-24T20:29:37.866540] [INFO ] [sig       ] Generating forecast for: PINE
[2025-12-24T20:29:37.866595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-12-24T20:29:37.881618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2025-12-24T20:29:37.882114] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-12-24T20:29:37.882955] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-12-24T20:29:37.883008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:37.883039] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:37.883067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:37.883123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:37.939682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:37.940845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:37.940969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:37.941003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:38.063172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:38.063332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:38.063371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:38.063398] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:38.066847] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-12-24T20:29:38.067144] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-12-24T20:29:38.067295] [INFO ] [sig       ] PINE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:38.210054] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PINE.txt
[2025-12-24T20:29:38.210209] [INFO ] [sig       ] [2513/3551] Completed PINE in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-24T20:29:38.210249] [INFO ] [sig       ] [2514/3551] Forecasting PINS...
[2025-12-24T20:29:38.210279] [INFO ] [sig       ] Generating forecast for: PINS
[2025-12-24T20:29:38.210309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-12-24T20:29:38.221874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2025-12-24T20:29:38.222236] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-12-24T20:29:38.223008] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-12-24T20:29:38.223228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:38.223259] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:38.223285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:38.223341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:38.279884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:38.280708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:38.280796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:38.280827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:38.406007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:38.406344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:38.406384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:38.406413] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:38.409977] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=83.53%)
[2025-12-24T20:29:38.410433] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-12-24T20:29:38.410552] [INFO ] [sig       ] PINS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:38.551300] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PINS.txt
[2025-12-24T20:29:38.551443] [INFO ] [sig       ] [2514/3551] Completed PINS in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-24T20:29:38.551482] [INFO ] [sig       ] [2515/3551] Forecasting PK...
[2025-12-24T20:29:38.551512] [INFO ] [sig       ] Generating forecast for: PK
[2025-12-24T20:29:38.551541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-12-24T20:29:38.563917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2025-12-24T20:29:38.564268] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-12-24T20:29:38.565037] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-12-24T20:29:38.565088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:38.565146] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:38.565175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:38.565230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:38.620550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:38.621245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:38.621323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:38.621355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:38.744489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:38.744678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:38.744760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:38.744806] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:38.748312] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: UP (p=58.33%)
[2025-12-24T20:29:38.748642] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-12-24T20:29:38.748781] [INFO ] [sig       ] PK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:38.892119] [INFO ] [LOCAL     ] Saved forecast: PK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PK.txt
[2025-12-24T20:29:38.892248] [INFO ] [sig       ] [2515/3551] Completed PK in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-24T20:29:38.892287] [INFO ] [sig       ] [2516/3551] Forecasting PKBK...
[2025-12-24T20:29:38.892317] [INFO ] [sig       ] Generating forecast for: PKBK
[2025-12-24T20:29:38.892347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2025-12-24T20:29:38.904123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2025-12-24T20:29:38.904405] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2025-12-24T20:29:38.905166] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2025-12-24T20:29:38.905217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:38.905248] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:38.905275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:38.905335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:38.960821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:38.961625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:38.961707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:38.961739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:39.076123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:39.076280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:39.076319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:39.076347] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:39.079674] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: UP (p=92.06%)
[2025-12-24T20:29:39.079939] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2025-12-24T20:29:39.080059] [INFO ] [sig       ] PKBK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:39.223538] [INFO ] [LOCAL     ] Saved forecast: PKBK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PKBK.txt
[2025-12-24T20:29:39.223707] [INFO ] [sig       ] [2516/3551] Completed PKBK in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-24T20:29:39.223749] [INFO ] [sig       ] [2517/3551] Forecasting PKE...
[2025-12-24T20:29:39.223779] [INFO ] [sig       ] Generating forecast for: PKE
[2025-12-24T20:29:39.223809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-12-24T20:29:39.235494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2025-12-24T20:29:39.235836] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-12-24T20:29:39.236607] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-12-24T20:29:39.236659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:39.236691] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:39.236718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:39.236774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:39.292551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:39.293296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:39.293392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:39.293426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:39.412990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:39.413150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:39.413197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:39.413228] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:39.416638] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: DOWN (p=2.81%)
[2025-12-24T20:29:39.416908] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-12-24T20:29:39.417035] [INFO ] [sig       ] PKE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:39.559246] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PKE.txt
[2025-12-24T20:29:39.559419] [INFO ] [sig       ] [2517/3551] Completed PKE in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-24T20:29:39.559457] [INFO ] [sig       ] [2518/3551] Forecasting PKG...
[2025-12-24T20:29:39.559488] [INFO ] [sig       ] Generating forecast for: PKG
[2025-12-24T20:29:39.559518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-12-24T20:29:39.571360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2025-12-24T20:29:39.571672] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-12-24T20:29:39.572427] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-12-24T20:29:39.572481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:39.572513] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:39.572540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:39.572619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:39.631088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:39.631869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:39.631956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:39.631989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:39.756557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:39.756734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:39.756774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:39.756837] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:39.760414] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-12-24T20:29:39.760710] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-12-24T20:29:39.760833] [INFO ] [sig       ] PKG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:39.906942] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PKG.txt
[2025-12-24T20:29:39.907100] [INFO ] [sig       ] [2518/3551] Completed PKG in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-24T20:29:39.907142] [INFO ] [sig       ] [2519/3551] Forecasting PKOH...
[2025-12-24T20:29:39.907173] [INFO ] [sig       ] Generating forecast for: PKOH
[2025-12-24T20:29:39.907205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2025-12-24T20:29:39.923649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2025-12-24T20:29:39.924115] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2025-12-24T20:29:39.925154] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2025-12-24T20:29:39.925219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:39.925262] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:39.925313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:39.925398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:39.993089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:39.993968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:39.994054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:39.994087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:40.109308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:40.109470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:40.109510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:40.109538] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:40.113073] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: DOWN (p=17.53%)
[2025-12-24T20:29:40.113341] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2025-12-24T20:29:40.113460] [INFO ] [sig       ] PKOH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:40.254365] [INFO ] [LOCAL     ] Saved forecast: PKOH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PKOH.txt
[2025-12-24T20:29:40.254508] [INFO ] [sig       ] [2519/3551] Completed PKOH in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-24T20:29:40.254548] [INFO ] [sig       ] [2520/3551] Forecasting PKX...
[2025-12-24T20:29:40.254597] [INFO ] [sig       ] Generating forecast for: PKX
[2025-12-24T20:29:40.254629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-12-24T20:29:40.265842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2025-12-24T20:29:40.266186] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-12-24T20:29:40.266957] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-12-24T20:29:40.267008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:40.267039] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:40.267066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:40.267122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:40.322091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:40.322886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:40.322971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:40.323003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:40.442077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:40.442235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:40.442273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:40.442303] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:40.445615] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: UP (p=70.09%)
[2025-12-24T20:29:40.445879] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-12-24T20:29:40.446001] [INFO ] [sig       ] PKX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:40.586830] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PKX.txt
[2025-12-24T20:29:40.586988] [INFO ] [sig       ] [2520/3551] Completed PKX in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-24T20:29:40.587028] [INFO ] [sig       ] [2521/3551] Forecasting PL...
[2025-12-24T20:29:40.587059] [INFO ] [sig       ] Generating forecast for: PL
[2025-12-24T20:29:40.587089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-12-24T20:29:40.598287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PL'.
[2025-12-24T20:29:40.598553] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-12-24T20:29:40.599337] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-12-24T20:29:40.599389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:40.599420] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:40.599446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:40.599502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:40.655889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:40.656660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:40.656736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:40.656768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:40.776297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:40.776407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:40.776443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:40.776470] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:40.779775] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: UP (p=73.17%)
[2025-12-24T20:29:40.780032] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-12-24T20:29:40.780150] [INFO ] [sig       ] PL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:40.920798] [INFO ] [LOCAL     ] Saved forecast: PL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PL.txt
[2025-12-24T20:29:40.920924] [INFO ] [sig       ] [2521/3551] Completed PL in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-24T20:29:40.920966] [INFO ] [sig       ] [2522/3551] Forecasting PLAB...
[2025-12-24T20:29:40.920996] [INFO ] [sig       ] Generating forecast for: PLAB
[2025-12-24T20:29:40.921025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2025-12-24T20:29:40.935232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2025-12-24T20:29:40.935645] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2025-12-24T20:29:40.936449] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2025-12-24T20:29:40.936503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:40.936535] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:40.936562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:40.936643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:40.997463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:40.998442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:40.998546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:40.998622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:41.126287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:41.126449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:41.126490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:41.126518] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:41.130060] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: UP (p=61.45%)
[2025-12-24T20:29:41.130422] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2025-12-24T20:29:41.130609] [INFO ] [sig       ] PLAB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:41.278552] [INFO ] [LOCAL     ] Saved forecast: PLAB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PLAB.txt
[2025-12-24T20:29:41.278747] [INFO ] [sig       ] [2522/3551] Completed PLAB in 0.4s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-24T20:29:41.278790] [INFO ] [sig       ] [2523/3551] Forecasting PLAY...
[2025-12-24T20:29:41.278821] [INFO ] [sig       ] Generating forecast for: PLAY
[2025-12-24T20:29:41.278863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2025-12-24T20:29:41.291965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2025-12-24T20:29:41.292392] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2025-12-24T20:29:41.293279] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2025-12-24T20:29:41.293336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:41.293368] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:41.293395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:41.293452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:41.378548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:41.379820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:41.379944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:41.380002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:41.551156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:41.551357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:41.551423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:41.551474] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:41.555904] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: DOWN (p=34.73%)
[2025-12-24T20:29:41.556297] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2025-12-24T20:29:41.556448] [INFO ] [sig       ] PLAY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:41.745442] [INFO ] [LOCAL     ] Saved forecast: PLAY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PLAY.txt
[2025-12-24T20:29:41.745702] [INFO ] [sig       ] [2523/3551] Completed PLAY in 0.5s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-24T20:29:41.745768] [INFO ] [sig       ] [2524/3551] Forecasting PLBC...
[2025-12-24T20:29:41.745816] [INFO ] [sig       ] Generating forecast for: PLBC
[2025-12-24T20:29:41.745859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2025-12-24T20:29:41.764372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2025-12-24T20:29:41.774923] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2025-12-24T20:29:41.776501] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2025-12-24T20:29:41.776629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:41.776676] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:41.776715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:41.776795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:41.864161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:41.865311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:41.865434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:41.865489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:41.992304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:41.992502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:41.992566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:41.992644] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:41.997708] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: UP (p=52.47%)
[2025-12-24T20:29:41.998162] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2025-12-24T20:29:41.998361] [INFO ] [sig       ] PLBC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:42.222619] [INFO ] [LOCAL     ] Saved forecast: PLBC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PLBC.txt
[2025-12-24T20:29:42.222833] [INFO ] [sig       ] [2524/3551] Completed PLBC in 0.5s | 2.88 sym/s | Total: 14.6m | ETA: 6.0m
[2025-12-24T20:29:42.222895] [INFO ] [sig       ] [2525/3551] Forecasting PLBY...
[2025-12-24T20:29:42.222946] [INFO ] [sig       ] Generating forecast for: PLBY
[2025-12-24T20:29:42.222998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2025-12-24T20:29:42.235676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2025-12-24T20:29:42.236069] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2025-12-24T20:29:42.236894] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2025-12-24T20:29:42.236949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:42.236982] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:42.237010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:42.237068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:42.321322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:42.322262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:42.322386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:42.322420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:42.452903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:42.453068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:42.453112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:42.453141] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:42.457049] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: UP (p=93.70%)
[2025-12-24T20:29:42.457461] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2025-12-24T20:29:42.457651] [INFO ] [sig       ] PLBY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:42.609174] [INFO ] [LOCAL     ] Saved forecast: PLBY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PLBY.txt
[2025-12-24T20:29:42.609386] [INFO ] [sig       ] [2525/3551] Completed PLBY in 0.4s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-24T20:29:42.609441] [INFO ] [sig       ] [2526/3551] Forecasting PLCE...
[2025-12-24T20:29:42.609479] [INFO ] [sig       ] Generating forecast for: PLCE
[2025-12-24T20:29:42.609513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2025-12-24T20:29:42.623057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2025-12-24T20:29:42.623449] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2025-12-24T20:29:42.624270] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2025-12-24T20:29:42.624324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:42.624356] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:42.624383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:42.624439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:42.685987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:42.686887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:42.686981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:42.687023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:42.810232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:42.810373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:42.810413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:42.810443] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:42.813773] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: UP (p=82.91%)
[2025-12-24T20:29:42.814040] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2025-12-24T20:29:42.814160] [INFO ] [sig       ] PLCE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:42.955129] [INFO ] [LOCAL     ] Saved forecast: PLCE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PLCE.txt
[2025-12-24T20:29:42.955275] [INFO ] [sig       ] [2526/3551] Completed PLCE in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-24T20:29:42.955315] [INFO ] [sig       ] [2527/3551] Forecasting PLD...
[2025-12-24T20:29:42.955347] [INFO ] [sig       ] Generating forecast for: PLD
[2025-12-24T20:29:42.955379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-12-24T20:29:42.966753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2025-12-24T20:29:42.967065] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-12-24T20:29:42.967903] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-12-24T20:29:42.967958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:42.967991] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:42.968019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:42.968076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:43.025415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:43.026165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:43.026248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:43.026282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:43.152014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:43.152164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:43.152205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:43.152236] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:43.155733] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2025-12-24T20:29:43.156021] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-12-24T20:29:43.156172] [INFO ] [sig       ] PLD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:43.295656] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PLD.txt
[2025-12-24T20:29:43.295800] [INFO ] [sig       ] [2527/3551] Completed PLD in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-24T20:29:43.295840] [INFO ] [sig       ] [2528/3551] Forecasting PLPC...
[2025-12-24T20:29:43.295869] [INFO ] [sig       ] Generating forecast for: PLPC
[2025-12-24T20:29:43.295900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2025-12-24T20:29:43.308050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2025-12-24T20:29:43.308333] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2025-12-24T20:29:43.309098] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2025-12-24T20:29:43.309150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:43.309182] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:43.309209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:43.309264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:43.366026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:43.366836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:43.366916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:43.366948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:43.480920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:43.481069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:43.481108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:43.481137] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:43.484425] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: UP (p=95.98%)
[2025-12-24T20:29:43.484707] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2025-12-24T20:29:43.484828] [INFO ] [sig       ] PLPC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:43.625370] [INFO ] [LOCAL     ] Saved forecast: PLPC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PLPC.txt
[2025-12-24T20:29:43.625549] [INFO ] [sig       ] [2528/3551] Completed PLPC in 0.3s | 2.88 sym/s | Total: 14.6m | ETA: 5.9m
[2025-12-24T20:29:43.625607] [INFO ] [sig       ] [2529/3551] Forecasting PLRX...
[2025-12-24T20:29:43.625639] [INFO ] [sig       ] Generating forecast for: PLRX
[2025-12-24T20:29:43.625669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2025-12-24T20:29:43.637537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2025-12-24T20:29:43.637910] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2025-12-24T20:29:43.638735] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2025-12-24T20:29:43.638788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:43.638821] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:43.638849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:43.638907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:43.699503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:43.700368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:43.700449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:43.700482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:43.820004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:43.820151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:43.820190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:43.820217] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:43.823681] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: UP (p=59.50%)
[2025-12-24T20:29:43.823942] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2025-12-24T20:29:43.824061] [INFO ] [sig       ] PLRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:43.965822] [INFO ] [LOCAL     ] Saved forecast: PLRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PLRX.txt
[2025-12-24T20:29:43.965972] [INFO ] [sig       ] [2529/3551] Completed PLRX in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-24T20:29:43.966011] [INFO ] [sig       ] [2530/3551] Forecasting PLSE...
[2025-12-24T20:29:43.966040] [INFO ] [sig       ] Generating forecast for: PLSE
[2025-12-24T20:29:43.966071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2025-12-24T20:29:43.978065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2025-12-24T20:29:43.978699] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2025-12-24T20:29:43.979625] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2025-12-24T20:29:43.979698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:43.979732] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:43.979760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:43.979843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:44.050635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:44.051677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:44.051763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:44.051795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:44.172450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:44.172620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:44.172663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:44.172692] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:44.176629] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-12-24T20:29:44.176905] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2025-12-24T20:29:44.177039] [INFO ] [sig       ] PLSE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:44.325633] [INFO ] [LOCAL     ] Saved forecast: PLSE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PLSE.txt
[2025-12-24T20:29:44.325798] [INFO ] [sig       ] [2530/3551] Completed PLSE in 0.4s | 2.88 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-24T20:29:44.325848] [INFO ] [sig       ] [2531/3551] Forecasting PLTK...
[2025-12-24T20:29:44.325882] [INFO ] [sig       ] Generating forecast for: PLTK
[2025-12-24T20:29:44.325913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2025-12-24T20:29:44.337672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2025-12-24T20:29:44.337979] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2025-12-24T20:29:44.338812] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2025-12-24T20:29:44.338873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:44.338908] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:44.338935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:44.338997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:44.399079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:44.399969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:44.400062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:44.400095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:44.526143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:44.526296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:44.526337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:44.526367] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:44.530472] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: UP (p=90.76%)
[2025-12-24T20:29:44.530803] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2025-12-24T20:29:44.530933] [INFO ] [sig       ] PLTK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:44.677891] [INFO ] [LOCAL     ] Saved forecast: PLTK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PLTK.txt
[2025-12-24T20:29:44.678040] [INFO ] [sig       ] [2531/3551] Completed PLTK in 0.4s | 2.88 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-24T20:29:44.678080] [INFO ] [sig       ] [2532/3551] Forecasting PLUG...
[2025-12-24T20:29:44.678111] [INFO ] [sig       ] Generating forecast for: PLUG
[2025-12-24T20:29:44.678142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2025-12-24T20:29:44.689908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2025-12-24T20:29:44.690265] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2025-12-24T20:29:44.691040] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2025-12-24T20:29:44.691105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:44.691162] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:44.691191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:44.691247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:44.750003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:44.750798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:44.750880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:44.750912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:44.875207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:44.875356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:44.875396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:44.875424] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:44.878744] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: UP (p=92.67%)
[2025-12-24T20:29:44.879013] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2025-12-24T20:29:44.879134] [INFO ] [sig       ] PLUG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:45.037191] [INFO ] [LOCAL     ] Saved forecast: PLUG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PLUG.txt
[2025-12-24T20:29:45.037357] [INFO ] [sig       ] [2532/3551] Completed PLUG in 0.4s | 2.88 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-24T20:29:45.037399] [INFO ] [sig       ] [2533/3551] Forecasting PLUS...
[2025-12-24T20:29:45.037429] [INFO ] [sig       ] Generating forecast for: PLUS
[2025-12-24T20:29:45.037458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2025-12-24T20:29:45.050622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2025-12-24T20:29:45.051011] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2025-12-24T20:29:45.052004] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2025-12-24T20:29:45.052062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:45.052093] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:45.052119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:45.052174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:45.110705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:45.111553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:45.111685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:45.111720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:45.234925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:45.235054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:45.235094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:45.235123] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:45.238913] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: DOWN (p=43.15%)
[2025-12-24T20:29:45.239180] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2025-12-24T20:29:45.239326] [INFO ] [sig       ] PLUS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:45.381132] [INFO ] [LOCAL     ] Saved forecast: PLUS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PLUS.txt
[2025-12-24T20:29:45.381281] [INFO ] [sig       ] [2533/3551] Completed PLUS in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-24T20:29:45.381319] [INFO ] [sig       ] [2534/3551] Forecasting PLXS...
[2025-12-24T20:29:45.381348] [INFO ] [sig       ] Generating forecast for: PLXS
[2025-12-24T20:29:45.381378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2025-12-24T20:29:45.392833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2025-12-24T20:29:45.393097] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2025-12-24T20:29:45.393857] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2025-12-24T20:29:45.393908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:45.393940] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:45.393967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:45.394022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:45.452261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:45.452921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:45.453000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:45.453032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:45.576761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:45.576903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:45.576942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:45.576969] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:45.580705] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: UP (p=93.57%)
[2025-12-24T20:29:45.580980] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2025-12-24T20:29:45.581101] [INFO ] [sig       ] PLXS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:45.725801] [INFO ] [LOCAL     ] Saved forecast: PLXS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PLXS.txt
[2025-12-24T20:29:45.725937] [INFO ] [sig       ] [2534/3551] Completed PLXS in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-24T20:29:45.725976] [INFO ] [sig       ] [2535/3551] Forecasting PLYM...
[2025-12-24T20:29:45.726005] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-12-24T20:29:45.726037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-12-24T20:29:45.739071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLYM'.
[2025-12-24T20:29:45.739405] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-12-24T20:29:45.740175] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-12-24T20:29:45.740229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:45.740260] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:45.740285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:45.740340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:45.797891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:45.798749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:45.798835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:45.798868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:45.922675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:45.922834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:45.922873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:45.922934] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:45.926477] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: UP (p=87.69%)
[2025-12-24T20:29:45.926766] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-12-24T20:29:45.926888] [INFO ] [sig       ] PLYM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:46.065696] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PLYM.txt
[2025-12-24T20:29:46.065858] [INFO ] [sig       ] [2535/3551] Completed PLYM in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-24T20:29:46.065898] [INFO ] [sig       ] [2536/3551] Forecasting PM...
[2025-12-24T20:29:46.065927] [INFO ] [sig       ] Generating forecast for: PM
[2025-12-24T20:29:46.065958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-12-24T20:29:46.077984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2025-12-24T20:29:46.078336] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-12-24T20:29:46.079105] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-12-24T20:29:46.079157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:46.079188] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:46.079215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:46.079299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:46.136266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:46.137135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:46.137220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:46.137253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:46.261614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:46.261781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:46.261821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:46.261849] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:46.265460] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: DOWN (p=0.24%)
[2025-12-24T20:29:46.265854] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-12-24T20:29:46.265995] [INFO ] [sig       ] PM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:46.414782] [INFO ] [LOCAL     ] Saved forecast: PM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PM.txt
[2025-12-24T20:29:46.414959] [INFO ] [sig       ] [2536/3551] Completed PM in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-24T20:29:46.415006] [INFO ] [sig       ] [2537/3551] Forecasting PMAX...
[2025-12-24T20:29:46.415037] [INFO ] [sig       ] Generating forecast for: PMAX
[2025-12-24T20:29:46.415077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2025-12-24T20:29:46.428120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2025-12-24T20:29:46.428759] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2025-12-24T20:29:46.429994] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2025-12-24T20:29:46.430050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:46.430087] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:46.430118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:46.430189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:46.488069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:46.488974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:46.489069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:46.489102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:46.606725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:46.606891] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-24T20:29:46.606935] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:46.606966] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:46.610919] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: UP (p=65.75%)
[2025-12-24T20:29:46.611229] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2025-12-24T20:29:46.611355] [INFO ] [sig       ] PMAX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:46.752941] [INFO ] [LOCAL     ] Saved forecast: PMAX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PMAX.txt
[2025-12-24T20:29:46.753100] [INFO ] [sig       ] [2537/3551] Completed PMAX in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-24T20:29:46.753139] [INFO ] [sig       ] [2538/3551] Forecasting PML...
[2025-12-24T20:29:46.753170] [INFO ] [sig       ] Generating forecast for: PML
[2025-12-24T20:29:46.753202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-12-24T20:29:46.765517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2025-12-24T20:29:46.765897] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-12-24T20:29:46.766670] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-12-24T20:29:46.766721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:46.766752] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:46.766779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:46.766835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:46.822814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:46.823687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:46.823773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:46.823805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:46.951384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:46.951541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:46.951609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:46.951643] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:46.955249] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: DOWN (p=1.72%)
[2025-12-24T20:29:46.955530] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-12-24T20:29:46.955684] [INFO ] [sig       ] PML: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:47.101614] [INFO ] [LOCAL     ] Saved forecast: PML	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PML.txt
[2025-12-24T20:29:47.101770] [INFO ] [sig       ] [2538/3551] Completed PML in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-24T20:29:47.101810] [INFO ] [sig       ] [2539/3551] Forecasting PMM...
[2025-12-24T20:29:47.101840] [INFO ] [sig       ] Generating forecast for: PMM
[2025-12-24T20:29:47.101870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-12-24T20:29:47.113128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2025-12-24T20:29:47.113412] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-12-24T20:29:47.114174] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-12-24T20:29:47.114226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:47.114258] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:47.114285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:47.114341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:47.170327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:47.170953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:47.171035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:47.171068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:47.288047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:47.288179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:47.288232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:47.288262] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:47.291906] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: UP (p=51.53%)
[2025-12-24T20:29:47.292172] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-12-24T20:29:47.292311] [INFO ] [sig       ] PMM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:47.439041] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PMM.txt
[2025-12-24T20:29:47.439190] [INFO ] [sig       ] [2539/3551] Completed PMM in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-24T20:29:47.439237] [INFO ] [sig       ] [2540/3551] Forecasting PMO...
[2025-12-24T20:29:47.439291] [INFO ] [sig       ] Generating forecast for: PMO
[2025-12-24T20:29:47.439323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-12-24T20:29:47.450740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2025-12-24T20:29:47.451011] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-12-24T20:29:47.451761] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-12-24T20:29:47.451813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:47.451844] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:47.451871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:47.451927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:47.508789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:47.509393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:47.509472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:47.509503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:47.629160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:47.629320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:47.629363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:47.629392] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:47.633179] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=4.80%)
[2025-12-24T20:29:47.633652] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-12-24T20:29:47.633773] [INFO ] [sig       ] PMO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:47.778886] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PMO.txt
[2025-12-24T20:29:47.779017] [INFO ] [sig       ] [2540/3551] Completed PMO in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-24T20:29:47.779055] [INFO ] [sig       ] [2541/3551] Forecasting PMTS...
[2025-12-24T20:29:47.779084] [INFO ] [sig       ] Generating forecast for: PMTS
[2025-12-24T20:29:47.779113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2025-12-24T20:29:47.790832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2025-12-24T20:29:47.791101] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2025-12-24T20:29:47.791891] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2025-12-24T20:29:47.791942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:47.791973] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:47.791999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:47.792063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:47.849513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:47.850135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:47.850230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:47.850269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:47.972768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:47.972871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:47.972906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:47.972934] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:47.976025] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: DOWN (p=20.18%)
[2025-12-24T20:29:47.976285] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2025-12-24T20:29:47.976400] [INFO ] [sig       ] PMTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:48.115752] [INFO ] [LOCAL     ] Saved forecast: PMTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PMTS.txt
[2025-12-24T20:29:48.115865] [INFO ] [sig       ] [2541/3551] Completed PMTS in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.9m
[2025-12-24T20:29:48.115903] [INFO ] [sig       ] [2542/3551] Forecasting PMVP...
[2025-12-24T20:29:48.115933] [INFO ] [sig       ] Generating forecast for: PMVP
[2025-12-24T20:29:48.115962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2025-12-24T20:29:48.128930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2025-12-24T20:29:48.129257] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2025-12-24T20:29:48.130308] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2025-12-24T20:29:48.130361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:48.130597] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:48.130627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:48.130683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:48.187785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:48.188715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:48.188829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:48.188862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:48.311960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:48.312121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:48.312161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:48.312189] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:48.315545] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: DOWN (p=14.73%)
[2025-12-24T20:29:48.315845] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2025-12-24T20:29:48.315970] [INFO ] [sig       ] PMVP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:48.459393] [INFO ] [LOCAL     ] Saved forecast: PMVP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PMVP.txt
[2025-12-24T20:29:48.459540] [INFO ] [sig       ] [2542/3551] Completed PMVP in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-24T20:29:48.459596] [INFO ] [sig       ] [2543/3551] Forecasting PNC...
[2025-12-24T20:29:48.459630] [INFO ] [sig       ] Generating forecast for: PNC
[2025-12-24T20:29:48.459660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-12-24T20:29:48.472813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2025-12-24T20:29:48.473141] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-12-24T20:29:48.473920] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-12-24T20:29:48.473971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:48.474016] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:48.474044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:48.474101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:48.529230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:48.530085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:48.530168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:48.530200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:48.652837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:48.652994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:48.653036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:48.653064] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:48.656421] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=10.73%)
[2025-12-24T20:29:48.656729] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-12-24T20:29:48.656859] [INFO ] [sig       ] PNC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:48.796493] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PNC.txt
[2025-12-24T20:29:48.796664] [INFO ] [sig       ] [2543/3551] Completed PNC in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-24T20:29:48.796706] [INFO ] [sig       ] [2544/3551] Forecasting PNFP...
[2025-12-24T20:29:48.796736] [INFO ] [sig       ] Generating forecast for: PNFP
[2025-12-24T20:29:48.796767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'.
[2025-12-24T20:29:48.808770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNFP'.
[2025-12-24T20:29:48.809146] [INFO ] [FORECASTER] Starting predict_future for PNFP
[2025-12-24T20:29:48.809945] [DEBUG] [LOCAL     ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt
[2025-12-24T20:29:48.809999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:48.810030] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:48.810057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:48.810111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:48.869971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:48.870854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:48.870954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:48.870987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:48.989661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:48.989822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:48.989862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:48.989889] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:48.993327] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: UP (p=96.49%)
[2025-12-24T20:29:48.993631] [INFO ] [FORECASTER] Completed predict_future for PNFP
[2025-12-24T20:29:48.993761] [INFO ] [sig       ] PNFP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:49.135049] [INFO ] [LOCAL     ] Saved forecast: PNFP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PNFP.txt
[2025-12-24T20:29:49.135226] [INFO ] [sig       ] [2544/3551] Completed PNFP in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-24T20:29:49.135267] [INFO ] [sig       ] [2545/3551] Forecasting PNI...
[2025-12-24T20:29:49.135297] [INFO ] [sig       ] Generating forecast for: PNI
[2025-12-24T20:29:49.135327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-12-24T20:29:49.146815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2025-12-24T20:29:49.147210] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-12-24T20:29:49.147993] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-12-24T20:29:49.148046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:49.148077] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:49.148103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:49.148158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:49.203782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:49.204651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:49.204733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:49.204765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:49.314959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:49.315131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:49.315172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:49.315201] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:49.318608] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: UP (p=94.26%)
[2025-12-24T20:29:49.318898] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-12-24T20:29:49.319027] [INFO ] [sig       ] PNI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:49.468547] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PNI.txt
[2025-12-24T20:29:49.468767] [INFO ] [sig       ] [2545/3551] Completed PNI in 0.3s | 2.88 sym/s | Total: 14.7m | ETA: 5.8m
[2025-12-24T20:29:49.468808] [INFO ] [sig       ] [2546/3551] Forecasting PNQI...
[2025-12-24T20:29:49.468838] [INFO ] [sig       ] Generating forecast for: PNQI
[2025-12-24T20:29:49.468870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2025-12-24T20:29:49.481714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2025-12-24T20:29:49.482105] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2025-12-24T20:29:49.483086] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2025-12-24T20:29:49.483138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:49.483169] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:49.483196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:49.483252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:49.541277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:49.542323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:49.542408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:49.542440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:49.667689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:49.667873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:49.667912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:49.667940] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:49.671585] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: UP (p=89.12%)
[2025-12-24T20:29:49.671851] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2025-12-24T20:29:49.671973] [INFO ] [sig       ] PNQI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:49.811941] [INFO ] [LOCAL     ] Saved forecast: PNQI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PNQI.txt
[2025-12-24T20:29:49.812072] [INFO ] [sig       ] [2546/3551] Completed PNQI in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-24T20:29:49.812131] [INFO ] [sig       ] [2547/3551] Forecasting PNRG...
[2025-12-24T20:29:49.812163] [INFO ] [sig       ] Generating forecast for: PNRG
[2025-12-24T20:29:49.812193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2025-12-24T20:29:49.823395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2025-12-24T20:29:49.823687] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2025-12-24T20:29:49.824427] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2025-12-24T20:29:49.824478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:49.824509] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:49.824536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:49.824614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:49.880936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:49.881806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:49.881913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:49.881947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:49.998974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:49.999123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:49.999164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:49.999193] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:50.002536] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: UP (p=99.61%)
[2025-12-24T20:29:50.002822] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2025-12-24T20:29:50.002945] [INFO ] [sig       ] PNRG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:50.143728] [INFO ] [LOCAL     ] Saved forecast: PNRG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PNRG.txt
[2025-12-24T20:29:50.143854] [INFO ] [sig       ] [2547/3551] Completed PNRG in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-24T20:29:50.143893] [INFO ] [sig       ] [2548/3551] Forecasting PNTG...
[2025-12-24T20:29:50.143923] [INFO ] [sig       ] Generating forecast for: PNTG
[2025-12-24T20:29:50.143953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2025-12-24T20:29:50.157415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2025-12-24T20:29:50.157907] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2025-12-24T20:29:50.158912] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2025-12-24T20:29:50.158966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:50.159001] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:50.159029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:50.159088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:50.216502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:50.217562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:50.217686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:50.217721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:50.339963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:50.340123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:50.340166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:50.340197] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:50.343568] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: DOWN (p=12.52%)
[2025-12-24T20:29:50.343854] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2025-12-24T20:29:50.343992] [INFO ] [sig       ] PNTG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:50.486205] [INFO ] [LOCAL     ] Saved forecast: PNTG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PNTG.txt
[2025-12-24T20:29:50.486378] [INFO ] [sig       ] [2548/3551] Completed PNTG in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-24T20:29:50.486426] [INFO ] [sig       ] [2549/3551] Forecasting PODD...
[2025-12-24T20:29:50.486459] [INFO ] [sig       ] Generating forecast for: PODD
[2025-12-24T20:29:50.486489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2025-12-24T20:29:50.498729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2025-12-24T20:29:50.499121] [INFO ] [FORECASTER] Starting predict_future for PODD
[2025-12-24T20:29:50.499934] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2025-12-24T20:29:50.499987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:50.500047] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:50.500075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:50.500131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:50.556007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:50.556897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:50.557002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:50.557037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:50.678405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:50.678561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:50.678630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:50.678659] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:50.682074] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: DOWN (p=0.25%)
[2025-12-24T20:29:50.682350] [INFO ] [FORECASTER] Completed predict_future for PODD
[2025-12-24T20:29:50.682473] [INFO ] [sig       ] PODD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:50.822391] [INFO ] [LOCAL     ] Saved forecast: PODD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PODD.txt
[2025-12-24T20:29:50.822540] [INFO ] [sig       ] [2549/3551] Completed PODD in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-24T20:29:50.822606] [INFO ] [sig       ] [2550/3551] Forecasting POOL...
[2025-12-24T20:29:50.822638] [INFO ] [sig       ] Generating forecast for: POOL
[2025-12-24T20:29:50.822668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2025-12-24T20:29:50.836244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2025-12-24T20:29:50.836601] [INFO ] [FORECASTER] Starting predict_future for POOL
[2025-12-24T20:29:50.837374] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2025-12-24T20:29:50.837426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:50.837458] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:50.837701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:50.837761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:50.896315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:50.897145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:50.897233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:50.897265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:51.017069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:51.017238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:51.017280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:51.017347] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:51.021063] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: UP (p=97.16%)
[2025-12-24T20:29:51.021326] [INFO ] [FORECASTER] Completed predict_future for POOL
[2025-12-24T20:29:51.021444] [INFO ] [sig       ] POOL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:51.168057] [INFO ] [LOCAL     ] Saved forecast: POOL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/POOL.txt
[2025-12-24T20:29:51.168201] [INFO ] [sig       ] [2550/3551] Completed POOL in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-24T20:29:51.168240] [INFO ] [sig       ] [2551/3551] Forecasting POWI...
[2025-12-24T20:29:51.168270] [INFO ] [sig       ] Generating forecast for: POWI
[2025-12-24T20:29:51.168299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2025-12-24T20:29:51.180352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2025-12-24T20:29:51.180677] [INFO ] [FORECASTER] Starting predict_future for POWI
[2025-12-24T20:29:51.181463] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2025-12-24T20:29:51.181723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:51.181757] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:51.181786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:51.181845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:51.240947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:51.241653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:51.241735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:51.241770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:51.368677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:51.368835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:51.368876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:51.368904] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:51.372731] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: UP (p=96.31%)
[2025-12-24T20:29:51.373045] [INFO ] [FORECASTER] Completed predict_future for POWI
[2025-12-24T20:29:51.373185] [INFO ] [sig       ] POWI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:51.516292] [INFO ] [LOCAL     ] Saved forecast: POWI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/POWI.txt
[2025-12-24T20:29:51.516430] [INFO ] [sig       ] [2551/3551] Completed POWI in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-24T20:29:51.516470] [INFO ] [sig       ] [2552/3551] Forecasting POWL...
[2025-12-24T20:29:51.516499] [INFO ] [sig       ] Generating forecast for: POWL
[2025-12-24T20:29:51.516530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2025-12-24T20:29:51.528016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2025-12-24T20:29:51.528381] [INFO ] [FORECASTER] Starting predict_future for POWL
[2025-12-24T20:29:51.529181] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2025-12-24T20:29:51.529235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:51.529268] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:51.529326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:51.529385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:51.594272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:51.595228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:51.595339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:51.595374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:51.717788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:51.717940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:51.717980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:51.718041] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:51.721375] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: UP (p=87.10%)
[2025-12-24T20:29:51.721657] [INFO ] [FORECASTER] Completed predict_future for POWL
[2025-12-24T20:29:51.721778] [INFO ] [sig       ] POWL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:51.861757] [INFO ] [LOCAL     ] Saved forecast: POWL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/POWL.txt
[2025-12-24T20:29:51.861890] [INFO ] [sig       ] [2552/3551] Completed POWL in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-24T20:29:51.861928] [INFO ] [sig       ] [2553/3551] Forecasting PPC...
[2025-12-24T20:29:51.861958] [INFO ] [sig       ] Generating forecast for: PPC
[2025-12-24T20:29:51.861988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2025-12-24T20:29:51.873139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2025-12-24T20:29:51.873429] [INFO ] [FORECASTER] Starting predict_future for PPC
[2025-12-24T20:29:51.874183] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2025-12-24T20:29:51.874234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:51.874265] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:51.874291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:51.874348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:51.932974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:51.933896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:51.933982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:51.934014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:52.054926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:52.055074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:52.055113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:52.055142] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:52.058623] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: UP (p=59.13%)
[2025-12-24T20:29:52.058893] [INFO ] [FORECASTER] Completed predict_future for PPC
[2025-12-24T20:29:52.059014] [INFO ] [sig       ] PPC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:52.200681] [INFO ] [LOCAL     ] Saved forecast: PPC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PPC.txt
[2025-12-24T20:29:52.200820] [INFO ] [sig       ] [2553/3551] Completed PPC in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-24T20:29:52.200859] [INFO ] [sig       ] [2554/3551] Forecasting PPG...
[2025-12-24T20:29:52.200890] [INFO ] [sig       ] Generating forecast for: PPG
[2025-12-24T20:29:52.200920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-12-24T20:29:52.213371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2025-12-24T20:29:52.213751] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-12-24T20:29:52.214527] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-12-24T20:29:52.214596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:52.214631] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:52.214670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:52.214729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:52.271161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:52.271908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:52.271988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:52.272021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:52.394813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:52.394965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:52.395005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:52.395036] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:52.399066] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: UP (p=51.02%)
[2025-12-24T20:29:52.399367] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-12-24T20:29:52.399491] [INFO ] [sig       ] PPG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:52.537687] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PPG.txt
[2025-12-24T20:29:52.537820] [INFO ] [sig       ] [2554/3551] Completed PPG in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-24T20:29:52.537858] [INFO ] [sig       ] [2555/3551] Forecasting PPH...
[2025-12-24T20:29:52.537888] [INFO ] [sig       ] Generating forecast for: PPH
[2025-12-24T20:29:52.537918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2025-12-24T20:29:52.548964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2025-12-24T20:29:52.549294] [INFO ] [FORECASTER] Starting predict_future for PPH
[2025-12-24T20:29:52.550062] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2025-12-24T20:29:52.550113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:52.550143] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:52.550169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:52.550224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:52.606500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:52.607362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:52.607467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:52.607500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:52.729162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:52.729333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:52.729373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:52.729401] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:52.733181] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: DOWN (p=11.17%)
[2025-12-24T20:29:52.733656] [INFO ] [FORECASTER] Completed predict_future for PPH
[2025-12-24T20:29:52.733808] [INFO ] [sig       ] PPH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:52.873741] [INFO ] [LOCAL     ] Saved forecast: PPH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PPH.txt
[2025-12-24T20:29:52.873874] [INFO ] [sig       ] [2555/3551] Completed PPH in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-24T20:29:52.873913] [INFO ] [sig       ] [2556/3551] Forecasting PPIH...
[2025-12-24T20:29:52.873941] [INFO ] [sig       ] Generating forecast for: PPIH
[2025-12-24T20:29:52.873972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2025-12-24T20:29:52.886285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2025-12-24T20:29:52.886601] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2025-12-24T20:29:52.887371] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2025-12-24T20:29:52.887423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:52.887454] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:52.887480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:52.887535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:52.943669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:52.944397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:52.944478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:52.944511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:53.071682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:53.071860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:53.071911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:53.071941] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:53.075348] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: DOWN (p=46.38%)
[2025-12-24T20:29:53.075635] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2025-12-24T20:29:53.075766] [INFO ] [sig       ] PPIH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:53.227918] [INFO ] [LOCAL     ] Saved forecast: PPIH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PPIH.txt
[2025-12-24T20:29:53.228069] [INFO ] [sig       ] [2556/3551] Completed PPIH in 0.4s | 2.88 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-24T20:29:53.228110] [INFO ] [sig       ] [2557/3551] Forecasting PPL...
[2025-12-24T20:29:53.228140] [INFO ] [sig       ] Generating forecast for: PPL
[2025-12-24T20:29:53.228170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-12-24T20:29:53.240188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2025-12-24T20:29:53.240533] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-12-24T20:29:53.241326] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-12-24T20:29:53.241381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:53.241414] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:53.241441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:53.241499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:53.298965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:53.299979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:53.300067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:53.300101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:53.421831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:53.421986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:53.422027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:53.422055] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:53.426004] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: DOWN (p=7.31%)
[2025-12-24T20:29:53.426280] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-12-24T20:29:53.426611] [INFO ] [sig       ] PPL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:53.565881] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PPL.txt
[2025-12-24T20:29:53.566013] [INFO ] [sig       ] [2557/3551] Completed PPL in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-24T20:29:53.566052] [INFO ] [sig       ] [2558/3551] Forecasting PPSI...
[2025-12-24T20:29:53.566081] [INFO ] [sig       ] Generating forecast for: PPSI
[2025-12-24T20:29:53.566116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2025-12-24T20:29:53.578041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2025-12-24T20:29:53.578348] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2025-12-24T20:29:53.579160] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2025-12-24T20:29:53.579213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:53.579246] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:53.579295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:53.579360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:53.635155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:53.635934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:53.636022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:53.636054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:53.759728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:53.759887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:53.759928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:53.759956] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:53.763322] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: DOWN (p=35.07%)
[2025-12-24T20:29:53.763775] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2025-12-24T20:29:53.763894] [INFO ] [sig       ] PPSI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:53.904332] [INFO ] [LOCAL     ] Saved forecast: PPSI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PPSI.txt
[2025-12-24T20:29:53.904465] [INFO ] [sig       ] [2558/3551] Completed PPSI in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.8m
[2025-12-24T20:29:53.904504] [INFO ] [sig       ] [2559/3551] Forecasting PPTA...
[2025-12-24T20:29:53.904534] [INFO ] [sig       ] Generating forecast for: PPTA
[2025-12-24T20:29:53.904563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2025-12-24T20:29:53.916203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2025-12-24T20:29:53.916508] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2025-12-24T20:29:53.917269] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2025-12-24T20:29:53.917320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:53.917351] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:53.917379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:53.917435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:53.974425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:53.975253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:53.975359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:53.975392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:54.096225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:54.096378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:54.096418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:54.096447] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:54.100127] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: DOWN (p=3.48%)
[2025-12-24T20:29:54.100394] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2025-12-24T20:29:54.100718] [INFO ] [sig       ] PPTA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:54.250792] [INFO ] [LOCAL     ] Saved forecast: PPTA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PPTA.txt
[2025-12-24T20:29:54.250970] [INFO ] [sig       ] [2559/3551] Completed PPTA in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-24T20:29:54.251010] [INFO ] [sig       ] [2560/3551] Forecasting PRA...
[2025-12-24T20:29:54.251041] [INFO ] [sig       ] Generating forecast for: PRA
[2025-12-24T20:29:54.251071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-12-24T20:29:54.263516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2025-12-24T20:29:54.263858] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-12-24T20:29:54.264631] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-12-24T20:29:54.264683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:54.264715] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:54.264741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:54.264796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:54.320273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:54.320992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:54.321073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:54.321106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:54.440910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:54.441079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:54.441122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:54.441152] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:54.444853] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2025-12-24T20:29:54.445124] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-12-24T20:29:54.445248] [INFO ] [sig       ] PRA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:54.605052] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PRA.txt
[2025-12-24T20:29:54.605215] [INFO ] [sig       ] [2560/3551] Completed PRA in 0.4s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-24T20:29:54.605256] [INFO ] [sig       ] [2561/3551] Forecasting PRAA...
[2025-12-24T20:29:54.605287] [INFO ] [sig       ] Generating forecast for: PRAA
[2025-12-24T20:29:54.605317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2025-12-24T20:29:54.618153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2025-12-24T20:29:54.618535] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2025-12-24T20:29:54.619335] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2025-12-24T20:29:54.619386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:54.619417] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:54.619443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:54.619498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:54.676733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:54.677601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:54.677687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:54.677720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:54.795012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:54.795168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:54.795206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:54.795234] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:54.798986] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: UP (p=80.85%)
[2025-12-24T20:29:54.799289] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2025-12-24T20:29:54.799419] [INFO ] [sig       ] PRAA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:54.943010] [INFO ] [LOCAL     ] Saved forecast: PRAA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PRAA.txt
[2025-12-24T20:29:54.943164] [INFO ] [sig       ] [2561/3551] Completed PRAA in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-24T20:29:54.943203] [INFO ] [sig       ] [2562/3551] Forecasting PRAX...
[2025-12-24T20:29:54.943233] [INFO ] [sig       ] Generating forecast for: PRAX
[2025-12-24T20:29:54.943264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2025-12-24T20:29:54.956492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2025-12-24T20:29:54.956896] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2025-12-24T20:29:54.957846] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2025-12-24T20:29:54.957898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:54.957930] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:54.957956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:54.958016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:55.014433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:55.015300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:55.015387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:55.015420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:55.144529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:55.144729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:55.144769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:55.144799] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:55.148391] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: UP (p=50.95%)
[2025-12-24T20:29:55.148725] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2025-12-24T20:29:55.148856] [INFO ] [sig       ] PRAX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:55.289712] [INFO ] [LOCAL     ] Saved forecast: PRAX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PRAX.txt
[2025-12-24T20:29:55.289873] [INFO ] [sig       ] [2562/3551] Completed PRAX in 0.3s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-24T20:29:55.289913] [INFO ] [sig       ] [2563/3551] Forecasting PRCH...
[2025-12-24T20:29:55.289945] [INFO ] [sig       ] Generating forecast for: PRCH
[2025-12-24T20:29:55.289975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2025-12-24T20:29:55.305857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2025-12-24T20:29:55.306450] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2025-12-24T20:29:55.307474] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2025-12-24T20:29:55.307534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:55.307590] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:55.307622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:55.307681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:55.369365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:55.370568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:55.370696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:55.370731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:55.512914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:55.513156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:55.513206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:55.513239] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:55.518238] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: DOWN (p=2.82%)
[2025-12-24T20:29:55.519003] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2025-12-24T20:29:55.519184] [INFO ] [sig       ] PRCH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:55.692221] [INFO ] [LOCAL     ] Saved forecast: PRCH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PRCH.txt
[2025-12-24T20:29:55.692467] [INFO ] [sig       ] [2563/3551] Completed PRCH in 0.4s | 2.88 sym/s | Total: 14.8m | ETA: 5.7m
[2025-12-24T20:29:55.692521] [INFO ] [sig       ] [2564/3551] Forecasting PRDO...
[2025-12-24T20:29:55.692554] [INFO ] [sig       ] Generating forecast for: PRDO
[2025-12-24T20:29:55.692613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2025-12-24T20:29:55.710930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2025-12-24T20:29:55.711564] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2025-12-24T20:29:55.712810] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2025-12-24T20:29:55.712907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:55.712943] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:55.712972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:55.713041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:55.777219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:55.778431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:55.778532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:55.778568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:55.914755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:55.915023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:55.915069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:55.915098] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:55.919246] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: UP (p=82.88%)
[2025-12-24T20:29:55.919702] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2025-12-24T20:29:55.919860] [INFO ] [sig       ] PRDO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:56.077722] [INFO ] [LOCAL     ] Saved forecast: PRDO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PRDO.txt
[2025-12-24T20:29:56.077931] [INFO ] [sig       ] [2564/3551] Completed PRDO in 0.4s | 2.88 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-24T20:29:56.077974] [INFO ] [sig       ] [2565/3551] Forecasting PRFZ...
[2025-12-24T20:29:56.078006] [INFO ] [sig       ] Generating forecast for: PRFZ
[2025-12-24T20:29:56.078038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2025-12-24T20:29:56.091688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2025-12-24T20:29:56.092262] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2025-12-24T20:29:56.093206] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2025-12-24T20:29:56.093261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:56.093295] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:56.093323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:56.093402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:56.153097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:56.154268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:56.154371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:56.154407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:56.286446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:56.286695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:56.286745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:56.286777] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:56.290945] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: UP (p=70.60%)
[2025-12-24T20:29:56.291257] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2025-12-24T20:29:56.291401] [INFO ] [sig       ] PRFZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:56.434494] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PRFZ.txt
[2025-12-24T20:29:56.434716] [INFO ] [sig       ] [2565/3551] Completed PRFZ in 0.4s | 2.88 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-24T20:29:56.434766] [INFO ] [sig       ] [2566/3551] Forecasting PRG...
[2025-12-24T20:29:56.434799] [INFO ] [sig       ] Generating forecast for: PRG
[2025-12-24T20:29:56.434832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-12-24T20:29:56.448320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2025-12-24T20:29:56.448768] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-12-24T20:29:56.449730] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-12-24T20:29:56.449787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:56.449862] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:56.449894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:56.449955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:56.509952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:56.511118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:56.511224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:56.511260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:56.642965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:56.643260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:56.643305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:56.643334] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:56.647027] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: UP (p=53.78%)
[2025-12-24T20:29:56.647332] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-12-24T20:29:56.647478] [INFO ] [sig       ] PRG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:56.794020] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PRG.txt
[2025-12-24T20:29:56.794189] [INFO ] [sig       ] [2566/3551] Completed PRG in 0.4s | 2.88 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-24T20:29:56.794231] [INFO ] [sig       ] [2567/3551] Forecasting PRGO...
[2025-12-24T20:29:56.794263] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-12-24T20:29:56.794294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-12-24T20:29:56.811019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2025-12-24T20:29:56.811446] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-12-24T20:29:56.812348] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-12-24T20:29:56.812421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:56.812457] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:56.812485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:56.812544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:56.871618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:56.872515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:56.872626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:56.872662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:56.993349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:56.993508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:56.993550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:56.993598] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:56.997292] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2025-12-24T20:29:56.997620] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-12-24T20:29:56.997774] [INFO ] [sig       ] PRGO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:57.142644] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PRGO.txt
[2025-12-24T20:29:57.142786] [INFO ] [sig       ] [2567/3551] Completed PRGO in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-24T20:29:57.142827] [INFO ] [sig       ] [2568/3551] Forecasting PRH...
[2025-12-24T20:29:57.142858] [INFO ] [sig       ] Generating forecast for: PRH
[2025-12-24T20:29:57.142888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-12-24T20:29:57.156129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2025-12-24T20:29:57.156480] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-12-24T20:29:57.157274] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-12-24T20:29:57.157328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:57.157370] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:57.157405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:57.157480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:57.219739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:57.220630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:57.220723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:57.220757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:57.344958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:57.345145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:57.345187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:57.345218] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:57.348711] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: DOWN (p=15.90%)
[2025-12-24T20:29:57.348999] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-12-24T20:29:57.349127] [INFO ] [sig       ] PRH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:57.491489] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PRH.txt
[2025-12-24T20:29:57.491648] [INFO ] [sig       ] [2568/3551] Completed PRH in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-24T20:29:57.491692] [INFO ] [sig       ] [2569/3551] Forecasting PRI...
[2025-12-24T20:29:57.491723] [INFO ] [sig       ] Generating forecast for: PRI
[2025-12-24T20:29:57.491754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-12-24T20:29:57.504360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2025-12-24T20:29:57.504699] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-12-24T20:29:57.505514] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-12-24T20:29:57.505569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:57.505624] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:57.505652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:57.505709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:57.565136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:57.565809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:57.565892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:57.565926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:57.687804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:57.687961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:57.688000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:57.688060] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:57.691375] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: DOWN (p=5.03%)
[2025-12-24T20:29:57.691840] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-12-24T20:29:57.691960] [INFO ] [sig       ] PRI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:57.831594] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PRI.txt
[2025-12-24T20:29:57.831746] [INFO ] [sig       ] [2569/3551] Completed PRI in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-24T20:29:57.831784] [INFO ] [sig       ] [2570/3551] Forecasting PRIM...
[2025-12-24T20:29:57.831814] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-12-24T20:29:57.831844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-12-24T20:29:57.844292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2025-12-24T20:29:57.844785] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-12-24T20:29:57.845759] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-12-24T20:29:57.845811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:57.845842] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:57.845868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:57.845924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:57.903396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:57.904155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:57.904236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:57.904270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:58.030842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:58.031002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:58.031043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:58.031072] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:58.034611] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=94.75%)
[2025-12-24T20:29:58.034877] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-12-24T20:29:58.035001] [INFO ] [sig       ] PRIM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:58.172754] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PRIM.txt
[2025-12-24T20:29:58.172903] [INFO ] [sig       ] [2570/3551] Completed PRIM in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-24T20:29:58.172942] [INFO ] [sig       ] [2571/3551] Forecasting PRLB...
[2025-12-24T20:29:58.172971] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-12-24T20:29:58.173002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-12-24T20:29:58.185585] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2025-12-24T20:29:58.185922] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-12-24T20:29:58.186698] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-12-24T20:29:58.186750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:58.186781] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:58.186807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:58.186863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:58.241316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:58.242059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:58.242144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:58.242177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:58.363942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:58.364110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:58.364150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:58.364180] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:58.367749] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: UP (p=73.15%)
[2025-12-24T20:29:58.368017] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-12-24T20:29:58.368139] [INFO ] [sig       ] PRLB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:58.507989] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PRLB.txt
[2025-12-24T20:29:58.508142] [INFO ] [sig       ] [2571/3551] Completed PRLB in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-24T20:29:58.508183] [INFO ] [sig       ] [2572/3551] Forecasting PRM...
[2025-12-24T20:29:58.508213] [INFO ] [sig       ] Generating forecast for: PRM
[2025-12-24T20:29:58.508245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-12-24T20:29:58.521918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2025-12-24T20:29:58.522260] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-12-24T20:29:58.523026] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-12-24T20:29:58.523078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:58.523111] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:58.523139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:58.523196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:58.578916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:58.579790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:58.579879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:58.579913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:58.703459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:58.703666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:58.703708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:58.703759] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:58.707467] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-12-24T20:29:58.707778] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-12-24T20:29:58.707905] [INFO ] [sig       ] PRM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:58.857060] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PRM.txt
[2025-12-24T20:29:58.857194] [INFO ] [sig       ] [2572/3551] Completed PRM in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-24T20:29:58.857233] [INFO ] [sig       ] [2573/3551] Forecasting PRME...
[2025-12-24T20:29:58.857263] [INFO ] [sig       ] Generating forecast for: PRME
[2025-12-24T20:29:58.857292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2025-12-24T20:29:58.870807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2025-12-24T20:29:58.871096] [INFO ] [FORECASTER] Starting predict_future for PRME
[2025-12-24T20:29:58.871851] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2025-12-24T20:29:58.871902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:58.871934] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:58.871961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:58.872018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:58.929084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:58.929943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:58.930020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:58.930052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:59.050595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:59.050750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:59.050788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:59.050817] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:59.054240] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: DOWN (p=14.28%)
[2025-12-24T20:29:59.054516] [INFO ] [FORECASTER] Completed predict_future for PRME
[2025-12-24T20:29:59.054661] [INFO ] [sig       ] PRME: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:59.197841] [INFO ] [LOCAL     ] Saved forecast: PRME	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PRME.txt
[2025-12-24T20:29:59.197970] [INFO ] [sig       ] [2573/3551] Completed PRME in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-24T20:29:59.198009] [INFO ] [sig       ] [2574/3551] Forecasting PRN...
[2025-12-24T20:29:59.198039] [INFO ] [sig       ] Generating forecast for: PRN
[2025-12-24T20:29:59.198069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2025-12-24T20:29:59.210640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2025-12-24T20:29:59.210909] [INFO ] [FORECASTER] Starting predict_future for PRN
[2025-12-24T20:29:59.211664] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2025-12-24T20:29:59.211716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:59.211747] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:59.211774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:59.211830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:59.267429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:59.268187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:59.268264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:59.268296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:59.383340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:59.383489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:59.383546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:59.383605] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:59.386938] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: DOWN (p=18.16%)
[2025-12-24T20:29:59.387201] [INFO ] [FORECASTER] Completed predict_future for PRN
[2025-12-24T20:29:59.387320] [INFO ] [sig       ] PRN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:29:59.528141] [INFO ] [LOCAL     ] Saved forecast: PRN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PRN.txt
[2025-12-24T20:29:59.528268] [INFO ] [sig       ] [2574/3551] Completed PRN in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-24T20:29:59.528307] [INFO ] [sig       ] [2575/3551] Forecasting PROF...
[2025-12-24T20:29:59.528337] [INFO ] [sig       ] Generating forecast for: PROF
[2025-12-24T20:29:59.528366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2025-12-24T20:29:59.541162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2025-12-24T20:29:59.541446] [INFO ] [FORECASTER] Starting predict_future for PROF
[2025-12-24T20:29:59.542262] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2025-12-24T20:29:59.542314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:59.542345] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:59.542372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:59.542428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:59.600345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:59.601282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:59.601368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:59.601402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:29:59.724446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:29:59.724626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:29:59.724667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:29:59.724698] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:29:59.728257] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: UP (p=83.94%)
[2025-12-24T20:29:59.728645] [INFO ] [FORECASTER] Completed predict_future for PROF
[2025-12-24T20:29:59.728789] [INFO ] [sig       ] PROF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:29:59.876544] [INFO ] [LOCAL     ] Saved forecast: PROF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PROF.txt
[2025-12-24T20:29:59.876868] [INFO ] [sig       ] [2575/3551] Completed PROF in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.7m
[2025-12-24T20:29:59.876907] [INFO ] [sig       ] [2576/3551] Forecasting PROK...
[2025-12-24T20:29:59.876936] [INFO ] [sig       ] Generating forecast for: PROK
[2025-12-24T20:29:59.876965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2025-12-24T20:29:59.891704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2025-12-24T20:29:59.892033] [INFO ] [FORECASTER] Starting predict_future for PROK
[2025-12-24T20:29:59.893008] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2025-12-24T20:29:59.893069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:29:59.893108] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:29:59.893146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:29:59.893223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:29:59.953834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:29:59.954543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:29:59.954672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:29:59.954707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:00.081489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:00.081676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:00.081718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:00.081748] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:00.085385] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: DOWN (p=17.83%)
[2025-12-24T20:30:00.085830] [INFO ] [FORECASTER] Completed predict_future for PROK
[2025-12-24T20:30:00.086009] [INFO ] [sig       ] PROK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:00.235314] [INFO ] [LOCAL     ] Saved forecast: PROK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PROK.txt
[2025-12-24T20:30:00.235446] [INFO ] [sig       ] [2576/3551] Completed PROK in 0.4s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-24T20:30:00.235485] [INFO ] [sig       ] [2577/3551] Forecasting PRTA...
[2025-12-24T20:30:00.235516] [INFO ] [sig       ] Generating forecast for: PRTA
[2025-12-24T20:30:00.235546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2025-12-24T20:30:00.247245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2025-12-24T20:30:00.247504] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2025-12-24T20:30:00.248253] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2025-12-24T20:30:00.248305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:00.248337] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:00.248364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:00.248420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:00.306647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:00.307287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:00.307368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:00.307401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:00.423842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:00.424010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:00.424050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:00.424079] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:00.427366] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: UP (p=64.90%)
[2025-12-24T20:30:00.427654] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2025-12-24T20:30:00.427775] [INFO ] [sig       ] PRTA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:00.572351] [INFO ] [LOCAL     ] Saved forecast: PRTA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PRTA.txt
[2025-12-24T20:30:00.572505] [INFO ] [sig       ] [2577/3551] Completed PRTA in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-24T20:30:00.572545] [INFO ] [sig       ] [2578/3551] Forecasting PRTH...
[2025-12-24T20:30:00.572597] [INFO ] [sig       ] Generating forecast for: PRTH
[2025-12-24T20:30:00.572630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2025-12-24T20:30:00.587962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2025-12-24T20:30:00.588364] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2025-12-24T20:30:00.589479] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2025-12-24T20:30:00.589534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:00.589792] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:00.589821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:00.589878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:00.652525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:00.653430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:00.653525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:00.653559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:00.778254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:00.778427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:00.778472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:00.778502] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:00.782011] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: DOWN (p=10.76%)
[2025-12-24T20:30:00.782309] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2025-12-24T20:30:00.782442] [INFO ] [sig       ] PRTH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:00.934690] [INFO ] [LOCAL     ] Saved forecast: PRTH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PRTH.txt
[2025-12-24T20:30:00.934845] [INFO ] [sig       ] [2578/3551] Completed PRTH in 0.4s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-24T20:30:00.934886] [INFO ] [sig       ] [2579/3551] Forecasting PRVA...
[2025-12-24T20:30:00.934918] [INFO ] [sig       ] Generating forecast for: PRVA
[2025-12-24T20:30:00.934948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2025-12-24T20:30:00.946540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2025-12-24T20:30:00.947135] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2025-12-24T20:30:00.947926] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2025-12-24T20:30:00.947978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:00.948011] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:00.948038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:00.948094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:01.008604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:01.009684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:01.009790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:01.009823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:01.136966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:01.137129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:01.137169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:01.137199] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:01.140602] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: DOWN (p=11.87%)
[2025-12-24T20:30:01.140887] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2025-12-24T20:30:01.141014] [INFO ] [sig       ] PRVA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:01.282735] [INFO ] [LOCAL     ] Saved forecast: PRVA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PRVA.txt
[2025-12-24T20:30:01.283334] [INFO ] [sig       ] [2579/3551] Completed PRVA in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-24T20:30:01.283379] [INFO ] [sig       ] [2580/3551] Forecasting PRZO...
[2025-12-24T20:30:01.283410] [INFO ] [sig       ] Generating forecast for: PRZO
[2025-12-24T20:30:01.283440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRZO' from 'https://tdm.silogroup.org/data/derivative_storage/PRZO.csv'.
[2025-12-24T20:30:01.297332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRZO'.
[2025-12-24T20:30:01.297702] [INFO ] [FORECASTER] Starting predict_future for PRZO
[2025-12-24T20:30:01.298474] [DEBUG] [LOCAL     ] No optimal features file found for PRZO: ./output/feature-sets/PRZO.txt
[2025-12-24T20:30:01.298526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:01.298558] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:01.298604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:01.298662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:01.354824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:01.355690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:01.355779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:01.355818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:01.475196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:01.475327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:01.475366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:01.475396] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:01.478805] [DEBUG] [FORECASTER] PRZO: Forecast T+1@11:T+2@11: UP (p=97.68%)
[2025-12-24T20:30:01.479080] [INFO ] [FORECASTER] Completed predict_future for PRZO
[2025-12-24T20:30:01.479202] [INFO ] [sig       ] PRZO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:01.618747] [INFO ] [LOCAL     ] Saved forecast: PRZO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PRZO.txt
[2025-12-24T20:30:01.618913] [INFO ] [sig       ] [2580/3551] Completed PRZO in 0.3s | 2.88 sym/s | Total: 14.9m | ETA: 5.6m
[2025-12-24T20:30:01.618953] [INFO ] [sig       ] [2581/3551] Forecasting PSC...
[2025-12-24T20:30:01.618984] [INFO ] [sig       ] Generating forecast for: PSC
[2025-12-24T20:30:01.619016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2025-12-24T20:30:01.630467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2025-12-24T20:30:01.630900] [INFO ] [FORECASTER] Starting predict_future for PSC
[2025-12-24T20:30:01.631723] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2025-12-24T20:30:01.631779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:01.631835] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:01.631883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:01.631952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:01.697220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:01.698346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:01.698479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:01.698528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:01.830349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:01.830507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:01.830548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:01.830595] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:01.834025] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: UP (p=57.57%)
[2025-12-24T20:30:01.834302] [INFO ] [FORECASTER] Completed predict_future for PSC
[2025-12-24T20:30:01.834428] [INFO ] [sig       ] PSC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:01.977700] [INFO ] [LOCAL     ] Saved forecast: PSC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PSC.txt
[2025-12-24T20:30:01.977871] [INFO ] [sig       ] [2581/3551] Completed PSC in 0.4s | 2.88 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-24T20:30:01.977919] [INFO ] [sig       ] [2582/3551] Forecasting PSCE...
[2025-12-24T20:30:01.977950] [INFO ] [sig       ] Generating forecast for: PSCE
[2025-12-24T20:30:01.977980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2025-12-24T20:30:01.990264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2025-12-24T20:30:01.990687] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2025-12-24T20:30:01.991554] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2025-12-24T20:30:01.991633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:01.991669] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:01.991698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:01.991756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:02.061466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:02.062457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:02.062556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:02.062612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:02.175478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:02.175849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:02.175894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:02.175925] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:02.179910] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: UP (p=89.72%)
[2025-12-24T20:30:02.180206] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2025-12-24T20:30:02.180340] [INFO ] [sig       ] PSCE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:02.323818] [INFO ] [LOCAL     ] Saved forecast: PSCE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PSCE.txt
[2025-12-24T20:30:02.323986] [INFO ] [sig       ] [2582/3551] Completed PSCE in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-24T20:30:02.324027] [INFO ] [sig       ] [2583/3551] Forecasting PSCH...
[2025-12-24T20:30:02.324057] [INFO ] [sig       ] Generating forecast for: PSCH
[2025-12-24T20:30:02.324088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2025-12-24T20:30:02.407324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2025-12-24T20:30:02.407830] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2025-12-24T20:30:02.409045] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2025-12-24T20:30:02.409111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:02.409183] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:02.409219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:02.409321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:02.476748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:02.477672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:02.477760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:02.477800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:02.593871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:02.594030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:02.594070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:02.594098] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:02.598058] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-12-24T20:30:02.598347] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2025-12-24T20:30:02.598500] [INFO ] [sig       ] PSCH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:02.755205] [INFO ] [LOCAL     ] Saved forecast: PSCH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PSCH.txt
[2025-12-24T20:30:02.755346] [INFO ] [sig       ] [2583/3551] Completed PSCH in 0.4s | 2.88 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-24T20:30:02.755386] [INFO ] [sig       ] [2584/3551] Forecasting PSEC...
[2025-12-24T20:30:02.755416] [INFO ] [sig       ] Generating forecast for: PSEC
[2025-12-24T20:30:02.755448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2025-12-24T20:30:02.770187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2025-12-24T20:30:02.770724] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2025-12-24T20:30:02.771625] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2025-12-24T20:30:02.771682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:02.771715] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:02.771742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:02.771800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:02.830235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:02.831311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:02.831414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:02.831448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:02.957617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:02.957783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:02.957823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:02.957851] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:02.961340] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: DOWN (p=35.31%)
[2025-12-24T20:30:02.961663] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2025-12-24T20:30:02.961797] [INFO ] [sig       ] PSEC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:03.101157] [INFO ] [LOCAL     ] Saved forecast: PSEC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PSEC.txt
[2025-12-24T20:30:03.101329] [INFO ] [sig       ] [2584/3551] Completed PSEC in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-24T20:30:03.101371] [INFO ] [sig       ] [2585/3551] Forecasting PSF...
[2025-12-24T20:30:03.101403] [INFO ] [sig       ] Generating forecast for: PSF
[2025-12-24T20:30:03.101437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-12-24T20:30:03.114170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2025-12-24T20:30:03.114624] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-12-24T20:30:03.115466] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-12-24T20:30:03.115525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:03.115560] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:03.115612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:03.115689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:03.176489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:03.177552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:03.177842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:03.177876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:03.300207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:03.300371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:03.300431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:03.300463] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:03.304062] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: DOWN (p=44.53%)
[2025-12-24T20:30:03.304386] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-12-24T20:30:03.304520] [INFO ] [sig       ] PSF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:03.445613] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PSF.txt
[2025-12-24T20:30:03.445959] [INFO ] [sig       ] [2585/3551] Completed PSF in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-24T20:30:03.445999] [INFO ] [sig       ] [2586/3551] Forecasting PSFE...
[2025-12-24T20:30:03.446029] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-12-24T20:30:03.446060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-12-24T20:30:03.458184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2025-12-24T20:30:03.458498] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-12-24T20:30:03.459319] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-12-24T20:30:03.459373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:03.459403] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:03.459431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:03.459490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:03.517766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:03.518666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:03.518756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:03.518791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:03.639363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:03.639529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:03.639583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:03.639839] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:03.645243] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: DOWN (p=16.99%)
[2025-12-24T20:30:03.645546] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-12-24T20:30:03.645713] [INFO ] [sig       ] PSFE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:03.794092] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PSFE.txt
[2025-12-24T20:30:03.794257] [INFO ] [sig       ] [2586/3551] Completed PSFE in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-24T20:30:03.794299] [INFO ] [sig       ] [2587/3551] Forecasting PSHG...
[2025-12-24T20:30:03.794332] [INFO ] [sig       ] Generating forecast for: PSHG
[2025-12-24T20:30:03.794364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2025-12-24T20:30:03.806414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2025-12-24T20:30:03.806748] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2025-12-24T20:30:03.807505] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2025-12-24T20:30:03.807559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:03.807612] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:03.807641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:03.807697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:03.869023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:03.869818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:03.869922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:03.869957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:03.987991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:03.988155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:03.988196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:03.988224] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:03.991591] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: DOWN (p=10.13%)
[2025-12-24T20:30:03.991864] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2025-12-24T20:30:03.991987] [INFO ] [sig       ] PSHG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:04.134026] [INFO ] [LOCAL     ] Saved forecast: PSHG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PSHG.txt
[2025-12-24T20:30:04.134182] [INFO ] [sig       ] [2587/3551] Completed PSHG in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-24T20:30:04.134223] [INFO ] [sig       ] [2588/3551] Forecasting PSN...
[2025-12-24T20:30:04.134254] [INFO ] [sig       ] Generating forecast for: PSN
[2025-12-24T20:30:04.134285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-12-24T20:30:04.147122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2025-12-24T20:30:04.147514] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-12-24T20:30:04.148298] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-12-24T20:30:04.148350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:04.148382] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:04.148409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:04.148466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:04.210389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:04.211316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:04.211402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:04.211436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:04.335437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:04.335656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:04.335700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:04.335729] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:04.339688] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: UP (p=88.95%)
[2025-12-24T20:30:04.340088] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-12-24T20:30:04.340277] [INFO ] [sig       ] PSN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:04.505265] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PSN.txt
[2025-12-24T20:30:04.505424] [INFO ] [sig       ] [2588/3551] Completed PSN in 0.4s | 2.88 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-24T20:30:04.505466] [INFO ] [sig       ] [2589/3551] Forecasting PSNL...
[2025-12-24T20:30:04.505496] [INFO ] [sig       ] Generating forecast for: PSNL
[2025-12-24T20:30:04.505528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2025-12-24T20:30:04.517351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2025-12-24T20:30:04.517687] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2025-12-24T20:30:04.518446] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2025-12-24T20:30:04.518498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:04.518543] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:04.518597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:04.518657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:04.575066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:04.575829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:04.575915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:04.575949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:04.695513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:04.695678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:04.695718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:04.695746] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:04.699042] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: DOWN (p=44.81%)
[2025-12-24T20:30:04.699333] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2025-12-24T20:30:04.699452] [INFO ] [sig       ] PSNL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:04.841557] [INFO ] [LOCAL     ] Saved forecast: PSNL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PSNL.txt
[2025-12-24T20:30:04.841723] [INFO ] [sig       ] [2589/3551] Completed PSNL in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-24T20:30:04.841762] [INFO ] [sig       ] [2590/3551] Forecasting PSO...
[2025-12-24T20:30:04.841793] [INFO ] [sig       ] Generating forecast for: PSO
[2025-12-24T20:30:04.841823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-12-24T20:30:04.855406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2025-12-24T20:30:04.855909] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-12-24T20:30:04.856834] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-12-24T20:30:04.856889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:04.856924] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:04.856951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:04.857011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:04.916544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:04.917787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:04.917893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:04.917927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:05.049440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:05.049616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:05.049659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:05.049687] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:05.053315] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: DOWN (p=44.33%)
[2025-12-24T20:30:05.053596] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-12-24T20:30:05.053721] [INFO ] [sig       ] PSO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:05.193070] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PSO.txt
[2025-12-24T20:30:05.193204] [INFO ] [sig       ] [2590/3551] Completed PSO in 0.4s | 2.88 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-24T20:30:05.193244] [INFO ] [sig       ] [2591/3551] Forecasting PSQH...
[2025-12-24T20:30:05.193273] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-12-24T20:30:05.193303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-12-24T20:30:05.204987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSQH'.
[2025-12-24T20:30:05.205338] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-12-24T20:30:05.206094] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-12-24T20:30:05.206146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:05.206177] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:05.206203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:05.206259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:05.265209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:05.265913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:05.265999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:05.266034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:05.394720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:05.394884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:05.394926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:05.394953] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:05.398266] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: UP (p=72.17%)
[2025-12-24T20:30:05.398531] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-12-24T20:30:05.398676] [INFO ] [sig       ] PSQH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:05.539150] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PSQH.txt
[2025-12-24T20:30:05.539304] [INFO ] [sig       ] [2591/3551] Completed PSQH in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-24T20:30:05.539346] [INFO ] [sig       ] [2592/3551] Forecasting PSTG...
[2025-12-24T20:30:05.539376] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-12-24T20:30:05.539407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-12-24T20:30:05.550774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2025-12-24T20:30:05.551043] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-12-24T20:30:05.551845] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-12-24T20:30:05.551896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:05.551928] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:05.551954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:05.552011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:05.607517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:05.608254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:05.608338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:05.608372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:05.731533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:05.731712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:05.731750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:05.731778] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:05.735111] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: UP (p=80.72%)
[2025-12-24T20:30:05.735374] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-12-24T20:30:05.735495] [INFO ] [sig       ] PSTG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:05.875293] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PSTG.txt
[2025-12-24T20:30:05.875434] [INFO ] [sig       ] [2592/3551] Completed PSTG in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-24T20:30:05.875478] [INFO ] [sig       ] [2593/3551] Forecasting PSTL...
[2025-12-24T20:30:05.875532] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-12-24T20:30:05.875563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-12-24T20:30:05.887144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2025-12-24T20:30:05.887439] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-12-24T20:30:05.888219] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-12-24T20:30:05.888271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:05.888303] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:05.888333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:05.888390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:05.949044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:05.950021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:05.950141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:05.950177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:06.072810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:06.072987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:06.073027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:06.073055] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:06.076964] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: DOWN (p=27.78%)
[2025-12-24T20:30:06.077226] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-12-24T20:30:06.077347] [INFO ] [sig       ] PSTL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:06.220162] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PSTL.txt
[2025-12-24T20:30:06.220297] [INFO ] [sig       ] [2593/3551] Completed PSTL in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.6m
[2025-12-24T20:30:06.220337] [INFO ] [sig       ] [2594/3551] Forecasting PSX...
[2025-12-24T20:30:06.220367] [INFO ] [sig       ] Generating forecast for: PSX
[2025-12-24T20:30:06.220397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-12-24T20:30:06.231684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2025-12-24T20:30:06.231964] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-12-24T20:30:06.232778] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-12-24T20:30:06.232830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:06.232861] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:06.232886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:06.232941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:06.289759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:06.290513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:06.290610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:06.290645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:06.415372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:06.415537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:06.415595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:06.415627] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:06.419692] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: UP (p=64.73%)
[2025-12-24T20:30:06.420009] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-12-24T20:30:06.420143] [INFO ] [sig       ] PSX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:06.565391] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PSX.txt
[2025-12-24T20:30:06.565561] [INFO ] [sig       ] [2594/3551] Completed PSX in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-24T20:30:06.565624] [INFO ] [sig       ] [2595/3551] Forecasting PTA...
[2025-12-24T20:30:06.565655] [INFO ] [sig       ] Generating forecast for: PTA
[2025-12-24T20:30:06.565684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-12-24T20:30:06.580634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2025-12-24T20:30:06.581067] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-12-24T20:30:06.581886] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-12-24T20:30:06.581940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:06.581973] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:06.582001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:06.582060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:06.641309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:06.642208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:06.642305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:06.642340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:06.764180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:06.764344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:06.764384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:06.764413] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:06.768098] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-12-24T20:30:06.768379] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-12-24T20:30:06.768507] [INFO ] [sig       ] PTA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:06.914737] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PTA.txt
[2025-12-24T20:30:06.914894] [INFO ] [sig       ] [2595/3551] Completed PTA in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-24T20:30:06.914933] [INFO ] [sig       ] [2596/3551] Forecasting PTC...
[2025-12-24T20:30:06.914964] [INFO ] [sig       ] Generating forecast for: PTC
[2025-12-24T20:30:06.914995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2025-12-24T20:30:06.927150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2025-12-24T20:30:06.927543] [INFO ] [FORECASTER] Starting predict_future for PTC
[2025-12-24T20:30:06.928353] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2025-12-24T20:30:06.928408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:06.928442] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:06.928470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:06.928528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:06.987813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:06.988720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:06.988819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:06.988855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:07.116170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:07.116332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:07.116373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:07.116424] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:07.120023] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: UP (p=55.21%)
[2025-12-24T20:30:07.120368] [INFO ] [FORECASTER] Completed predict_future for PTC
[2025-12-24T20:30:07.120510] [INFO ] [sig       ] PTC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:07.276663] [INFO ] [LOCAL     ] Saved forecast: PTC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PTC.txt
[2025-12-24T20:30:07.276854] [INFO ] [sig       ] [2596/3551] Completed PTC in 0.4s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-24T20:30:07.276897] [INFO ] [sig       ] [2597/3551] Forecasting PTEN...
[2025-12-24T20:30:07.276928] [INFO ] [sig       ] Generating forecast for: PTEN
[2025-12-24T20:30:07.276959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2025-12-24T20:30:07.288033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2025-12-24T20:30:07.288404] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2025-12-24T20:30:07.289213] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2025-12-24T20:30:07.289266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:07.289328] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:07.289355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:07.289412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:07.345931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:07.346732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:07.346815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:07.346847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:07.462203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:07.462309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:07.462344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:07.462372] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:07.465500] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: DOWN (p=10.13%)
[2025-12-24T20:30:07.465779] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2025-12-24T20:30:07.465898] [INFO ] [sig       ] PTEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:07.606395] [INFO ] [LOCAL     ] Saved forecast: PTEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PTEN.txt
[2025-12-24T20:30:07.606529] [INFO ] [sig       ] [2597/3551] Completed PTEN in 0.3s | 2.88 sym/s | Total: 15.0m | ETA: 5.5m
[2025-12-24T20:30:07.606584] [INFO ] [sig       ] [2598/3551] Forecasting PTF...
[2025-12-24T20:30:07.606618] [INFO ] [sig       ] Generating forecast for: PTF
[2025-12-24T20:30:07.606648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2025-12-24T20:30:07.618464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2025-12-24T20:30:07.618762] [INFO ] [FORECASTER] Starting predict_future for PTF
[2025-12-24T20:30:07.619538] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2025-12-24T20:30:07.619608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:07.619641] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:07.619667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:07.619723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:07.677131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:07.677827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:07.677910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:07.677945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:07.804417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:07.804590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:07.804631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:07.804661] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:07.808348] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: DOWN (p=22.81%)
[2025-12-24T20:30:07.808630] [INFO ] [FORECASTER] Completed predict_future for PTF
[2025-12-24T20:30:07.808753] [INFO ] [sig       ] PTF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:07.950100] [INFO ] [LOCAL     ] Saved forecast: PTF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PTF.txt
[2025-12-24T20:30:07.950242] [INFO ] [sig       ] [2598/3551] Completed PTF in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-24T20:30:07.950282] [INFO ] [sig       ] [2599/3551] Forecasting PTGX...
[2025-12-24T20:30:07.950311] [INFO ] [sig       ] Generating forecast for: PTGX
[2025-12-24T20:30:07.950342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2025-12-24T20:30:07.962169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2025-12-24T20:30:07.962472] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2025-12-24T20:30:07.963226] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2025-12-24T20:30:07.963277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:07.963310] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:07.963337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:07.963393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:08.020405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:08.021282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:08.021364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:08.021397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:08.140221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:08.140365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:08.140406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:08.140434] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:08.144095] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: DOWN (p=20.36%)
[2025-12-24T20:30:08.144358] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2025-12-24T20:30:08.144478] [INFO ] [sig       ] PTGX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:08.287525] [INFO ] [LOCAL     ] Saved forecast: PTGX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PTGX.txt
[2025-12-24T20:30:08.287710] [INFO ] [sig       ] [2599/3551] Completed PTGX in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-24T20:30:08.287946] [INFO ] [sig       ] [2600/3551] Forecasting PTH...
[2025-12-24T20:30:08.287976] [INFO ] [sig       ] Generating forecast for: PTH
[2025-12-24T20:30:08.288016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2025-12-24T20:30:08.300684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2025-12-24T20:30:08.301270] [INFO ] [FORECASTER] Starting predict_future for PTH
[2025-12-24T20:30:08.302077] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2025-12-24T20:30:08.302129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:08.302188] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:08.302217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:08.302287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:08.362092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:08.362991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:08.363081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:08.363114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:08.472307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:08.472464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:08.472503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:08.472531] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:08.476276] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: UP (p=55.38%)
[2025-12-24T20:30:08.476557] [INFO ] [FORECASTER] Completed predict_future for PTH
[2025-12-24T20:30:08.476709] [INFO ] [sig       ] PTH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:08.624740] [INFO ] [LOCAL     ] Saved forecast: PTH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PTH.txt
[2025-12-24T20:30:08.624891] [INFO ] [sig       ] [2600/3551] Completed PTH in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-24T20:30:08.624930] [INFO ] [sig       ] [2601/3551] Forecasting PTIX...
[2025-12-24T20:30:08.624960] [INFO ] [sig       ] Generating forecast for: PTIX
[2025-12-24T20:30:08.624990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'.
[2025-12-24T20:30:08.637000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTIX'.
[2025-12-24T20:30:08.637295] [INFO ] [FORECASTER] Starting predict_future for PTIX
[2025-12-24T20:30:08.638073] [DEBUG] [LOCAL     ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt
[2025-12-24T20:30:08.638126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:08.638157] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:08.638182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:08.638238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:08.704556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:08.705609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:08.705725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:08.705770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:08.832619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:08.832773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:08.833003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:08.833030] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:08.836544] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: UP (p=78.83%)
[2025-12-24T20:30:08.836827] [INFO ] [FORECASTER] Completed predict_future for PTIX
[2025-12-24T20:30:08.836948] [INFO ] [sig       ] PTIX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:08.985380] [INFO ] [LOCAL     ] Saved forecast: PTIX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PTIX.txt
[2025-12-24T20:30:08.985554] [INFO ] [sig       ] [2601/3551] Completed PTIX in 0.4s | 2.88 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-24T20:30:08.985631] [INFO ] [sig       ] [2602/3551] Forecasting PTLO...
[2025-12-24T20:30:08.985674] [INFO ] [sig       ] Generating forecast for: PTLO
[2025-12-24T20:30:08.985712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2025-12-24T20:30:08.999174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2025-12-24T20:30:08.999642] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2025-12-24T20:30:09.000634] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2025-12-24T20:30:09.000726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:09.000761] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:09.000787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:09.000844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:09.060102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:09.061007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:09.061095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:09.061129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:09.183454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:09.183634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:09.183678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:09.183706] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:09.187723] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: DOWN (p=21.69%)
[2025-12-24T20:30:09.188018] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2025-12-24T20:30:09.188147] [INFO ] [sig       ] PTLO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:09.336595] [INFO ] [LOCAL     ] Saved forecast: PTLO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PTLO.txt
[2025-12-24T20:30:09.336758] [INFO ] [sig       ] [2602/3551] Completed PTLO in 0.4s | 2.88 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-24T20:30:09.336798] [INFO ] [sig       ] [2603/3551] Forecasting PTNQ...
[2025-12-24T20:30:09.336827] [INFO ] [sig       ] Generating forecast for: PTNQ
[2025-12-24T20:30:09.336860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2025-12-24T20:30:09.348437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2025-12-24T20:30:09.348854] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2025-12-24T20:30:09.349656] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2025-12-24T20:30:09.349707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:09.349738] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:09.349763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:09.349818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:09.408847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:09.409749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:09.410035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:09.410068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:09.531862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:09.532013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:09.532053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:09.532112] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:09.535485] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: UP (p=54.45%)
[2025-12-24T20:30:09.535783] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2025-12-24T20:30:09.535908] [INFO ] [sig       ] PTNQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:09.678087] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PTNQ.txt
[2025-12-24T20:30:09.678222] [INFO ] [sig       ] [2603/3551] Completed PTNQ in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-24T20:30:09.678262] [INFO ] [sig       ] [2604/3551] Forecasting PTON...
[2025-12-24T20:30:09.678292] [INFO ] [sig       ] Generating forecast for: PTON
[2025-12-24T20:30:09.678323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2025-12-24T20:30:09.691133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2025-12-24T20:30:09.691412] [INFO ] [FORECASTER] Starting predict_future for PTON
[2025-12-24T20:30:09.692481] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2025-12-24T20:30:09.692534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:09.692566] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:09.692613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:09.692670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:09.750287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:09.751201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:09.751289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:09.751322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:09.872682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:09.872834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:09.872874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:09.872903] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:09.876383] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: UP (p=63.07%)
[2025-12-24T20:30:09.876665] [INFO ] [FORECASTER] Completed predict_future for PTON
[2025-12-24T20:30:09.876787] [INFO ] [sig       ] PTON: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:10.016105] [INFO ] [LOCAL     ] Saved forecast: PTON	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PTON.txt
[2025-12-24T20:30:10.016254] [INFO ] [sig       ] [2604/3551] Completed PTON in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-24T20:30:10.016294] [INFO ] [sig       ] [2605/3551] Forecasting PTY...
[2025-12-24T20:30:10.016323] [INFO ] [sig       ] Generating forecast for: PTY
[2025-12-24T20:30:10.016353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-12-24T20:30:10.028111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2025-12-24T20:30:10.028453] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-12-24T20:30:10.029226] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-12-24T20:30:10.029300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:10.029333] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:10.029360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:10.029416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:10.086232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:10.087217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:10.087301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:10.087333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:10.208712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:10.208864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:10.208905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:10.208935] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:10.212273] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: UP (p=88.66%)
[2025-12-24T20:30:10.212551] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-12-24T20:30:10.212697] [INFO ] [sig       ] PTY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:10.352002] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PTY.txt
[2025-12-24T20:30:10.352153] [INFO ] [sig       ] [2605/3551] Completed PTY in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-24T20:30:10.352190] [INFO ] [sig       ] [2606/3551] Forecasting PUBM...
[2025-12-24T20:30:10.352220] [INFO ] [sig       ] Generating forecast for: PUBM
[2025-12-24T20:30:10.352251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2025-12-24T20:30:10.363364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2025-12-24T20:30:10.363714] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2025-12-24T20:30:10.364460] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2025-12-24T20:30:10.364512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:10.364543] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:10.364588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:10.364648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:10.420429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:10.421237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:10.421322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:10.421355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:10.542120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:10.542273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:10.542312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:10.542340] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:10.546040] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: UP (p=78.58%)
[2025-12-24T20:30:10.546322] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2025-12-24T20:30:10.546447] [INFO ] [sig       ] PUBM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:10.686461] [INFO ] [LOCAL     ] Saved forecast: PUBM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PUBM.txt
[2025-12-24T20:30:10.686612] [INFO ] [sig       ] [2606/3551] Completed PUBM in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-24T20:30:10.686652] [INFO ] [sig       ] [2607/3551] Forecasting PUK...
[2025-12-24T20:30:10.686681] [INFO ] [sig       ] Generating forecast for: PUK
[2025-12-24T20:30:10.686712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-12-24T20:30:10.699076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2025-12-24T20:30:10.699473] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-12-24T20:30:10.700276] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-12-24T20:30:10.700330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:10.700362] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:10.700389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:10.700445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:10.758777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:10.759721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:10.759815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:10.759850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:10.879231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:10.879428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:10.879473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:10.879503] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:10.882908] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: UP (p=95.75%)
[2025-12-24T20:30:10.883209] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-12-24T20:30:10.883335] [INFO ] [sig       ] PUK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:11.025934] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PUK.txt
[2025-12-24T20:30:11.026296] [INFO ] [sig       ] [2607/3551] Completed PUK in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-24T20:30:11.026338] [INFO ] [sig       ] [2608/3551] Forecasting PUMP...
[2025-12-24T20:30:11.026369] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-12-24T20:30:11.026400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-12-24T20:30:11.040303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2025-12-24T20:30:11.040719] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-12-24T20:30:11.041548] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-12-24T20:30:11.041623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:11.041656] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:11.041684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:11.041741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:11.097382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:11.098249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:11.098334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:11.098367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:11.225915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:11.226080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:11.226120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:11.226158] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:11.229546] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: UP (p=97.84%)
[2025-12-24T20:30:11.229832] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-12-24T20:30:11.229972] [INFO ] [sig       ] PUMP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:11.370407] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PUMP.txt
[2025-12-24T20:30:11.370607] [INFO ] [sig       ] [2608/3551] Completed PUMP in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-24T20:30:11.370651] [INFO ] [sig       ] [2609/3551] Forecasting PVH...
[2025-12-24T20:30:11.370681] [INFO ] [sig       ] Generating forecast for: PVH
[2025-12-24T20:30:11.370711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-12-24T20:30:11.383114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2025-12-24T20:30:11.383486] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-12-24T20:30:11.384397] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-12-24T20:30:11.384451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:11.384482] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:11.384509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:11.384565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:11.441988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:11.442841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:11.442925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:11.442957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:11.565814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:11.565995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:11.566039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:11.566067] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:11.569474] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: DOWN (p=42.27%)
[2025-12-24T20:30:11.569802] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-12-24T20:30:11.569939] [INFO ] [sig       ] PVH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:11.713895] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PVH.txt
[2025-12-24T20:30:11.714047] [INFO ] [sig       ] [2609/3551] Completed PVH in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-24T20:30:11.714087] [INFO ] [sig       ] [2610/3551] Forecasting PVL...
[2025-12-24T20:30:11.714118] [INFO ] [sig       ] Generating forecast for: PVL
[2025-12-24T20:30:11.714148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-12-24T20:30:11.726568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2025-12-24T20:30:11.726962] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-12-24T20:30:11.727738] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-12-24T20:30:11.727789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:11.727821] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:11.727848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:11.727905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:11.786632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:11.787722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:11.787839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:11.787873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:11.903459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:11.903638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:11.903680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:11.903709] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:11.907034] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: UP (p=86.17%)
[2025-12-24T20:30:11.907301] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-12-24T20:30:11.907424] [INFO ] [sig       ] PVL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:12.048275] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PVL.txt
[2025-12-24T20:30:12.048426] [INFO ] [sig       ] [2610/3551] Completed PVL in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.5m
[2025-12-24T20:30:12.048464] [INFO ] [sig       ] [2611/3551] Forecasting PWP...
[2025-12-24T20:30:12.048494] [INFO ] [sig       ] Generating forecast for: PWP
[2025-12-24T20:30:12.048524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2025-12-24T20:30:12.060737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PWP'.
[2025-12-24T20:30:12.061091] [INFO ] [FORECASTER] Starting predict_future for PWP
[2025-12-24T20:30:12.061856] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2025-12-24T20:30:12.061907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:12.061939] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:12.061965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:12.062021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:12.118602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:12.119474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:12.119559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:12.119615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:12.237382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:12.237538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:12.237595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:12.237627] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:12.241104] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: UP (p=75.72%)
[2025-12-24T20:30:12.241389] [INFO ] [FORECASTER] Completed predict_future for PWP
[2025-12-24T20:30:12.241513] [INFO ] [sig       ] PWP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:12.391150] [INFO ] [LOCAL     ] Saved forecast: PWP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PWP.txt
[2025-12-24T20:30:12.391286] [INFO ] [sig       ] [2611/3551] Completed PWP in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-24T20:30:12.391344] [INFO ] [sig       ] [2612/3551] Forecasting PX...
[2025-12-24T20:30:12.391375] [INFO ] [sig       ] Generating forecast for: PX
[2025-12-24T20:30:12.391406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-12-24T20:30:12.403317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PX'.
[2025-12-24T20:30:12.403624] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-12-24T20:30:12.404357] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-12-24T20:30:12.404409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:12.404439] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:12.404466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:12.404521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:12.461640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:12.462326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:12.462405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:12.462438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:12.588387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:12.588544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:12.588599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:12.588629] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:12.592134] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: UP (p=73.94%)
[2025-12-24T20:30:12.592397] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-12-24T20:30:12.592518] [INFO ] [sig       ] PX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:12.736343] [INFO ] [LOCAL     ] Saved forecast: PX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PX.txt
[2025-12-24T20:30:12.736470] [INFO ] [sig       ] [2612/3551] Completed PX in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-24T20:30:12.736515] [INFO ] [sig       ] [2613/3551] Forecasting PXS...
[2025-12-24T20:30:12.736547] [INFO ] [sig       ] Generating forecast for: PXS
[2025-12-24T20:30:12.736593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2025-12-24T20:30:12.748772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2025-12-24T20:30:12.749323] [INFO ] [FORECASTER] Starting predict_future for PXS
[2025-12-24T20:30:12.750349] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2025-12-24T20:30:12.750404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:12.750450] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:12.750478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:12.750535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:12.809552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:12.810246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:12.810356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:12.810392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:12.915964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:12.916129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:12.916168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:12.916198] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:12.919631] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: DOWN (p=1.43%)
[2025-12-24T20:30:12.919908] [INFO ] [FORECASTER] Completed predict_future for PXS
[2025-12-24T20:30:12.920036] [INFO ] [sig       ] PXS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:13.058383] [INFO ] [LOCAL     ] Saved forecast: PXS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PXS.txt
[2025-12-24T20:30:13.058551] [INFO ] [sig       ] [2613/3551] Completed PXS in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-24T20:30:13.058608] [INFO ] [sig       ] [2614/3551] Forecasting PY...
[2025-12-24T20:30:13.058639] [INFO ] [sig       ] Generating forecast for: PY
[2025-12-24T20:30:13.058670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2025-12-24T20:30:13.070064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2025-12-24T20:30:13.070441] [INFO ] [FORECASTER] Starting predict_future for PY
[2025-12-24T20:30:13.071245] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2025-12-24T20:30:13.071297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:13.071330] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:13.071356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:13.071412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:13.127286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:13.128190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:13.128276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:13.128309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:13.232769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:13.232920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:13.232963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:13.232992] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:13.236314] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: DOWN (p=0.23%)
[2025-12-24T20:30:13.236597] [INFO ] [FORECASTER] Completed predict_future for PY
[2025-12-24T20:30:13.236729] [INFO ] [sig       ] PY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:13.374936] [INFO ] [LOCAL     ] Saved forecast: PY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PY.txt
[2025-12-24T20:30:13.375060] [INFO ] [sig       ] [2614/3551] Completed PY in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-24T20:30:13.375099] [INFO ] [sig       ] [2615/3551] Forecasting PYPL...
[2025-12-24T20:30:13.375128] [INFO ] [sig       ] Generating forecast for: PYPL
[2025-12-24T20:30:13.375158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'.
[2025-12-24T20:30:13.386447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYPL'.
[2025-12-24T20:30:13.386754] [INFO ] [FORECASTER] Starting predict_future for PYPL
[2025-12-24T20:30:13.387486] [DEBUG] [LOCAL     ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt
[2025-12-24T20:30:13.387537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:13.387585] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:13.387615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:13.387672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:13.443559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:13.444218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:13.444295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:13.444327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:13.559604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:13.559727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:13.559769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:13.559796] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:13.563004] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: UP (p=51.54%)
[2025-12-24T20:30:13.563268] [INFO ] [FORECASTER] Completed predict_future for PYPL
[2025-12-24T20:30:13.563418] [INFO ] [sig       ] PYPL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:13.701006] [INFO ] [LOCAL     ] Saved forecast: PYPL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PYPL.txt
[2025-12-24T20:30:13.701120] [INFO ] [sig       ] [2615/3551] Completed PYPL in 0.3s | 2.88 sym/s | Total: 15.1m | ETA: 5.4m
[2025-12-24T20:30:13.701157] [INFO ] [sig       ] [2616/3551] Forecasting PYXS...
[2025-12-24T20:30:13.701185] [INFO ] [sig       ] Generating forecast for: PYXS
[2025-12-24T20:30:13.701215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2025-12-24T20:30:13.712901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2025-12-24T20:30:13.713209] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2025-12-24T20:30:13.713972] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2025-12-24T20:30:13.714023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:13.714054] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:13.714080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:13.714135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:13.770137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:13.770792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:13.770870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:13.770904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:13.887708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:13.887868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:13.887908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:13.887939] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:13.891332] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: DOWN (p=34.06%)
[2025-12-24T20:30:13.891633] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2025-12-24T20:30:13.891763] [INFO ] [sig       ] PYXS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:14.030756] [INFO ] [LOCAL     ] Saved forecast: PYXS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/PYXS.txt
[2025-12-24T20:30:14.030883] [INFO ] [sig       ] [2616/3551] Completed PYXS in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-24T20:30:14.030922] [INFO ] [sig       ] [2617/3551] Forecasting PZZA...
[2025-12-24T20:30:14.030958] [INFO ] [sig       ] Generating forecast for: PZZA
[2025-12-24T20:30:14.030989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2025-12-24T20:30:14.042232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2025-12-24T20:30:14.042519] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2025-12-24T20:30:14.043272] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2025-12-24T20:30:14.043324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:14.043380] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:14.043409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:14.043466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:14.098480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:14.099086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:14.099163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:14.099195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:14.216606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:14.216739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:14.216776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:14.216804] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:14.220053] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: UP (p=85.26%)
[2025-12-24T20:30:14.220316] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2025-12-24T20:30:14.220439] [INFO ] [sig       ] PZZA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:14.359441] [INFO ] [LOCAL     ] Saved forecast: PZZA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/PZZA.txt
[2025-12-24T20:30:14.359557] [INFO ] [sig       ] [2617/3551] Completed PZZA in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-24T20:30:14.359623] [INFO ] [sig       ] [2618/3551] Forecasting QBTS...
[2025-12-24T20:30:14.359666] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-12-24T20:30:14.359695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-12-24T20:30:14.374485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2025-12-24T20:30:14.374852] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-12-24T20:30:14.375629] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-12-24T20:30:14.375681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:14.375712] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:14.375738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:14.375794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:14.431963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:14.432831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:14.432958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:14.432999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:14.558767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:14.558927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:14.558966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:14.558996] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:14.562498] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: DOWN (p=31.72%)
[2025-12-24T20:30:14.562819] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-12-24T20:30:14.562949] [INFO ] [sig       ] QBTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:14.708683] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QBTS.txt
[2025-12-24T20:30:14.708872] [INFO ] [sig       ] [2618/3551] Completed QBTS in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-24T20:30:14.708922] [INFO ] [sig       ] [2619/3551] Forecasting QCLN...
[2025-12-24T20:30:14.708954] [INFO ] [sig       ] Generating forecast for: QCLN
[2025-12-24T20:30:14.708985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2025-12-24T20:30:14.720882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2025-12-24T20:30:14.721268] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2025-12-24T20:30:14.722057] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2025-12-24T20:30:14.722110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:14.722143] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:14.722170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:14.722226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:14.779099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:14.780048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:14.780135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:14.780169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:14.897449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:14.897633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:14.897682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:14.897709] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:14.901134] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: DOWN (p=16.07%)
[2025-12-24T20:30:14.901407] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2025-12-24T20:30:14.901532] [INFO ] [sig       ] QCLN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:15.099327] [INFO ] [LOCAL     ] Saved forecast: QCLN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QCLN.txt
[2025-12-24T20:30:15.099467] [INFO ] [sig       ] [2619/3551] Completed QCLN in 0.4s | 2.88 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-24T20:30:15.099506] [INFO ] [sig       ] [2620/3551] Forecasting QCOM...
[2025-12-24T20:30:15.099535] [INFO ] [sig       ] Generating forecast for: QCOM
[2025-12-24T20:30:15.099565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2025-12-24T20:30:15.111226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2025-12-24T20:30:15.111509] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2025-12-24T20:30:15.112268] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2025-12-24T20:30:15.112319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:15.112350] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:15.112377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:15.112431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:15.168107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:15.168969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:15.169056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:15.169091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:15.289437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:15.289609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:15.289651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:15.289725] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:15.293721] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: DOWN (p=46.78%)
[2025-12-24T20:30:15.294066] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2025-12-24T20:30:15.294214] [INFO ] [sig       ] QCOM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:15.432795] [INFO ] [LOCAL     ] Saved forecast: QCOM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QCOM.txt
[2025-12-24T20:30:15.432915] [INFO ] [sig       ] [2620/3551] Completed QCOM in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-24T20:30:15.432953] [INFO ] [sig       ] [2621/3551] Forecasting QCRH...
[2025-12-24T20:30:15.432983] [INFO ] [sig       ] Generating forecast for: QCRH
[2025-12-24T20:30:15.433013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2025-12-24T20:30:15.444065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2025-12-24T20:30:15.444360] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2025-12-24T20:30:15.445115] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2025-12-24T20:30:15.445166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:15.445198] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:15.445224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:15.445280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:15.505548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:15.506485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:15.506568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:15.506622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:15.624761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:15.624929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:15.624971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:15.624999] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:15.628367] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: DOWN (p=7.58%)
[2025-12-24T20:30:15.628651] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2025-12-24T20:30:15.628773] [INFO ] [sig       ] QCRH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:15.779458] [INFO ] [LOCAL     ] Saved forecast: QCRH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QCRH.txt
[2025-12-24T20:30:15.779691] [INFO ] [sig       ] [2621/3551] Completed QCRH in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-24T20:30:15.779753] [INFO ] [sig       ] [2622/3551] Forecasting QDEL...
[2025-12-24T20:30:15.779801] [INFO ] [sig       ] Generating forecast for: QDEL
[2025-12-24T20:30:15.779848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2025-12-24T20:30:15.793832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2025-12-24T20:30:15.794415] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2025-12-24T20:30:15.795378] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2025-12-24T20:30:15.795430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:15.795462] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:15.795490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:15.795546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:15.858128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:15.859056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:15.859163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:15.859216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:15.979979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:15.980149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:15.980196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:15.980227] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:15.983646] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: DOWN (p=7.26%)
[2025-12-24T20:30:15.983946] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2025-12-24T20:30:15.984068] [INFO ] [sig       ] QDEL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:16.132220] [INFO ] [LOCAL     ] Saved forecast: QDEL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QDEL.txt
[2025-12-24T20:30:16.132381] [INFO ] [sig       ] [2622/3551] Completed QDEL in 0.4s | 2.88 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-24T20:30:16.132422] [INFO ] [sig       ] [2623/3551] Forecasting QFIN...
[2025-12-24T20:30:16.132452] [INFO ] [sig       ] Generating forecast for: QFIN
[2025-12-24T20:30:16.132483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2025-12-24T20:30:16.144982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2025-12-24T20:30:16.145277] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2025-12-24T20:30:16.146259] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2025-12-24T20:30:16.146310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:16.146341] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:16.146366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:16.146421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:16.203529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:16.204179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:16.204259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:16.204291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:16.329680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:16.329837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:16.329879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:16.329907] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:16.333217] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: DOWN (p=9.32%)
[2025-12-24T20:30:16.333484] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2025-12-24T20:30:16.333626] [INFO ] [sig       ] QFIN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:16.475041] [INFO ] [LOCAL     ] Saved forecast: QFIN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QFIN.txt
[2025-12-24T20:30:16.475188] [INFO ] [sig       ] [2623/3551] Completed QFIN in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-24T20:30:16.475228] [INFO ] [sig       ] [2624/3551] Forecasting QGEN...
[2025-12-24T20:30:16.475258] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-12-24T20:30:16.475288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-12-24T20:30:16.486326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2025-12-24T20:30:16.486642] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-12-24T20:30:16.487375] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-12-24T20:30:16.487427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:16.487459] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:16.487498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:16.487555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:16.543377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:16.544037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:16.544133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:16.544168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:16.665905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:16.666059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:16.666099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:16.666129] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:16.669524] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: DOWN (p=24.16%)
[2025-12-24T20:30:16.669814] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-12-24T20:30:16.669939] [INFO ] [sig       ] QGEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:16.814469] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QGEN.txt
[2025-12-24T20:30:16.814655] [INFO ] [sig       ] [2624/3551] Completed QGEN in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-24T20:30:16.814699] [INFO ] [sig       ] [2625/3551] Forecasting QLYS...
[2025-12-24T20:30:16.814730] [INFO ] [sig       ] Generating forecast for: QLYS
[2025-12-24T20:30:16.814764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2025-12-24T20:30:16.827155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2025-12-24T20:30:16.827462] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2025-12-24T20:30:16.828267] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2025-12-24T20:30:16.828320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:16.828352] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:16.828379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:16.828434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:16.885173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:16.886016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:16.886098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:16.886131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:17.005664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:17.005832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:17.005872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:17.005901] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:17.009428] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: UP (p=99.32%)
[2025-12-24T20:30:17.009757] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2025-12-24T20:30:17.009891] [INFO ] [sig       ] QLYS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:17.152665] [INFO ] [LOCAL     ] Saved forecast: QLYS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/QLYS.txt
[2025-12-24T20:30:17.152811] [INFO ] [sig       ] [2625/3551] Completed QLYS in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-24T20:30:17.152854] [INFO ] [sig       ] [2626/3551] Forecasting QMCO...
[2025-12-24T20:30:17.152882] [INFO ] [sig       ] Generating forecast for: QMCO
[2025-12-24T20:30:17.152912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2025-12-24T20:30:17.165519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2025-12-24T20:30:17.165884] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2025-12-24T20:30:17.166703] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2025-12-24T20:30:17.166755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:17.166787] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:17.166813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:17.166870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:17.223866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:17.224527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:17.224625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:17.224660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:17.344173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:17.344354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:17.344404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:17.344441] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:17.348906] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: DOWN (p=5.09%)
[2025-12-24T20:30:17.349310] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2025-12-24T20:30:17.349490] [INFO ] [sig       ] QMCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:17.511045] [INFO ] [LOCAL     ] Saved forecast: QMCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QMCO.txt
[2025-12-24T20:30:17.511429] [INFO ] [sig       ] [2626/3551] Completed QMCO in 0.4s | 2.88 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-24T20:30:17.511470] [INFO ] [sig       ] [2627/3551] Forecasting QMOM...
[2025-12-24T20:30:17.511509] [INFO ] [sig       ] Generating forecast for: QMOM
[2025-12-24T20:30:17.511548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2025-12-24T20:30:17.525411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2025-12-24T20:30:17.525867] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2025-12-24T20:30:17.526898] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2025-12-24T20:30:17.526952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:17.526984] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:17.527012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:17.527068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:17.588266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:17.589143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:17.589257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:17.589315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:17.711736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:17.711899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:17.711940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:17.711970] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:17.715734] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: DOWN (p=44.96%)
[2025-12-24T20:30:17.716004] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2025-12-24T20:30:17.716316] [INFO ] [sig       ] QMOM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:17.869981] [INFO ] [LOCAL     ] Saved forecast: QMOM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QMOM.txt
[2025-12-24T20:30:17.870145] [INFO ] [sig       ] [2627/3551] Completed QMOM in 0.4s | 2.88 sym/s | Total: 15.2m | ETA: 5.4m
[2025-12-24T20:30:17.870187] [INFO ] [sig       ] [2628/3551] Forecasting QNCX...
[2025-12-24T20:30:17.870227] [INFO ] [sig       ] Generating forecast for: QNCX
[2025-12-24T20:30:17.870258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'.
[2025-12-24T20:30:17.882799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNCX'.
[2025-12-24T20:30:17.883157] [INFO ] [FORECASTER] Starting predict_future for QNCX
[2025-12-24T20:30:17.883958] [DEBUG] [LOCAL     ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt
[2025-12-24T20:30:17.884012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:17.884043] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:17.884070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:17.884126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:17.943330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:17.944189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:17.944276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:17.944308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:18.064242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:18.064408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:18.064449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:18.064477] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:18.068390] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: DOWN (p=25.66%)
[2025-12-24T20:30:18.068745] [INFO ] [FORECASTER] Completed predict_future for QNCX
[2025-12-24T20:30:18.068893] [INFO ] [sig       ] QNCX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:18.222597] [INFO ] [LOCAL     ] Saved forecast: QNCX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QNCX.txt
[2025-12-24T20:30:18.222760] [INFO ] [sig       ] [2628/3551] Completed QNCX in 0.4s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-24T20:30:18.222801] [INFO ] [sig       ] [2629/3551] Forecasting QNTM...
[2025-12-24T20:30:18.222832] [INFO ] [sig       ] Generating forecast for: QNTM
[2025-12-24T20:30:18.222865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2025-12-24T20:30:18.240562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2025-12-24T20:30:18.241041] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2025-12-24T20:30:18.241885] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2025-12-24T20:30:18.241942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:18.241974] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:18.242001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:18.242058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:18.299164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:18.300086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:18.300181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:18.300213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:18.431288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:18.431447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:18.431486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:18.431515] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:18.435230] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-24T20:30:18.435537] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2025-12-24T20:30:18.435701] [INFO ] [sig       ] QNTM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:18.583930] [INFO ] [LOCAL     ] Saved forecast: QNTM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QNTM.txt
[2025-12-24T20:30:18.584086] [INFO ] [sig       ] [2629/3551] Completed QNTM in 0.4s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-24T20:30:18.584126] [INFO ] [sig       ] [2630/3551] Forecasting QQMG...
[2025-12-24T20:30:18.584157] [INFO ] [sig       ] Generating forecast for: QQMG
[2025-12-24T20:30:18.584187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2025-12-24T20:30:18.599384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2025-12-24T20:30:18.600179] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2025-12-24T20:30:18.601308] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2025-12-24T20:30:18.601363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:18.601398] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:18.601427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:18.601488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:18.666188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:18.667405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:18.667569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:18.667641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:18.788378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:18.788636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:18.788688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:18.788719] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:18.793493] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: DOWN (p=3.28%)
[2025-12-24T20:30:18.793870] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2025-12-24T20:30:18.794036] [INFO ] [sig       ] QQMG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:18.946566] [INFO ] [LOCAL     ] Saved forecast: QQMG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QQMG.txt
[2025-12-24T20:30:18.946818] [INFO ] [sig       ] [2630/3551] Completed QQMG in 0.4s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-24T20:30:18.946862] [INFO ] [sig       ] [2631/3551] Forecasting QQQ...
[2025-12-24T20:30:18.946893] [INFO ] [sig       ] Generating forecast for: QQQ
[2025-12-24T20:30:18.946924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2025-12-24T20:30:18.960073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2025-12-24T20:30:18.960545] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2025-12-24T20:30:18.961547] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2025-12-24T20:30:18.961620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:18.961654] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:18.961681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:18.961738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:19.021794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:19.023170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:19.023274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:19.023309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:19.158849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:19.159102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:19.159153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:19.159213] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:19.163491] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: DOWN (p=38.93%)
[2025-12-24T20:30:19.163993] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2025-12-24T20:30:19.164171] [INFO ] [sig       ] QQQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:19.313422] [INFO ] [LOCAL     ] Saved forecast: QQQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QQQ.txt
[2025-12-24T20:30:19.313643] [INFO ] [sig       ] [2631/3551] Completed QQQ in 0.4s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-24T20:30:19.313688] [INFO ] [sig       ] [2632/3551] Forecasting QQQE...
[2025-12-24T20:30:19.313720] [INFO ] [sig       ] Generating forecast for: QQQE
[2025-12-24T20:30:19.313751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2025-12-24T20:30:19.327131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2025-12-24T20:30:19.327539] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2025-12-24T20:30:19.328333] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2025-12-24T20:30:19.328386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:19.328417] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:19.328444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:19.328500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:19.385701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:19.386647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:19.386736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:19.386768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:19.500925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:19.501088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:19.501127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:19.501155] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:19.504488] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: UP (p=66.63%)
[2025-12-24T20:30:19.504794] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2025-12-24T20:30:19.504918] [INFO ] [sig       ] QQQE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:19.643875] [INFO ] [LOCAL     ] Saved forecast: QQQE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/QQQE.txt
[2025-12-24T20:30:19.644033] [INFO ] [sig       ] [2632/3551] Completed QQQE in 0.3s | 2.88 sym/s | Total: 15.2m | ETA: 5.3m
[2025-12-24T20:30:19.644073] [INFO ] [sig       ] [2633/3551] Forecasting QQQI...
[2025-12-24T20:30:19.644103] [INFO ] [sig       ] Generating forecast for: QQQI
[2025-12-24T20:30:19.644132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2025-12-24T20:30:19.656233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2025-12-24T20:30:19.656609] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2025-12-24T20:30:19.657373] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2025-12-24T20:30:19.657424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:19.657455] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:19.657482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:19.657539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:19.713710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:19.714666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:19.714758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:19.714818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:19.830098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:19.830261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:19.830301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:19.830331] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:19.833698] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: DOWN (p=6.51%)
[2025-12-24T20:30:19.833970] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2025-12-24T20:30:19.834093] [INFO ] [sig       ] QQQI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:19.979917] [INFO ] [LOCAL     ] Saved forecast: QQQI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QQQI.txt
[2025-12-24T20:30:19.980257] [INFO ] [sig       ] [2633/3551] Completed QQQI in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-24T20:30:19.980297] [INFO ] [sig       ] [2634/3551] Forecasting QQQJ...
[2025-12-24T20:30:19.980327] [INFO ] [sig       ] Generating forecast for: QQQJ
[2025-12-24T20:30:19.980356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2025-12-24T20:30:19.994910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2025-12-24T20:30:19.995525] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2025-12-24T20:30:19.996640] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2025-12-24T20:30:19.996695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:19.996753] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:19.996781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:19.996837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:20.059165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:20.060173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:20.060272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:20.060305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:20.181130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:20.181286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:20.181326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:20.181355] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:20.184809] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: DOWN (p=25.58%)
[2025-12-24T20:30:20.185096] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2025-12-24T20:30:20.185223] [INFO ] [sig       ] QQQJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:20.364291] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QQQJ.txt
[2025-12-24T20:30:20.364467] [INFO ] [sig       ] [2634/3551] Completed QQQJ in 0.4s | 2.88 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-24T20:30:20.364518] [INFO ] [sig       ] [2635/3551] Forecasting QQQM...
[2025-12-24T20:30:20.364551] [INFO ] [sig       ] Generating forecast for: QQQM
[2025-12-24T20:30:20.364610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2025-12-24T20:30:20.376199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2025-12-24T20:30:20.376557] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2025-12-24T20:30:20.377356] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2025-12-24T20:30:20.377409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:20.377441] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:20.377468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:20.377536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:20.437340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:20.438217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:20.438304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:20.438339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:20.562231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:20.562396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:20.562442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:20.562472] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:20.566137] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: DOWN (p=11.92%)
[2025-12-24T20:30:20.566448] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2025-12-24T20:30:20.566606] [INFO ] [sig       ] QQQM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:20.712443] [INFO ] [LOCAL     ] Saved forecast: QQQM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QQQM.txt
[2025-12-24T20:30:20.712649] [INFO ] [sig       ] [2635/3551] Completed QQQM in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-24T20:30:20.712697] [INFO ] [sig       ] [2636/3551] Forecasting QQQX...
[2025-12-24T20:30:20.712728] [INFO ] [sig       ] Generating forecast for: QQQX
[2025-12-24T20:30:20.712757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2025-12-24T20:30:20.724484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2025-12-24T20:30:20.724857] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2025-12-24T20:30:20.725694] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2025-12-24T20:30:20.725756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:20.725799] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:20.725829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:20.725887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:20.782855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:20.783726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:20.783811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:20.783844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:20.905318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:20.905475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:20.905515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:20.905544] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:20.909069] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: UP (p=82.26%)
[2025-12-24T20:30:20.909385] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2025-12-24T20:30:20.909519] [INFO ] [sig       ] QQQX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:21.053741] [INFO ] [LOCAL     ] Saved forecast: QQQX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/QQQX.txt
[2025-12-24T20:30:21.053918] [INFO ] [sig       ] [2636/3551] Completed QQQX in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-24T20:30:21.053965] [INFO ] [sig       ] [2637/3551] Forecasting QQQY...
[2025-12-24T20:30:21.053998] [INFO ] [sig       ] Generating forecast for: QQQY
[2025-12-24T20:30:21.054031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'.
[2025-12-24T20:30:21.066103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQY'.
[2025-12-24T20:30:21.066443] [INFO ] [FORECASTER] Starting predict_future for QQQY
[2025-12-24T20:30:21.067266] [DEBUG] [LOCAL     ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt
[2025-12-24T20:30:21.067322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:21.067357] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:21.067386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:21.067444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:21.124906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:21.125693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:21.125780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:21.125815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:21.246861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:21.247013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:21.247053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:21.247120] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:21.250657] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: UP (p=73.24%)
[2025-12-24T20:30:21.250938] [INFO ] [FORECASTER] Completed predict_future for QQQY
[2025-12-24T20:30:21.251064] [INFO ] [sig       ] QQQY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:21.389769] [INFO ] [LOCAL     ] Saved forecast: QQQY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/QQQY.txt
[2025-12-24T20:30:21.389914] [INFO ] [sig       ] [2637/3551] Completed QQQY in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-24T20:30:21.389960] [INFO ] [sig       ] [2638/3551] Forecasting QRHC...
[2025-12-24T20:30:21.389990] [INFO ] [sig       ] Generating forecast for: QRHC
[2025-12-24T20:30:21.390021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2025-12-24T20:30:21.401139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2025-12-24T20:30:21.401448] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2025-12-24T20:30:21.402244] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2025-12-24T20:30:21.402299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:21.402332] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:21.402361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:21.402420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:21.458699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:21.459543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:21.459650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:21.459686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:21.581258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:21.581414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:21.581455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:21.581486] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:21.584979] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2025-12-24T20:30:21.585252] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2025-12-24T20:30:21.585377] [INFO ] [sig       ] QRHC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:21.730191] [INFO ] [LOCAL     ] Saved forecast: QRHC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QRHC.txt
[2025-12-24T20:30:21.730353] [INFO ] [sig       ] [2638/3551] Completed QRHC in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-24T20:30:21.730392] [INFO ] [sig       ] [2639/3551] Forecasting QRVO...
[2025-12-24T20:30:21.730423] [INFO ] [sig       ] Generating forecast for: QRVO
[2025-12-24T20:30:21.730459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2025-12-24T20:30:21.743182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2025-12-24T20:30:21.743553] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2025-12-24T20:30:21.744376] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2025-12-24T20:30:21.744432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:21.744465] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:21.744495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:21.744554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:21.803696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:21.804497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:21.804594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:21.804631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:21.925048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:21.925196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:21.925235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:21.925264] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:21.928681] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: UP (p=75.23%)
[2025-12-24T20:30:21.928947] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2025-12-24T20:30:21.929069] [INFO ] [sig       ] QRVO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:22.069974] [INFO ] [LOCAL     ] Saved forecast: QRVO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/QRVO.txt
[2025-12-24T20:30:22.070113] [INFO ] [sig       ] [2639/3551] Completed QRVO in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-24T20:30:22.070154] [INFO ] [sig       ] [2640/3551] Forecasting QS...
[2025-12-24T20:30:22.070187] [INFO ] [sig       ] Generating forecast for: QS
[2025-12-24T20:30:22.070217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-12-24T20:30:22.080619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2025-12-24T20:30:22.080911] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-12-24T20:30:22.081717] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-12-24T20:30:22.081775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:22.081807] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:22.081835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:22.081893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:22.137418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:22.138060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:22.138141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:22.138174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:22.258254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:22.258393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:22.258433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:22.258461] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:22.261771] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: UP (p=76.20%)
[2025-12-24T20:30:22.262040] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-12-24T20:30:22.262160] [INFO ] [sig       ] QS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:22.400092] [INFO ] [LOCAL     ] Saved forecast: QS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/QS.txt
[2025-12-24T20:30:22.400215] [INFO ] [sig       ] [2640/3551] Completed QS in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-24T20:30:22.400253] [INFO ] [sig       ] [2641/3551] Forecasting QSI...
[2025-12-24T20:30:22.400283] [INFO ] [sig       ] Generating forecast for: QSI
[2025-12-24T20:30:22.400312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'.
[2025-12-24T20:30:22.411368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QSI'.
[2025-12-24T20:30:22.411670] [INFO ] [FORECASTER] Starting predict_future for QSI
[2025-12-24T20:30:22.412416] [DEBUG] [LOCAL     ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt
[2025-12-24T20:30:22.412467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:22.412498] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:22.412524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:22.412597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:22.467816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:22.468413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:22.468493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:22.468526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:22.590989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:22.591345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:22.591387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:22.591417] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:22.595099] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: DOWN (p=36.22%)
[2025-12-24T20:30:22.595616] [INFO ] [FORECASTER] Completed predict_future for QSI
[2025-12-24T20:30:22.595750] [INFO ] [sig       ] QSI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:22.744429] [INFO ] [LOCAL     ] Saved forecast: QSI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QSI.txt
[2025-12-24T20:30:22.744616] [INFO ] [sig       ] [2641/3551] Completed QSI in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-24T20:30:22.744659] [INFO ] [sig       ] [2642/3551] Forecasting QTEC...
[2025-12-24T20:30:22.744689] [INFO ] [sig       ] Generating forecast for: QTEC
[2025-12-24T20:30:22.744718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2025-12-24T20:30:22.756452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2025-12-24T20:30:22.756872] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2025-12-24T20:30:22.757724] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2025-12-24T20:30:22.757783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:22.757815] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:22.757841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:22.757897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:22.824567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:22.825506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:22.825629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:22.825666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:22.953148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:22.953296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:22.953335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:22.953363] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:22.957051] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: UP (p=92.27%)
[2025-12-24T20:30:22.957340] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2025-12-24T20:30:22.957457] [INFO ] [sig       ] QTEC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:23.096690] [INFO ] [LOCAL     ] Saved forecast: QTEC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/QTEC.txt
[2025-12-24T20:30:23.096844] [INFO ] [sig       ] [2642/3551] Completed QTEC in 0.4s | 2.88 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-24T20:30:23.096884] [INFO ] [sig       ] [2643/3551] Forecasting QTRX...
[2025-12-24T20:30:23.096915] [INFO ] [sig       ] Generating forecast for: QTRX
[2025-12-24T20:30:23.096945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2025-12-24T20:30:23.108167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2025-12-24T20:30:23.108459] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2025-12-24T20:30:23.109232] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2025-12-24T20:30:23.109314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:23.109349] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:23.109377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:23.109435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:23.170759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:23.171459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:23.171543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:23.171594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:23.294845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:23.294994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:23.295034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:23.295065] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:23.298917] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: DOWN (p=23.59%)
[2025-12-24T20:30:23.299199] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2025-12-24T20:30:23.299347] [INFO ] [sig       ] QTRX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:23.442277] [INFO ] [LOCAL     ] Saved forecast: QTRX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QTRX.txt
[2025-12-24T20:30:23.442404] [INFO ] [sig       ] [2643/3551] Completed QTRX in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-24T20:30:23.442444] [INFO ] [sig       ] [2644/3551] Forecasting QTTB...
[2025-12-24T20:30:23.442475] [INFO ] [sig       ] Generating forecast for: QTTB
[2025-12-24T20:30:23.442504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2025-12-24T20:30:23.453961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2025-12-24T20:30:23.454265] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2025-12-24T20:30:23.455077] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2025-12-24T20:30:23.455131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:23.455163] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:23.455193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:23.455252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:23.514626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:23.515283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:23.515387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:23.515422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:23.638320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:23.638490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:23.638532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:23.638566] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:23.642093] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: DOWN (p=7.46%)
[2025-12-24T20:30:23.642370] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2025-12-24T20:30:23.642495] [INFO ] [sig       ] QTTB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:23.786414] [INFO ] [LOCAL     ] Saved forecast: QTTB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QTTB.txt
[2025-12-24T20:30:23.786524] [INFO ] [sig       ] [2644/3551] Completed QTTB in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.3m
[2025-12-24T20:30:23.786562] [INFO ] [sig       ] [2645/3551] Forecasting QTUM...
[2025-12-24T20:30:23.786610] [INFO ] [sig       ] Generating forecast for: QTUM
[2025-12-24T20:30:23.786640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2025-12-24T20:30:23.798321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2025-12-24T20:30:23.798622] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2025-12-24T20:30:23.799424] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2025-12-24T20:30:23.799477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:23.799509] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:23.799537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:23.799610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:23.857224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:23.857889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:23.857969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:23.858004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:23.972763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:23.972913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:23.972953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:23.972981] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:23.976269] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: DOWN (p=37.20%)
[2025-12-24T20:30:23.976534] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2025-12-24T20:30:23.976673] [INFO ] [sig       ] QTUM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:24.117638] [INFO ] [LOCAL     ] Saved forecast: QTUM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QTUM.txt
[2025-12-24T20:30:24.117762] [INFO ] [sig       ] [2645/3551] Completed QTUM in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-24T20:30:24.117800] [INFO ] [sig       ] [2646/3551] Forecasting QTWO...
[2025-12-24T20:30:24.117830] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-12-24T20:30:24.117859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-12-24T20:30:24.128533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2025-12-24T20:30:24.128843] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-12-24T20:30:24.129665] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-12-24T20:30:24.129719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:24.129752] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:24.129779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:24.129835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:24.187783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:24.188418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:24.188500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:24.188534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:24.311136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:24.311281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:24.311323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:24.311355] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:24.315077] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: DOWN (p=13.27%)
[2025-12-24T20:30:24.315352] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-12-24T20:30:24.315478] [INFO ] [sig       ] QTWO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:24.457960] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QTWO.txt
[2025-12-24T20:30:24.458098] [INFO ] [sig       ] [2646/3551] Completed QTWO in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-24T20:30:24.458138] [INFO ] [sig       ] [2647/3551] Forecasting QUAD...
[2025-12-24T20:30:24.458169] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-12-24T20:30:24.458199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-12-24T20:30:24.469009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2025-12-24T20:30:24.469365] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-12-24T20:30:24.470189] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-12-24T20:30:24.470243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:24.470277] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:24.470306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:24.470365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:24.527914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:24.528764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:24.528850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:24.528883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:24.654899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:24.655055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:24.655097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:24.655129] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:24.658590] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: UP (p=78.76%)
[2025-12-24T20:30:24.658898] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-12-24T20:30:24.659029] [INFO ] [sig       ] QUAD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:24.803500] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/QUAD.txt
[2025-12-24T20:30:24.803686] [INFO ] [sig       ] [2647/3551] Completed QUAD in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-24T20:30:24.803728] [INFO ] [sig       ] [2648/3551] Forecasting QUIK...
[2025-12-24T20:30:24.803757] [INFO ] [sig       ] Generating forecast for: QUIK
[2025-12-24T20:30:24.803788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2025-12-24T20:30:24.814998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2025-12-24T20:30:24.815352] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2025-12-24T20:30:24.816167] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2025-12-24T20:30:24.816233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:24.816266] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:24.816294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:24.816351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:24.876031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:24.877084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:24.877177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:24.877214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:24.999721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:24.999875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:24.999915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:24.999945] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:25.003281] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: UP (p=74.83%)
[2025-12-24T20:30:25.003554] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2025-12-24T20:30:25.003695] [INFO ] [sig       ] QUIK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:25.142363] [INFO ] [LOCAL     ] Saved forecast: QUIK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/QUIK.txt
[2025-12-24T20:30:25.142491] [INFO ] [sig       ] [2648/3551] Completed QUIK in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-24T20:30:25.142530] [INFO ] [sig       ] [2649/3551] Forecasting QURE...
[2025-12-24T20:30:25.142560] [INFO ] [sig       ] Generating forecast for: QURE
[2025-12-24T20:30:25.142609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2025-12-24T20:30:25.154658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2025-12-24T20:30:25.155019] [INFO ] [FORECASTER] Starting predict_future for QURE
[2025-12-24T20:30:25.155831] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2025-12-24T20:30:25.155884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:25.155916] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:25.155944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:25.156004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:25.213280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:25.214097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:25.214181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:25.214214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:25.336171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:25.336333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:25.336373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:25.336402] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:25.339773] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: DOWN (p=19.81%)
[2025-12-24T20:30:25.340048] [INFO ] [FORECASTER] Completed predict_future for QURE
[2025-12-24T20:30:25.340173] [INFO ] [sig       ] QURE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:25.482502] [INFO ] [LOCAL     ] Saved forecast: QURE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QURE.txt
[2025-12-24T20:30:25.482666] [INFO ] [sig       ] [2649/3551] Completed QURE in 0.3s | 2.88 sym/s | Total: 15.3m | ETA: 5.2m
[2025-12-24T20:30:25.482710] [INFO ] [sig       ] [2650/3551] Forecasting QVAL...
[2025-12-24T20:30:25.482741] [INFO ] [sig       ] Generating forecast for: QVAL
[2025-12-24T20:30:25.482772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2025-12-24T20:30:25.493991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2025-12-24T20:30:25.494323] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2025-12-24T20:30:25.495139] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2025-12-24T20:30:25.495194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:25.495229] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:25.495258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:25.495316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:25.553493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:25.554306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:25.554391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:25.554425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:25.670421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:25.670563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:25.670622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:25.670652] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:25.673991] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: DOWN (p=10.81%)
[2025-12-24T20:30:25.674266] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2025-12-24T20:30:25.674391] [INFO ] [sig       ] QVAL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:25.811304] [INFO ] [LOCAL     ] Saved forecast: QVAL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QVAL.txt
[2025-12-24T20:30:25.811431] [INFO ] [sig       ] [2650/3551] Completed QVAL in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-24T20:30:25.811470] [INFO ] [sig       ] [2651/3551] Forecasting QVCC...
[2025-12-24T20:30:25.811500] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-12-24T20:30:25.811529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-12-24T20:30:25.823112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2025-12-24T20:30:25.823413] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-12-24T20:30:25.824218] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-12-24T20:30:25.824271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:25.824330] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:25.824358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:25.824416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:25.881072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:25.881751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:25.881832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:25.881864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:25.999773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:25.999917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:25.999956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:25.999983] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:26.003257] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: UP (p=58.25%)
[2025-12-24T20:30:26.003523] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-12-24T20:30:26.003659] [INFO ] [sig       ] QVCC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:26.142146] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/QVCC.txt
[2025-12-24T20:30:26.142278] [INFO ] [sig       ] [2651/3551] Completed QVCC in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-24T20:30:26.142324] [INFO ] [sig       ] [2652/3551] Forecasting QYLD...
[2025-12-24T20:30:26.142354] [INFO ] [sig       ] Generating forecast for: QYLD
[2025-12-24T20:30:26.142382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2025-12-24T20:30:26.153875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2025-12-24T20:30:26.154214] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2025-12-24T20:30:26.155046] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2025-12-24T20:30:26.155101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:26.155134] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:26.155162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:26.155220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:26.211452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:26.212112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:26.212196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:26.212228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:26.328518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:26.328676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:26.328716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:26.328745] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:26.332185] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: UP (p=93.63%)
[2025-12-24T20:30:26.332461] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2025-12-24T20:30:26.332599] [INFO ] [sig       ] QYLD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:26.475214] [INFO ] [LOCAL     ] Saved forecast: QYLD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/QYLD.txt
[2025-12-24T20:30:26.475350] [INFO ] [sig       ] [2652/3551] Completed QYLD in 0.3s | 2.88 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-24T20:30:26.475388] [INFO ] [sig       ] [2653/3551] Forecasting QYLG...
[2025-12-24T20:30:26.475417] [INFO ] [sig       ] Generating forecast for: QYLG
[2025-12-24T20:30:26.475447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2025-12-24T20:30:26.489607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2025-12-24T20:30:26.490251] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2025-12-24T20:30:26.491284] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2025-12-24T20:30:26.491342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:26.491378] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:26.491406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:26.491467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:26.553655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:26.555071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:26.555182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:26.555216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:26.683154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:26.683433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:26.683492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:26.683530] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:26.688104] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: DOWN (p=43.39%)
[2025-12-24T20:30:26.688592] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2025-12-24T20:30:26.688754] [INFO ] [sig       ] QYLG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:26.843564] [INFO ] [LOCAL     ] Saved forecast: QYLG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/QYLG.txt
[2025-12-24T20:30:26.843839] [INFO ] [sig       ] [2653/3551] Completed QYLG in 0.4s | 2.88 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-24T20:30:26.843905] [INFO ] [sig       ] [2654/3551] Forecasting RA...
[2025-12-24T20:30:26.843949] [INFO ] [sig       ] Generating forecast for: RA
[2025-12-24T20:30:26.843997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-12-24T20:30:26.863285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2025-12-24T20:30:26.863935] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-12-24T20:30:26.865131] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-12-24T20:30:26.865197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:26.865242] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:26.865279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:26.865373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:26.938741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:26.940080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:26.940219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:26.940440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:27.065739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:27.065973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:27.066040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:27.066159] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:27.070281] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: DOWN (p=26.17%)
[2025-12-24T20:30:27.070627] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-12-24T20:30:27.070769] [INFO ] [sig       ] RA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:27.215130] [INFO ] [LOCAL     ] Saved forecast: RA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RA.txt
[2025-12-24T20:30:27.215331] [INFO ] [sig       ] [2654/3551] Completed RA in 0.4s | 2.88 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-24T20:30:27.215374] [INFO ] [sig       ] [2655/3551] Forecasting RACE...
[2025-12-24T20:30:27.215405] [INFO ] [sig       ] Generating forecast for: RACE
[2025-12-24T20:30:27.215435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-12-24T20:30:27.231221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2025-12-24T20:30:27.231907] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-12-24T20:30:27.233039] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-12-24T20:30:27.233119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:27.233157] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:27.233185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:27.233245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:27.296729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:27.297953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:27.298054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:27.298088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:27.434015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:27.434240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:27.434313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:27.434374] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:27.438239] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: UP (p=97.22%)
[2025-12-24T20:30:27.438540] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-12-24T20:30:27.438691] [INFO ] [sig       ] RACE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:27.589068] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RACE.txt
[2025-12-24T20:30:27.589264] [INFO ] [sig       ] [2655/3551] Completed RACE in 0.4s | 2.88 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-24T20:30:27.589349] [INFO ] [sig       ] [2656/3551] Forecasting RAIL...
[2025-12-24T20:30:27.589384] [INFO ] [sig       ] Generating forecast for: RAIL
[2025-12-24T20:30:27.589419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2025-12-24T20:30:27.603438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2025-12-24T20:30:27.604048] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2025-12-24T20:30:27.605368] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2025-12-24T20:30:27.605425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:27.605458] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:27.605485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:27.605546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:27.670770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:27.672096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:27.672245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:27.672279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:27.803999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:27.804235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:27.804282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:27.804311] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:27.808426] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: UP (p=70.78%)
[2025-12-24T20:30:27.808912] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2025-12-24T20:30:27.809076] [INFO ] [sig       ] RAIL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:27.960532] [INFO ] [LOCAL     ] Saved forecast: RAIL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RAIL.txt
[2025-12-24T20:30:27.960766] [INFO ] [sig       ] [2656/3551] Completed RAIL in 0.4s | 2.88 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-24T20:30:27.960811] [INFO ] [sig       ] [2657/3551] Forecasting RAMP...
[2025-12-24T20:30:27.960867] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-12-24T20:30:27.960901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-12-24T20:30:27.974723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2025-12-24T20:30:27.975367] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-12-24T20:30:27.976267] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-12-24T20:30:27.976321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:27.976352] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:27.976378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:27.976435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:28.037973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:28.039107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:28.039206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:28.039243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:28.164945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:28.165216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:28.165277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:28.165306] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:28.169544] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: UP (p=55.76%)
[2025-12-24T20:30:28.169935] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-12-24T20:30:28.170082] [INFO ] [sig       ] RAMP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:28.324691] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RAMP.txt
[2025-12-24T20:30:28.324916] [INFO ] [sig       ] [2657/3551] Completed RAMP in 0.4s | 2.88 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-24T20:30:28.324968] [INFO ] [sig       ] [2658/3551] Forecasting RAPP...
[2025-12-24T20:30:28.325001] [INFO ] [sig       ] Generating forecast for: RAPP
[2025-12-24T20:30:28.325043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'.
[2025-12-24T20:30:28.340191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAPP'.
[2025-12-24T20:30:28.340713] [INFO ] [FORECASTER] Starting predict_future for RAPP
[2025-12-24T20:30:28.341997] [DEBUG] [LOCAL     ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt
[2025-12-24T20:30:28.342053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:28.342096] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:28.342126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:28.342376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:28.404708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:28.405985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:28.406101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:28.406138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:28.535542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:28.535836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:28.535894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:28.535928] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:28.540663] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=4.95%)
[2025-12-24T20:30:28.541192] [INFO ] [FORECASTER] Completed predict_future for RAPP
[2025-12-24T20:30:28.541407] [INFO ] [sig       ] RAPP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:28.696302] [INFO ] [LOCAL     ] Saved forecast: RAPP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RAPP.txt
[2025-12-24T20:30:28.696593] [INFO ] [sig       ] [2658/3551] Completed RAPP in 0.4s | 2.88 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-24T20:30:28.696651] [INFO ] [sig       ] [2659/3551] Forecasting RARE...
[2025-12-24T20:30:28.696688] [INFO ] [sig       ] Generating forecast for: RARE
[2025-12-24T20:30:28.696725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2025-12-24T20:30:28.711346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2025-12-24T20:30:28.712017] [INFO ] [FORECASTER] Starting predict_future for RARE
[2025-12-24T20:30:28.713015] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2025-12-24T20:30:28.713078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:28.713160] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:28.713191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:28.713252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:28.775152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:28.776452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:28.776569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:28.776625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:28.941753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:28.942028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:28.942091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:28.942130] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:28.947796] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: UP (p=69.82%)
[2025-12-24T20:30:28.948382] [INFO ] [FORECASTER] Completed predict_future for RARE
[2025-12-24T20:30:28.948646] [INFO ] [sig       ] RARE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:29.162023] [INFO ] [LOCAL     ] Saved forecast: RARE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RARE.txt
[2025-12-24T20:30:29.162333] [INFO ] [sig       ] [2659/3551] Completed RARE in 0.5s | 2.88 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-24T20:30:29.162405] [INFO ] [sig       ] [2660/3551] Forecasting RAVE...
[2025-12-24T20:30:29.162458] [INFO ] [sig       ] Generating forecast for: RAVE
[2025-12-24T20:30:29.162517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2025-12-24T20:30:29.183089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2025-12-24T20:30:29.189812] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2025-12-24T20:30:29.191382] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2025-12-24T20:30:29.191465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:29.191512] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:29.191548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:29.191654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:29.281805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:29.283120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:29.283242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:29.283301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:29.417243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:29.417431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:29.417483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:29.417526] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:29.421468] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: DOWN (p=14.48%)
[2025-12-24T20:30:29.421880] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2025-12-24T20:30:29.422074] [INFO ] [sig       ] RAVE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:29.598827] [INFO ] [LOCAL     ] Saved forecast: RAVE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RAVE.txt
[2025-12-24T20:30:29.599008] [INFO ] [sig       ] [2660/3551] Completed RAVE in 0.4s | 2.88 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-24T20:30:29.599051] [INFO ] [sig       ] [2661/3551] Forecasting RAY...
[2025-12-24T20:30:29.599084] [INFO ] [sig       ] Generating forecast for: RAY
[2025-12-24T20:30:29.599114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2025-12-24T20:30:29.614801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2025-12-24T20:30:29.615727] [INFO ] [FORECASTER] Starting predict_future for RAY
[2025-12-24T20:30:29.616980] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2025-12-24T20:30:29.617042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:29.617078] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:29.617108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:29.617168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:29.694203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:29.695794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:29.696008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:29.696081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:29.852625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:29.852808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:29.852861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:29.852908] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:29.856749] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: DOWN (p=19.78%)
[2025-12-24T20:30:29.857070] [INFO ] [FORECASTER] Completed predict_future for RAY
[2025-12-24T20:30:29.857213] [INFO ] [sig       ] RAY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:30.018454] [INFO ] [LOCAL     ] Saved forecast: RAY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RAY.txt
[2025-12-24T20:30:30.018715] [INFO ] [sig       ] [2661/3551] Completed RAY in 0.4s | 2.88 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-24T20:30:30.018764] [INFO ] [sig       ] [2662/3551] Forecasting RBA...
[2025-12-24T20:30:30.018796] [INFO ] [sig       ] Generating forecast for: RBA
[2025-12-24T20:30:30.018827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-12-24T20:30:30.037254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2025-12-24T20:30:30.037773] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-12-24T20:30:30.038936] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-12-24T20:30:30.039009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:30.039057] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:30.039099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:30.039193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:30.118478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:30.119453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:30.119549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:30.119600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:30.251186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:30.251348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:30.251598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:30.251632] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:30.255538] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: DOWN (p=5.48%)
[2025-12-24T20:30:30.255888] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-12-24T20:30:30.256023] [INFO ] [sig       ] RBA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:30.400795] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RBA.txt
[2025-12-24T20:30:30.400981] [INFO ] [sig       ] [2662/3551] Completed RBA in 0.4s | 2.88 sym/s | Total: 15.4m | ETA: 5.2m
[2025-12-24T20:30:30.401030] [INFO ] [sig       ] [2663/3551] Forecasting RBB...
[2025-12-24T20:30:30.401063] [INFO ] [sig       ] Generating forecast for: RBB
[2025-12-24T20:30:30.401098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2025-12-24T20:30:30.413273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2025-12-24T20:30:30.413630] [INFO ] [FORECASTER] Starting predict_future for RBB
[2025-12-24T20:30:30.414438] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2025-12-24T20:30:30.414492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:30.414525] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:30.414553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:30.414629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:30.474476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:30.475363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:30.475452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:30.475487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:30.607394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:30.607558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:30.607622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:30.607662] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:30.611741] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: UP (p=86.29%)
[2025-12-24T20:30:30.612025] [INFO ] [FORECASTER] Completed predict_future for RBB
[2025-12-24T20:30:30.612157] [INFO ] [sig       ] RBB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:30.758301] [INFO ] [LOCAL     ] Saved forecast: RBB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RBB.txt
[2025-12-24T20:30:30.758466] [INFO ] [sig       ] [2663/3551] Completed RBB in 0.4s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-24T20:30:30.758509] [INFO ] [sig       ] [2664/3551] Forecasting RBBN...
[2025-12-24T20:30:30.758539] [INFO ] [sig       ] Generating forecast for: RBBN
[2025-12-24T20:30:30.758587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'.
[2025-12-24T20:30:30.773289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBBN'.
[2025-12-24T20:30:30.774166] [INFO ] [FORECASTER] Starting predict_future for RBBN
[2025-12-24T20:30:30.775129] [DEBUG] [LOCAL     ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt
[2025-12-24T20:30:30.775185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:30.775219] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:30.775247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:30.775305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:30.838285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:30.839502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:30.839648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:30.839685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:30.971858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:30.972102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:30.972148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:30.972180] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:30.976966] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: DOWN (p=16.00%)
[2025-12-24T20:30:30.977498] [INFO ] [FORECASTER] Completed predict_future for RBBN
[2025-12-24T20:30:30.977703] [INFO ] [sig       ] RBBN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:31.141847] [INFO ] [LOCAL     ] Saved forecast: RBBN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RBBN.txt
[2025-12-24T20:30:31.142092] [INFO ] [sig       ] [2664/3551] Completed RBBN in 0.4s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-24T20:30:31.142137] [INFO ] [sig       ] [2665/3551] Forecasting RBC...
[2025-12-24T20:30:31.142167] [INFO ] [sig       ] Generating forecast for: RBC
[2025-12-24T20:30:31.142199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-12-24T20:30:31.159472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2025-12-24T20:30:31.160032] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-12-24T20:30:31.161207] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-12-24T20:30:31.161284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:31.161339] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:31.161383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:31.161477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:31.250165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:31.251783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:31.251901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:31.251954] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:31.402626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:31.402792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:31.402834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:31.402863] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:31.406756] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: DOWN (p=12.80%)
[2025-12-24T20:30:31.407065] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-12-24T20:30:31.407195] [INFO ] [sig       ] RBC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:31.555446] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RBC.txt
[2025-12-24T20:30:31.555641] [INFO ] [sig       ] [2665/3551] Completed RBC in 0.4s | 2.88 sym/s | Total: 15.4m | ETA: 5.1m
[2025-12-24T20:30:31.555685] [INFO ] [sig       ] [2666/3551] Forecasting RBCAA...
[2025-12-24T20:30:31.555715] [INFO ] [sig       ] Generating forecast for: RBCAA
[2025-12-24T20:30:31.555747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2025-12-24T20:30:31.567127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2025-12-24T20:30:31.567520] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2025-12-24T20:30:31.568361] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2025-12-24T20:30:31.568417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:31.568448] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:31.568474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:31.568535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:31.629759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:31.630878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:31.630966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:31.631001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:31.751636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:31.751790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:31.751833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:31.751878] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:31.756038] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: DOWN (p=0.65%)
[2025-12-24T20:30:31.756395] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2025-12-24T20:30:31.756538] [INFO ] [sig       ] RBCAA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:31.902841] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RBCAA.txt
[2025-12-24T20:30:31.902980] [INFO ] [sig       ] [2666/3551] Completed RBCAA in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-24T20:30:31.903018] [INFO ] [sig       ] [2667/3551] Forecasting RBLX...
[2025-12-24T20:30:31.903049] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-12-24T20:30:31.903078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-12-24T20:30:31.914336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2025-12-24T20:30:31.914663] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-12-24T20:30:31.915407] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-12-24T20:30:31.915459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:31.915492] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:31.915518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:31.915596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:31.974923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:31.975810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:31.975898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:31.975933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:32.106769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:32.106925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:32.106967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:32.106997] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:32.110388] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: UP (p=73.92%)
[2025-12-24T20:30:32.110702] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-12-24T20:30:32.110830] [INFO ] [sig       ] RBLX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:32.259950] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RBLX.txt
[2025-12-24T20:30:32.260087] [INFO ] [sig       ] [2667/3551] Completed RBLX in 0.4s | 2.88 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-24T20:30:32.260127] [INFO ] [sig       ] [2668/3551] Forecasting RC...
[2025-12-24T20:30:32.260158] [INFO ] [sig       ] Generating forecast for: RC
[2025-12-24T20:30:32.260188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-12-24T20:30:32.271943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2025-12-24T20:30:32.272241] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-12-24T20:30:32.272999] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-12-24T20:30:32.273051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:32.273110] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:32.273139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:32.273196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:32.328980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:32.329719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:32.329814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:32.329847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:32.454905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:32.455064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:32.455105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:32.455134] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:32.458609] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: UP (p=91.76%)
[2025-12-24T20:30:32.458899] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-12-24T20:30:32.459027] [INFO ] [sig       ] RC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:32.602153] [INFO ] [LOCAL     ] Saved forecast: RC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RC.txt
[2025-12-24T20:30:32.602285] [INFO ] [sig       ] [2668/3551] Completed RC in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-24T20:30:32.602324] [INFO ] [sig       ] [2669/3551] Forecasting RCEL...
[2025-12-24T20:30:32.602353] [INFO ] [sig       ] Generating forecast for: RCEL
[2025-12-24T20:30:32.602383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2025-12-24T20:30:32.614185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2025-12-24T20:30:32.614493] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2025-12-24T20:30:32.615274] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2025-12-24T20:30:32.615327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:32.615359] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:32.615388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:32.615445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:32.673600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:32.674300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:32.674380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:32.674413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:32.796343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:32.796523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:32.796596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:32.796629] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:32.800312] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: DOWN (p=33.75%)
[2025-12-24T20:30:32.800634] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2025-12-24T20:30:32.800777] [INFO ] [sig       ] RCEL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:32.954822] [INFO ] [LOCAL     ] Saved forecast: RCEL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RCEL.txt
[2025-12-24T20:30:32.954993] [INFO ] [sig       ] [2669/3551] Completed RCEL in 0.4s | 2.88 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-24T20:30:32.955037] [INFO ] [sig       ] [2670/3551] Forecasting RCI...
[2025-12-24T20:30:32.955076] [INFO ] [sig       ] Generating forecast for: RCI
[2025-12-24T20:30:32.955122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-12-24T20:30:32.966878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2025-12-24T20:30:32.967226] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-12-24T20:30:32.968062] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-12-24T20:30:32.968116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:32.968149] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:32.968188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:32.968247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:33.025190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:33.025972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:33.026058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:33.026093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:33.147610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:33.147769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:33.147812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:33.147842] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:33.151268] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: DOWN (p=16.74%)
[2025-12-24T20:30:33.151554] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-12-24T20:30:33.151707] [INFO ] [sig       ] RCI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:33.297465] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RCI.txt
[2025-12-24T20:30:33.297635] [INFO ] [sig       ] [2670/3551] Completed RCI in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-24T20:30:33.297677] [INFO ] [sig       ] [2671/3551] Forecasting RCKY...
[2025-12-24T20:30:33.297707] [INFO ] [sig       ] Generating forecast for: RCKY
[2025-12-24T20:30:33.297738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2025-12-24T20:30:33.309334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2025-12-24T20:30:33.309707] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2025-12-24T20:30:33.310730] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2025-12-24T20:30:33.310786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:33.310820] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:33.310856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:33.310937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:33.370884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:33.371724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:33.371808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:33.371841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:33.498689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:33.498842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:33.498883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:33.498943] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:33.502743] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-12-24T20:30:33.503021] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2025-12-24T20:30:33.503142] [INFO ] [sig       ] RCKY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:33.647114] [INFO ] [LOCAL     ] Saved forecast: RCKY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RCKY.txt
[2025-12-24T20:30:33.647269] [INFO ] [sig       ] [2671/3551] Completed RCKY in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-24T20:30:33.647310] [INFO ] [sig       ] [2672/3551] Forecasting RCL...
[2025-12-24T20:30:33.647340] [INFO ] [sig       ] Generating forecast for: RCL
[2025-12-24T20:30:33.647371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-12-24T20:30:33.659059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2025-12-24T20:30:33.659439] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-12-24T20:30:33.660278] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-12-24T20:30:33.660334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:33.660368] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:33.660395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:33.660453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:33.715936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:33.716757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:33.716839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:33.716872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:33.838825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:33.838975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:33.839015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:33.839044] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:33.842450] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: DOWN (p=31.91%)
[2025-12-24T20:30:33.842740] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-12-24T20:30:33.842862] [INFO ] [sig       ] RCL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:33.984061] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RCL.txt
[2025-12-24T20:30:33.984192] [INFO ] [sig       ] [2672/3551] Completed RCL in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-24T20:30:33.984231] [INFO ] [sig       ] [2673/3551] Forecasting RCS...
[2025-12-24T20:30:33.984261] [INFO ] [sig       ] Generating forecast for: RCS
[2025-12-24T20:30:33.984290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-12-24T20:30:33.995929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2025-12-24T20:30:33.996234] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-12-24T20:30:33.997210] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-12-24T20:30:33.997264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:33.997294] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:33.997319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:33.997375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:34.052795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:34.053493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:34.053590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:34.053625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:34.170357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:34.170479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:34.170517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:34.170546] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:34.174402] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: DOWN (p=13.20%)
[2025-12-24T20:30:34.174691] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-12-24T20:30:34.174816] [INFO ] [sig       ] RCS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:34.320427] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RCS.txt
[2025-12-24T20:30:34.320559] [INFO ] [sig       ] [2673/3551] Completed RCS in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-24T20:30:34.320622] [INFO ] [sig       ] [2674/3551] Forecasting RCUS...
[2025-12-24T20:30:34.320654] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-12-24T20:30:34.320691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-12-24T20:30:34.333154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2025-12-24T20:30:34.333472] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-12-24T20:30:34.334260] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-12-24T20:30:34.334311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:34.334342] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:34.334369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:34.334426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:34.391559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:34.392313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:34.392414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:34.392448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:34.511473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:34.511656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:34.511698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:34.511725] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:34.515019] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: UP (p=95.16%)
[2025-12-24T20:30:34.515285] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-12-24T20:30:34.515405] [INFO ] [sig       ] RCUS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:34.652462] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RCUS.txt
[2025-12-24T20:30:34.652610] [INFO ] [sig       ] [2674/3551] Completed RCUS in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-24T20:30:34.652650] [INFO ] [sig       ] [2675/3551] Forecasting RDCM...
[2025-12-24T20:30:34.652680] [INFO ] [sig       ] Generating forecast for: RDCM
[2025-12-24T20:30:34.652709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2025-12-24T20:30:34.664289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2025-12-24T20:30:34.664638] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2025-12-24T20:30:34.665399] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2025-12-24T20:30:34.665452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:34.665484] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:34.665512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:34.665587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:34.720679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:34.721334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:34.721414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:34.721446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:34.843067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:34.843252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:34.843304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:34.843341] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:34.847890] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: DOWN (p=4.97%)
[2025-12-24T20:30:34.848249] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2025-12-24T20:30:34.848412] [INFO ] [sig       ] RDCM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:34.993918] [INFO ] [LOCAL     ] Saved forecast: RDCM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RDCM.txt
[2025-12-24T20:30:34.994088] [INFO ] [sig       ] [2675/3551] Completed RDCM in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-24T20:30:34.994137] [INFO ] [sig       ] [2676/3551] Forecasting RDHL...
[2025-12-24T20:30:34.994169] [INFO ] [sig       ] Generating forecast for: RDHL
[2025-12-24T20:30:34.994198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'.
[2025-12-24T20:30:35.005363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDHL'.
[2025-12-24T20:30:35.005741] [INFO ] [FORECASTER] Starting predict_future for RDHL
[2025-12-24T20:30:35.006545] [DEBUG] [LOCAL     ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt
[2025-12-24T20:30:35.006622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:35.006663] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:35.006692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:35.006749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:35.063917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:35.064837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:35.064937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:35.064980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:35.183127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:35.183284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:35.183326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:35.183355] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:35.186871] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: DOWN (p=10.88%)
[2025-12-24T20:30:35.187145] [INFO ] [FORECASTER] Completed predict_future for RDHL
[2025-12-24T20:30:35.187272] [INFO ] [sig       ] RDHL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:35.331203] [INFO ] [LOCAL     ] Saved forecast: RDHL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RDHL.txt
[2025-12-24T20:30:35.331371] [INFO ] [sig       ] [2676/3551] Completed RDHL in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-24T20:30:35.331415] [INFO ] [sig       ] [2677/3551] Forecasting RDVY...
[2025-12-24T20:30:35.331448] [INFO ] [sig       ] Generating forecast for: RDVY
[2025-12-24T20:30:35.331480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2025-12-24T20:30:35.342983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2025-12-24T20:30:35.343317] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2025-12-24T20:30:35.344359] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2025-12-24T20:30:35.344422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:35.344656] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:35.344685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:35.344743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:35.405497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:35.406357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:35.406444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:35.406477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:35.538068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:35.538221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:35.538261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:35.538289] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:35.541629] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: DOWN (p=42.31%)
[2025-12-24T20:30:35.541904] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2025-12-24T20:30:35.542025] [INFO ] [sig       ] RDVY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:35.700707] [INFO ] [LOCAL     ] Saved forecast: RDVY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RDVY.txt
[2025-12-24T20:30:35.700873] [INFO ] [sig       ] [2677/3551] Completed RDVY in 0.4s | 2.88 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-24T20:30:35.700919] [INFO ] [sig       ] [2678/3551] Forecasting RDY...
[2025-12-24T20:30:35.700951] [INFO ] [sig       ] Generating forecast for: RDY
[2025-12-24T20:30:35.700981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-12-24T20:30:35.713533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2025-12-24T20:30:35.713897] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-12-24T20:30:35.714688] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-12-24T20:30:35.714742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:35.714773] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:35.714800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:35.714858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:35.774176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:35.775020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:35.775136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:35.775172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:35.903804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:35.903962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:35.904002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:35.904030] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:35.907362] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=79.24%)
[2025-12-24T20:30:35.907663] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-12-24T20:30:35.907791] [INFO ] [sig       ] RDY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:36.054269] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RDY.txt
[2025-12-24T20:30:36.054422] [INFO ] [sig       ] [2678/3551] Completed RDY in 0.4s | 2.88 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-24T20:30:36.054461] [INFO ] [sig       ] [2679/3551] Forecasting REAL...
[2025-12-24T20:30:36.054491] [INFO ] [sig       ] Generating forecast for: REAL
[2025-12-24T20:30:36.054522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2025-12-24T20:30:36.067796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2025-12-24T20:30:36.068207] [INFO ] [FORECASTER] Starting predict_future for REAL
[2025-12-24T20:30:36.069266] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2025-12-24T20:30:36.069359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:36.069392] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:36.069418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:36.069476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:36.131822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:36.132874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:36.132996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:36.133044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:36.262910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:36.263079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:36.263119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:36.263147] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:36.266815] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: DOWN (p=4.18%)
[2025-12-24T20:30:36.267122] [INFO ] [FORECASTER] Completed predict_future for REAL
[2025-12-24T20:30:36.267259] [INFO ] [sig       ] REAL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:36.411998] [INFO ] [LOCAL     ] Saved forecast: REAL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/REAL.txt
[2025-12-24T20:30:36.412149] [INFO ] [sig       ] [2679/3551] Completed REAL in 0.4s | 2.88 sym/s | Total: 15.5m | ETA: 5.1m
[2025-12-24T20:30:36.412190] [INFO ] [sig       ] [2680/3551] Forecasting REAX...
[2025-12-24T20:30:36.412220] [INFO ] [sig       ] Generating forecast for: REAX
[2025-12-24T20:30:36.412252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2025-12-24T20:30:36.423547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2025-12-24T20:30:36.423878] [INFO ] [FORECASTER] Starting predict_future for REAX
[2025-12-24T20:30:36.424737] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2025-12-24T20:30:36.424800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:36.424839] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:36.424872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:36.424944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:36.482172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:36.483299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:36.483422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:36.483462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:36.615481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:36.615681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:36.615745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:36.615776] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:36.619519] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: DOWN (p=22.77%)
[2025-12-24T20:30:36.619878] [INFO ] [FORECASTER] Completed predict_future for REAX
[2025-12-24T20:30:36.620031] [INFO ] [sig       ] REAX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:36.760467] [INFO ] [LOCAL     ] Saved forecast: REAX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/REAX.txt
[2025-12-24T20:30:36.760636] [INFO ] [sig       ] [2680/3551] Completed REAX in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-24T20:30:36.760678] [INFO ] [sig       ] [2681/3551] Forecasting REBN...
[2025-12-24T20:30:36.760707] [INFO ] [sig       ] Generating forecast for: REBN
[2025-12-24T20:30:36.760738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2025-12-24T20:30:36.773229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2025-12-24T20:30:36.773611] [INFO ] [FORECASTER] Starting predict_future for REBN
[2025-12-24T20:30:36.774373] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2025-12-24T20:30:36.774425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:36.774458] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:36.774484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:36.774554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:36.830015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:36.830881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:36.830964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:36.830997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:36.951371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:36.951527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:36.951781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:36.951814] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:36.955319] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: DOWN (p=1.18%)
[2025-12-24T20:30:36.955758] [INFO ] [FORECASTER] Completed predict_future for REBN
[2025-12-24T20:30:36.955884] [INFO ] [sig       ] REBN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:37.105307] [INFO ] [LOCAL     ] Saved forecast: REBN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/REBN.txt
[2025-12-24T20:30:37.105471] [INFO ] [sig       ] [2681/3551] Completed REBN in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-24T20:30:37.105717] [INFO ] [sig       ] [2682/3551] Forecasting REFI...
[2025-12-24T20:30:37.105749] [INFO ] [sig       ] Generating forecast for: REFI
[2025-12-24T20:30:37.105779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2025-12-24T20:30:37.117346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2025-12-24T20:30:37.117682] [INFO ] [FORECASTER] Starting predict_future for REFI
[2025-12-24T20:30:37.118429] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2025-12-24T20:30:37.118480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:37.118512] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:37.118539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:37.118613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:37.174046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:37.174760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:37.174841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:37.174873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:37.300353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:37.300518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:37.300565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:37.300611] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:37.304027] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: DOWN (p=45.83%)
[2025-12-24T20:30:37.304294] [INFO ] [FORECASTER] Completed predict_future for REFI
[2025-12-24T20:30:37.304414] [INFO ] [sig       ] REFI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:37.446396] [INFO ] [LOCAL     ] Saved forecast: REFI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/REFI.txt
[2025-12-24T20:30:37.446532] [INFO ] [sig       ] [2682/3551] Completed REFI in 0.3s | 2.88 sym/s | Total: 15.5m | ETA: 5.0m
[2025-12-24T20:30:37.446587] [INFO ] [sig       ] [2683/3551] Forecasting REG...
[2025-12-24T20:30:37.446619] [INFO ] [sig       ] Generating forecast for: REG
[2025-12-24T20:30:37.446649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2025-12-24T20:30:37.457803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2025-12-24T20:30:37.458107] [INFO ] [FORECASTER] Starting predict_future for REG
[2025-12-24T20:30:37.458870] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2025-12-24T20:30:37.458932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:37.458965] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:37.458992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:37.459048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:37.515924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:37.516682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:37.516764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:37.516796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:37.635093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:37.635248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:37.635287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:37.635315] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:37.638636] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: DOWN (p=16.15%)
[2025-12-24T20:30:37.638905] [INFO ] [FORECASTER] Completed predict_future for REG
[2025-12-24T20:30:37.639021] [INFO ] [sig       ] REG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:37.788223] [INFO ] [LOCAL     ] Saved forecast: REG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/REG.txt
[2025-12-24T20:30:37.788369] [INFO ] [sig       ] [2683/3551] Completed REG in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-24T20:30:37.788407] [INFO ] [sig       ] [2684/3551] Forecasting REGN...
[2025-12-24T20:30:37.788435] [INFO ] [sig       ] Generating forecast for: REGN
[2025-12-24T20:30:37.788465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2025-12-24T20:30:37.799967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2025-12-24T20:30:37.800287] [INFO ] [FORECASTER] Starting predict_future for REGN
[2025-12-24T20:30:37.801060] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2025-12-24T20:30:37.801112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:37.801144] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:37.801170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:37.801225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:37.856474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:37.857287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:37.857370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:37.857402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:37.977606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:37.977774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:37.977820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:37.977852] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:37.981333] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: DOWN (p=27.84%)
[2025-12-24T20:30:37.981623] [INFO ] [FORECASTER] Completed predict_future for REGN
[2025-12-24T20:30:37.981756] [INFO ] [sig       ] REGN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:38.120395] [INFO ] [LOCAL     ] Saved forecast: REGN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/REGN.txt
[2025-12-24T20:30:38.120537] [INFO ] [sig       ] [2684/3551] Completed REGN in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-24T20:30:38.120595] [INFO ] [sig       ] [2685/3551] Forecasting RELL...
[2025-12-24T20:30:38.120627] [INFO ] [sig       ] Generating forecast for: RELL
[2025-12-24T20:30:38.120657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2025-12-24T20:30:38.133704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2025-12-24T20:30:38.134256] [INFO ] [FORECASTER] Starting predict_future for RELL
[2025-12-24T20:30:38.135023] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2025-12-24T20:30:38.135074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:38.135139] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:38.135168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:38.135225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:38.190247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:38.191134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:38.191219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:38.191252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:38.309832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:38.309989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:38.310028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:38.310057] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:38.313490] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: UP (p=60.46%)
[2025-12-24T20:30:38.313777] [INFO ] [FORECASTER] Completed predict_future for RELL
[2025-12-24T20:30:38.313902] [INFO ] [sig       ] RELL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:38.454199] [INFO ] [LOCAL     ] Saved forecast: RELL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RELL.txt
[2025-12-24T20:30:38.454338] [INFO ] [sig       ] [2685/3551] Completed RELL in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-24T20:30:38.454379] [INFO ] [sig       ] [2686/3551] Forecasting RELX...
[2025-12-24T20:30:38.454409] [INFO ] [sig       ] Generating forecast for: RELX
[2025-12-24T20:30:38.454439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-12-24T20:30:38.465944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2025-12-24T20:30:38.466281] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-12-24T20:30:38.467060] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-12-24T20:30:38.467112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:38.467143] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:38.467170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:38.467225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:38.522135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:38.522918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:38.523001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:38.523034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:38.649234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:38.649429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:38.649472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:38.649501] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:38.653614] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=26.25%)
[2025-12-24T20:30:38.653899] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-12-24T20:30:38.654026] [INFO ] [sig       ] RELX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:38.799553] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RELX.txt
[2025-12-24T20:30:38.799810] [INFO ] [sig       ] [2686/3551] Completed RELX in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-24T20:30:38.799858] [INFO ] [sig       ] [2687/3551] Forecasting RELY...
[2025-12-24T20:30:38.799891] [INFO ] [sig       ] Generating forecast for: RELY
[2025-12-24T20:30:38.799921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2025-12-24T20:30:38.812494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2025-12-24T20:30:38.812918] [INFO ] [FORECASTER] Starting predict_future for RELY
[2025-12-24T20:30:38.813737] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2025-12-24T20:30:38.813792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:38.813828] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:38.813857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:38.813916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:38.873632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:38.874502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:38.874608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:38.874646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:38.999803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:38.999962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:39.000001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:39.000030] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:39.003471] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: DOWN (p=4.44%)
[2025-12-24T20:30:39.003813] [INFO ] [FORECASTER] Completed predict_future for RELY
[2025-12-24T20:30:39.003950] [INFO ] [sig       ] RELY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:39.148901] [INFO ] [LOCAL     ] Saved forecast: RELY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RELY.txt
[2025-12-24T20:30:39.149056] [INFO ] [sig       ] [2687/3551] Completed RELY in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-24T20:30:39.149095] [INFO ] [sig       ] [2688/3551] Forecasting REPL...
[2025-12-24T20:30:39.149126] [INFO ] [sig       ] Generating forecast for: REPL
[2025-12-24T20:30:39.149157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2025-12-24T20:30:39.161458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2025-12-24T20:30:39.162072] [INFO ] [FORECASTER] Starting predict_future for REPL
[2025-12-24T20:30:39.162877] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2025-12-24T20:30:39.162930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:39.162962] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:39.162988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:39.163045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:39.219990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:39.220957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:39.221050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:39.221085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:39.346141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:39.346300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:39.346341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:39.346407] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:39.349850] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-24T20:30:39.350172] [INFO ] [FORECASTER] Completed predict_future for REPL
[2025-12-24T20:30:39.350303] [INFO ] [sig       ] REPL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:39.491486] [INFO ] [LOCAL     ] Saved forecast: REPL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/REPL.txt
[2025-12-24T20:30:39.491668] [INFO ] [sig       ] [2688/3551] Completed REPL in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-24T20:30:39.491712] [INFO ] [sig       ] [2689/3551] Forecasting RERE...
[2025-12-24T20:30:39.491741] [INFO ] [sig       ] Generating forecast for: RERE
[2025-12-24T20:30:39.491771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-12-24T20:30:39.503503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2025-12-24T20:30:39.503894] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-12-24T20:30:39.504666] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-12-24T20:30:39.504718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:39.504750] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:39.504776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:39.504831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:39.562877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:39.563777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:39.563868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:39.563902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:39.681761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:39.681918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:39.681958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:39.681987] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:39.685321] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: UP (p=93.89%)
[2025-12-24T20:30:39.685619] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-12-24T20:30:39.685751] [INFO ] [sig       ] RERE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:39.825928] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RERE.txt
[2025-12-24T20:30:39.826067] [INFO ] [sig       ] [2689/3551] Completed RERE in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-24T20:30:39.826106] [INFO ] [sig       ] [2690/3551] Forecasting RES...
[2025-12-24T20:30:39.826136] [INFO ] [sig       ] Generating forecast for: RES
[2025-12-24T20:30:39.826166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-12-24T20:30:39.837509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2025-12-24T20:30:39.837839] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-12-24T20:30:39.838600] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-12-24T20:30:39.838652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:39.838683] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:39.838710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:39.838767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:39.897454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:39.898251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:39.898334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:39.898367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:40.016463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:40.016646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:40.016687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:40.016717] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:40.020092] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=75.37%)
[2025-12-24T20:30:40.020360] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-12-24T20:30:40.020485] [INFO ] [sig       ] RES: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:40.159758] [INFO ] [LOCAL     ] Saved forecast: RES	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RES.txt
[2025-12-24T20:30:40.159881] [INFO ] [sig       ] [2690/3551] Completed RES in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-24T20:30:40.159920] [INFO ] [sig       ] [2691/3551] Forecasting REVG...
[2025-12-24T20:30:40.159949] [INFO ] [sig       ] Generating forecast for: REVG
[2025-12-24T20:30:40.159979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-12-24T20:30:40.172455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REVG'.
[2025-12-24T20:30:40.172734] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-12-24T20:30:40.173475] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-12-24T20:30:40.173526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:40.173558] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:40.173607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:40.173665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:40.228910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:40.229664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:40.229750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:40.229782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:40.353292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:40.353431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:40.353469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:40.353497] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:40.357059] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2025-12-24T20:30:40.357326] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-12-24T20:30:40.357441] [INFO ] [sig       ] REVG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:40.496987] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/REVG.txt
[2025-12-24T20:30:40.497110] [INFO ] [sig       ] [2691/3551] Completed REVG in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-24T20:30:40.497149] [INFO ] [sig       ] [2692/3551] Forecasting REX...
[2025-12-24T20:30:40.497179] [INFO ] [sig       ] Generating forecast for: REX
[2025-12-24T20:30:40.497209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-12-24T20:30:40.512805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2025-12-24T20:30:40.513455] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-12-24T20:30:40.514524] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-12-24T20:30:40.514603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:40.514642] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:40.514671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:40.514732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:40.575228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:40.576277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:40.576390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:40.576423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:40.700549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:40.700748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:40.700789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:40.700817] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:40.704361] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: UP (p=80.56%)
[2025-12-24T20:30:40.704672] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-12-24T20:30:40.704796] [INFO ] [sig       ] REX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:40.843160] [INFO ] [LOCAL     ] Saved forecast: REX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/REX.txt
[2025-12-24T20:30:40.843274] [INFO ] [sig       ] [2692/3551] Completed REX in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-24T20:30:40.843313] [INFO ] [sig       ] [2693/3551] Forecasting REYN...
[2025-12-24T20:30:40.843342] [INFO ] [sig       ] Generating forecast for: REYN
[2025-12-24T20:30:40.843371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2025-12-24T20:30:40.855757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2025-12-24T20:30:40.856035] [INFO ] [FORECASTER] Starting predict_future for REYN
[2025-12-24T20:30:40.856814] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2025-12-24T20:30:40.856865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:40.856896] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:40.856922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:40.856977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:40.913060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:40.913668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:40.913747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:40.913779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:41.028947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:41.029067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:41.029103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:41.029131] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:41.032336] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: UP (p=58.44%)
[2025-12-24T20:30:41.032618] [INFO ] [FORECASTER] Completed predict_future for REYN
[2025-12-24T20:30:41.032736] [INFO ] [sig       ] REYN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:41.172465] [INFO ] [LOCAL     ] Saved forecast: REYN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/REYN.txt
[2025-12-24T20:30:41.172595] [INFO ] [sig       ] [2693/3551] Completed REYN in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-24T20:30:41.172635] [INFO ] [sig       ] [2694/3551] Forecasting REZI...
[2025-12-24T20:30:41.172664] [INFO ] [sig       ] Generating forecast for: REZI
[2025-12-24T20:30:41.172694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-12-24T20:30:41.184461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2025-12-24T20:30:41.184754] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-12-24T20:30:41.185499] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-12-24T20:30:41.185550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:41.185618] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:41.185648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:41.185704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:41.242657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:41.243558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:41.243665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:41.243697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:41.369874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:41.370137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:41.370179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:41.370206] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:41.373634] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: DOWN (p=18.15%)
[2025-12-24T20:30:41.373901] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-12-24T20:30:41.374021] [INFO ] [sig       ] REZI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:41.513275] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/REZI.txt
[2025-12-24T20:30:41.513403] [INFO ] [sig       ] [2694/3551] Completed REZI in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-24T20:30:41.513445] [INFO ] [sig       ] [2695/3551] Forecasting RF...
[2025-12-24T20:30:41.513477] [INFO ] [sig       ] Generating forecast for: RF
[2025-12-24T20:30:41.513506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-12-24T20:30:41.525603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2025-12-24T20:30:41.525862] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-12-24T20:30:41.526623] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-12-24T20:30:41.526675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:41.526706] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:41.526734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:41.526790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:41.581794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:41.582443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:41.582554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:41.582606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:41.702396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:41.702562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:41.702622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:41.702652] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:41.706000] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=31.57%)
[2025-12-24T20:30:41.706287] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-12-24T20:30:41.706422] [INFO ] [sig       ] RF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:41.844686] [INFO ] [LOCAL     ] Saved forecast: RF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RF.txt
[2025-12-24T20:30:41.844817] [INFO ] [sig       ] [2695/3551] Completed RF in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-24T20:30:41.844856] [INFO ] [sig       ] [2696/3551] Forecasting RFI...
[2025-12-24T20:30:41.844887] [INFO ] [sig       ] Generating forecast for: RFI
[2025-12-24T20:30:41.844917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-12-24T20:30:41.856905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2025-12-24T20:30:41.857232] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-12-24T20:30:41.858013] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-12-24T20:30:41.858064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:41.858096] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:41.858122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:41.858178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:41.913509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:41.914183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:41.914260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:41.914293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:42.026901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:42.027092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:42.027133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:42.027161] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:42.030558] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: DOWN (p=22.51%)
[2025-12-24T20:30:42.030843] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-12-24T20:30:42.030961] [INFO ] [sig       ] RFI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:42.169358] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RFI.txt
[2025-12-24T20:30:42.169479] [INFO ] [sig       ] [2696/3551] Completed RFI in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 5.0m
[2025-12-24T20:30:42.169519] [INFO ] [sig       ] [2697/3551] Forecasting RFL...
[2025-12-24T20:30:42.169548] [INFO ] [sig       ] Generating forecast for: RFL
[2025-12-24T20:30:42.169593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-12-24T20:30:42.181845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2025-12-24T20:30:42.182137] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-12-24T20:30:42.182902] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-12-24T20:30:42.182953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:42.182984] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:42.183011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:42.183067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:42.238132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:42.238999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:42.239084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:42.239116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:42.357907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:42.358063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:42.358102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:42.358130] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:42.361452] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: UP (p=64.10%)
[2025-12-24T20:30:42.361747] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-12-24T20:30:42.361865] [INFO ] [sig       ] RFL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:42.500919] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RFL.txt
[2025-12-24T20:30:42.501074] [INFO ] [sig       ] [2697/3551] Completed RFL in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-24T20:30:42.501121] [INFO ] [sig       ] [2698/3551] Forecasting RFM...
[2025-12-24T20:30:42.501152] [INFO ] [sig       ] Generating forecast for: RFM
[2025-12-24T20:30:42.501182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-12-24T20:30:42.513248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2025-12-24T20:30:42.513682] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-12-24T20:30:42.514502] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-12-24T20:30:42.514561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:42.514630] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:42.514664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:42.514722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:42.573470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:42.574842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:42.574943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:42.574976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:42.688005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:42.688176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:42.688223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:42.688253] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:42.691743] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-24T20:30:42.692015] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-12-24T20:30:42.692140] [INFO ] [sig       ] RFM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:42.839344] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RFM.txt
[2025-12-24T20:30:42.839535] [INFO ] [sig       ] [2698/3551] Completed RFM in 0.3s | 2.88 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-24T20:30:42.839600] [INFO ] [sig       ] [2699/3551] Forecasting RFMZ...
[2025-12-24T20:30:42.839633] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-12-24T20:30:42.839665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-12-24T20:30:42.853347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2025-12-24T20:30:42.853737] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-12-24T20:30:42.854553] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-12-24T20:30:42.854633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:42.854667] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:42.854695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:42.854753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:42.919955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:42.920796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:42.920881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:42.920914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:43.068983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:43.069140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:43.069183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:43.069212] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:43.073803] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-12-24T20:30:43.074151] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-12-24T20:30:43.074329] [INFO ] [sig       ] RFMZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:43.229296] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RFMZ.txt
[2025-12-24T20:30:43.229459] [INFO ] [sig       ] [2699/3551] Completed RFMZ in 0.4s | 2.88 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-24T20:30:43.229503] [INFO ] [sig       ] [2700/3551] Forecasting RGA...
[2025-12-24T20:30:43.229542] [INFO ] [sig       ] Generating forecast for: RGA
[2025-12-24T20:30:43.229600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-12-24T20:30:43.244246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2025-12-24T20:30:43.244880] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-12-24T20:30:43.245886] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-12-24T20:30:43.245939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:43.245972] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:43.245999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:43.246056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:43.311823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:43.312828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:43.312926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:43.312963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:43.438090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:43.438248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:43.438287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:43.438315] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:43.441760] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: DOWN (p=8.08%)
[2025-12-24T20:30:43.442036] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-12-24T20:30:43.442159] [INFO ] [sig       ] RGA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:43.583173] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RGA.txt
[2025-12-24T20:30:43.583325] [INFO ] [sig       ] [2700/3551] Completed RGA in 0.4s | 2.88 sym/s | Total: 15.6m | ETA: 4.9m
[2025-12-24T20:30:43.583365] [INFO ] [sig       ] [2701/3551] Forecasting RGCO...
[2025-12-24T20:30:43.583395] [INFO ] [sig       ] Generating forecast for: RGCO
[2025-12-24T20:30:43.583424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2025-12-24T20:30:43.594378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2025-12-24T20:30:43.594710] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2025-12-24T20:30:43.595467] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2025-12-24T20:30:43.595518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:43.595550] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:43.595597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:43.595656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:43.653653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:43.654933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:43.655019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:43.655054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:43.767016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:43.767174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:43.767218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:43.767264] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:43.771074] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: DOWN (p=35.66%)
[2025-12-24T20:30:43.771352] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2025-12-24T20:30:43.771480] [INFO ] [sig       ] RGCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:43.909956] [INFO ] [LOCAL     ] Saved forecast: RGCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RGCO.txt
[2025-12-24T20:30:43.910098] [INFO ] [sig       ] [2701/3551] Completed RGCO in 0.3s | 2.88 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-24T20:30:43.910138] [INFO ] [sig       ] [2702/3551] Forecasting RGEN...
[2025-12-24T20:30:43.910169] [INFO ] [sig       ] Generating forecast for: RGEN
[2025-12-24T20:30:43.910198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2025-12-24T20:30:43.928085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2025-12-24T20:30:43.928485] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2025-12-24T20:30:43.929265] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2025-12-24T20:30:43.929344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:43.929404] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:43.929431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:43.929489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:43.987090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:43.987964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:43.988047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:43.988080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:44.107016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:44.107171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:44.107213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:44.107244] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:44.110865] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: DOWN (p=6.43%)
[2025-12-24T20:30:44.111141] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2025-12-24T20:30:44.111267] [INFO ] [sig       ] RGEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:44.253441] [INFO ] [LOCAL     ] Saved forecast: RGEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RGEN.txt
[2025-12-24T20:30:44.253588] [INFO ] [sig       ] [2702/3551] Completed RGEN in 0.3s | 2.88 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-24T20:30:44.253631] [INFO ] [sig       ] [2703/3551] Forecasting RGLD...
[2025-12-24T20:30:44.253661] [INFO ] [sig       ] Generating forecast for: RGLD
[2025-12-24T20:30:44.253691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2025-12-24T20:30:44.266079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2025-12-24T20:30:44.266399] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2025-12-24T20:30:44.267357] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2025-12-24T20:30:44.267408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:44.267440] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:44.267466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:44.267522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:44.328630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:44.329570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:44.329696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:44.329731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:44.449041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:44.449165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:44.449204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:44.449232] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:44.452861] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: DOWN (p=0.39%)
[2025-12-24T20:30:44.453162] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2025-12-24T20:30:44.453291] [INFO ] [sig       ] RGLD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:44.593925] [INFO ] [LOCAL     ] Saved forecast: RGLD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RGLD.txt
[2025-12-24T20:30:44.594073] [INFO ] [sig       ] [2703/3551] Completed RGLD in 0.3s | 2.88 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-24T20:30:44.594113] [INFO ] [sig       ] [2704/3551] Forecasting RGNX...
[2025-12-24T20:30:44.594142] [INFO ] [sig       ] Generating forecast for: RGNX
[2025-12-24T20:30:44.594172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2025-12-24T20:30:44.605969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2025-12-24T20:30:44.606297] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2025-12-24T20:30:44.607072] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2025-12-24T20:30:44.607123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:44.607156] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:44.607182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:44.607239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:44.667366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:44.668423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:44.668507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:44.668541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:44.790776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:44.790928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:44.790966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:44.790995] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:44.794852] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-12-24T20:30:44.795114] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2025-12-24T20:30:44.795231] [INFO ] [sig       ] RGNX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:44.936967] [INFO ] [LOCAL     ] Saved forecast: RGNX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RGNX.txt
[2025-12-24T20:30:44.937091] [INFO ] [sig       ] [2704/3551] Completed RGNX in 0.3s | 2.88 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-24T20:30:44.937129] [INFO ] [sig       ] [2705/3551] Forecasting RGP...
[2025-12-24T20:30:44.937159] [INFO ] [sig       ] Generating forecast for: RGP
[2025-12-24T20:30:44.937190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2025-12-24T20:30:44.948546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2025-12-24T20:30:44.948905] [INFO ] [FORECASTER] Starting predict_future for RGP
[2025-12-24T20:30:44.949803] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2025-12-24T20:30:44.949855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:44.949887] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:44.949927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:44.950008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:45.010551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:45.011458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:45.011543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:45.011594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:45.130668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:45.130819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:45.130863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:45.130943] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:45.134343] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: UP (p=97.66%)
[2025-12-24T20:30:45.134633] [INFO ] [FORECASTER] Completed predict_future for RGP
[2025-12-24T20:30:45.134757] [INFO ] [sig       ] RGP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:45.274235] [INFO ] [LOCAL     ] Saved forecast: RGP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RGP.txt
[2025-12-24T20:30:45.274370] [INFO ] [sig       ] [2705/3551] Completed RGP in 0.3s | 2.88 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-24T20:30:45.274410] [INFO ] [sig       ] [2706/3551] Forecasting RGS...
[2025-12-24T20:30:45.274440] [INFO ] [sig       ] Generating forecast for: RGS
[2025-12-24T20:30:45.274472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2025-12-24T20:30:45.286049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2025-12-24T20:30:45.286345] [INFO ] [FORECASTER] Starting predict_future for RGS
[2025-12-24T20:30:45.287313] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2025-12-24T20:30:45.287364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:45.287394] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:45.287420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:45.287475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:45.343927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:45.344630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:45.344709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:45.344742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:45.459778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:45.459940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:45.459980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:45.460008] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:45.463843] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: DOWN (p=8.80%)
[2025-12-24T20:30:45.464137] [INFO ] [FORECASTER] Completed predict_future for RGS
[2025-12-24T20:30:45.464270] [INFO ] [sig       ] RGS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:45.605080] [INFO ] [LOCAL     ] Saved forecast: RGS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RGS.txt
[2025-12-24T20:30:45.605212] [INFO ] [sig       ] [2706/3551] Completed RGS in 0.3s | 2.88 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-24T20:30:45.605251] [INFO ] [sig       ] [2707/3551] Forecasting RGTI...
[2025-12-24T20:30:45.605281] [INFO ] [sig       ] Generating forecast for: RGTI
[2025-12-24T20:30:45.605310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2025-12-24T20:30:45.617539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2025-12-24T20:30:45.617871] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2025-12-24T20:30:45.618645] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2025-12-24T20:30:45.618696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:45.618728] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:45.618754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:45.618811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:45.679654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:45.680544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:45.680649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:45.680682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:45.805459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:45.805626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:45.805665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:45.805695] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:45.809338] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2025-12-24T20:30:45.809618] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2025-12-24T20:30:45.809738] [INFO ] [sig       ] RGTI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:45.953627] [INFO ] [LOCAL     ] Saved forecast: RGTI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RGTI.txt
[2025-12-24T20:30:45.953827] [INFO ] [sig       ] [2707/3551] Completed RGTI in 0.3s | 2.88 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-24T20:30:45.953876] [INFO ] [sig       ] [2708/3551] Forecasting RH...
[2025-12-24T20:30:45.953914] [INFO ] [sig       ] Generating forecast for: RH
[2025-12-24T20:30:45.953967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-12-24T20:30:45.965634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2025-12-24T20:30:45.965934] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-12-24T20:30:45.966703] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-12-24T20:30:45.966754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:45.966786] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:45.966812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:45.966869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:46.023713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:46.024370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:46.024452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:46.024486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:46.144185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:46.144335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:46.144374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:46.144403] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:46.147735] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: DOWN (p=5.86%)
[2025-12-24T20:30:46.148023] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-12-24T20:30:46.148150] [INFO ] [sig       ] RH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:46.287733] [INFO ] [LOCAL     ] Saved forecast: RH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RH.txt
[2025-12-24T20:30:46.287865] [INFO ] [sig       ] [2708/3551] Completed RH in 0.3s | 2.88 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-24T20:30:46.287905] [INFO ] [sig       ] [2709/3551] Forecasting RHI...
[2025-12-24T20:30:46.287934] [INFO ] [sig       ] Generating forecast for: RHI
[2025-12-24T20:30:46.287971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-12-24T20:30:46.299310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2025-12-24T20:30:46.299621] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-12-24T20:30:46.300390] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-12-24T20:30:46.300442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:46.300473] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:46.300501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:46.300557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:46.361123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:46.362134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:46.362238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:46.362271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:46.484426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:46.484596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:46.484637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:46.484664] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:46.487960] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: UP (p=87.95%)
[2025-12-24T20:30:46.488227] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-12-24T20:30:46.488349] [INFO ] [sig       ] RHI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:46.630946] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RHI.txt
[2025-12-24T20:30:46.631102] [INFO ] [sig       ] [2709/3551] Completed RHI in 0.3s | 2.88 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-24T20:30:46.631143] [INFO ] [sig       ] [2710/3551] Forecasting RHP...
[2025-12-24T20:30:46.631172] [INFO ] [sig       ] Generating forecast for: RHP
[2025-12-24T20:30:46.631202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-12-24T20:30:46.643354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2025-12-24T20:30:46.643760] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-12-24T20:30:46.644553] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-12-24T20:30:46.644624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:46.644656] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:46.644684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:46.644742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:46.705245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:46.706120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:46.706208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:46.706242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:46.832739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:46.832897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:46.832950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:46.832998] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:46.837013] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: DOWN (p=34.14%)
[2025-12-24T20:30:46.837339] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-12-24T20:30:46.837480] [INFO ] [sig       ] RHP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:46.988355] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RHP.txt
[2025-12-24T20:30:46.988521] [INFO ] [sig       ] [2710/3551] Completed RHP in 0.4s | 2.88 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-24T20:30:46.988562] [INFO ] [sig       ] [2711/3551] Forecasting RIG...
[2025-12-24T20:30:46.988610] [INFO ] [sig       ] Generating forecast for: RIG
[2025-12-24T20:30:46.988835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-12-24T20:30:47.001364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2025-12-24T20:30:47.001773] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-12-24T20:30:47.002540] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-12-24T20:30:47.002610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:47.002643] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:47.002670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:47.002727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:47.061278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:47.062168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:47.062256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:47.062289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:47.197056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:47.197213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:47.197252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:47.197283] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:47.200872] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: DOWN (p=9.09%)
[2025-12-24T20:30:47.201218] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-12-24T20:30:47.201362] [INFO ] [sig       ] RIG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:47.352856] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RIG.txt
[2025-12-24T20:30:47.353019] [INFO ] [sig       ] [2711/3551] Completed RIG in 0.4s | 2.88 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-24T20:30:47.353060] [INFO ] [sig       ] [2712/3551] Forecasting RIGL...
[2025-12-24T20:30:47.353089] [INFO ] [sig       ] Generating forecast for: RIGL
[2025-12-24T20:30:47.353119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2025-12-24T20:30:47.364373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2025-12-24T20:30:47.364758] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2025-12-24T20:30:47.365569] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2025-12-24T20:30:47.365642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:47.365677] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:47.365707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:47.365765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:47.422866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:47.423726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:47.423849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:47.423907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:47.550929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:47.551066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:47.551105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:47.551134] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:47.554758] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: UP (p=88.79%)
[2025-12-24T20:30:47.555062] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2025-12-24T20:30:47.555191] [INFO ] [sig       ] RIGL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:47.715970] [INFO ] [LOCAL     ] Saved forecast: RIGL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RIGL.txt
[2025-12-24T20:30:47.716127] [INFO ] [sig       ] [2712/3551] Completed RIGL in 0.4s | 2.88 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-24T20:30:47.716171] [INFO ] [sig       ] [2713/3551] Forecasting RILY...
[2025-12-24T20:30:47.716203] [INFO ] [sig       ] Generating forecast for: RILY
[2025-12-24T20:30:47.716235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2025-12-24T20:30:47.728318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2025-12-24T20:30:47.728740] [INFO ] [FORECASTER] Starting predict_future for RILY
[2025-12-24T20:30:47.729649] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2025-12-24T20:30:47.729706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:47.729740] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:47.729768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:47.729827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:47.787561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:47.788701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:47.788794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:47.788828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:47.911117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:47.911276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:47.911316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:47.911344] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:47.914690] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: DOWN (p=34.06%)
[2025-12-24T20:30:47.914964] [INFO ] [FORECASTER] Completed predict_future for RILY
[2025-12-24T20:30:47.915085] [INFO ] [sig       ] RILY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:48.061008] [INFO ] [LOCAL     ] Saved forecast: RILY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RILY.txt
[2025-12-24T20:30:48.061162] [INFO ] [sig       ] [2713/3551] Completed RILY in 0.3s | 2.88 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-24T20:30:48.061202] [INFO ] [sig       ] [2714/3551] Forecasting RILYN...
[2025-12-24T20:30:48.061232] [INFO ] [sig       ] Generating forecast for: RILYN
[2025-12-24T20:30:48.061261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2025-12-24T20:30:48.073562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2025-12-24T20:30:48.074149] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2025-12-24T20:30:48.074995] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2025-12-24T20:30:48.075050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:48.075082] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:48.075110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:48.075168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:48.133650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:48.134316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:48.134398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:48.134430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:48.248546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:48.248710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:48.248750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:48.248779] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:48.253483] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-12-24T20:30:48.253778] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2025-12-24T20:30:48.253903] [INFO ] [sig       ] RILYN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:48.398916] [INFO ] [LOCAL     ] Saved forecast: RILYN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RILYN.txt
[2025-12-24T20:30:48.399052] [INFO ] [sig       ] [2714/3551] Completed RILYN in 0.3s | 2.88 sym/s | Total: 15.7m | ETA: 4.9m
[2025-12-24T20:30:48.399094] [INFO ] [sig       ] [2715/3551] Forecasting RILYZ...
[2025-12-24T20:30:48.399124] [INFO ] [sig       ] Generating forecast for: RILYZ
[2025-12-24T20:30:48.399156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2025-12-24T20:30:48.411463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2025-12-24T20:30:48.411812] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2025-12-24T20:30:48.412569] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2025-12-24T20:30:48.412644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:48.412677] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:48.412704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:48.412760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:48.468125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:48.468773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:48.468852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:48.468884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:48.591362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:48.591501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:48.591541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:48.591591] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:48.594991] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: DOWN (p=30.88%)
[2025-12-24T20:30:48.595282] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2025-12-24T20:30:48.595405] [INFO ] [sig       ] RILYZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:48.735934] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RILYZ.txt
[2025-12-24T20:30:48.736067] [INFO ] [sig       ] [2715/3551] Completed RILYZ in 0.3s | 2.88 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-24T20:30:48.736106] [INFO ] [sig       ] [2716/3551] Forecasting RIME...
[2025-12-24T20:30:48.736137] [INFO ] [sig       ] Generating forecast for: RIME
[2025-12-24T20:30:48.736167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'.
[2025-12-24T20:30:48.747640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIME'.
[2025-12-24T20:30:48.748172] [INFO ] [FORECASTER] Starting predict_future for RIME
[2025-12-24T20:30:48.748940] [DEBUG] [LOCAL     ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt
[2025-12-24T20:30:48.748991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:48.749022] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:48.749049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:48.749116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:48.807147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:48.807791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:48.807870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:48.807901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:48.926845] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:48.926993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:48.927033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:48.927061] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:48.930418] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: DOWN (p=18.76%)
[2025-12-24T20:30:48.930714] [INFO ] [FORECASTER] Completed predict_future for RIME
[2025-12-24T20:30:48.930836] [INFO ] [sig       ] RIME: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:49.070298] [INFO ] [LOCAL     ] Saved forecast: RIME	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RIME.txt
[2025-12-24T20:30:49.070458] [INFO ] [sig       ] [2716/3551] Completed RIME in 0.3s | 2.88 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-24T20:30:49.070499] [INFO ] [sig       ] [2717/3551] Forecasting RING...
[2025-12-24T20:30:49.070529] [INFO ] [sig       ] Generating forecast for: RING
[2025-12-24T20:30:49.070559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2025-12-24T20:30:49.081655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2025-12-24T20:30:49.081986] [INFO ] [FORECASTER] Starting predict_future for RING
[2025-12-24T20:30:49.082755] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2025-12-24T20:30:49.082805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:49.082837] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:49.082864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:49.082920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:49.144286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:49.145125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:49.145222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:49.145258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:49.273339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:49.273492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:49.273532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:49.273561] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:49.276881] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: DOWN (p=20.51%)
[2025-12-24T20:30:49.277160] [INFO ] [FORECASTER] Completed predict_future for RING
[2025-12-24T20:30:49.277281] [INFO ] [sig       ] RING: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:49.417490] [INFO ] [LOCAL     ] Saved forecast: RING	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RING.txt
[2025-12-24T20:30:49.417645] [INFO ] [sig       ] [2717/3551] Completed RING in 0.3s | 2.88 sym/s | Total: 15.7m | ETA: 4.8m
[2025-12-24T20:30:49.417687] [INFO ] [sig       ] [2718/3551] Forecasting RIO...
[2025-12-24T20:30:49.417716] [INFO ] [sig       ] Generating forecast for: RIO
[2025-12-24T20:30:49.417746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-12-24T20:30:49.428642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2025-12-24T20:30:49.428943] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-12-24T20:30:49.429732] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-12-24T20:30:49.429795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:49.429827] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:49.429854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:49.429914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:49.486973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:49.487832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:49.487921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:49.487953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:49.615320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:49.615476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:49.615517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:49.615548] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:49.618967] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=71.47%)
[2025-12-24T20:30:49.619266] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-12-24T20:30:49.619421] [INFO ] [sig       ] RIO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:49.763716] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RIO.txt
[2025-12-24T20:30:49.763864] [INFO ] [sig       ] [2718/3551] Completed RIO in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-24T20:30:49.763909] [INFO ] [sig       ] [2719/3551] Forecasting RITM...
[2025-12-24T20:30:49.763939] [INFO ] [sig       ] Generating forecast for: RITM
[2025-12-24T20:30:49.763969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-12-24T20:30:49.775558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2025-12-24T20:30:49.775903] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-12-24T20:30:49.776693] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-12-24T20:30:49.776780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:49.776818] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:49.776846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:49.776904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:49.835090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:49.835863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:49.835946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:49.835979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:49.961740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:49.962081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:49.962121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:49.962151] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:49.965949] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: UP (p=61.34%)
[2025-12-24T20:30:49.966220] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-12-24T20:30:49.966353] [INFO ] [sig       ] RITM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:50.112451] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RITM.txt
[2025-12-24T20:30:50.112653] [INFO ] [sig       ] [2719/3551] Completed RITM in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-24T20:30:50.112697] [INFO ] [sig       ] [2720/3551] Forecasting RIVN...
[2025-12-24T20:30:50.112726] [INFO ] [sig       ] Generating forecast for: RIVN
[2025-12-24T20:30:50.112766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2025-12-24T20:30:50.124951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2025-12-24T20:30:50.125338] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2025-12-24T20:30:50.126165] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2025-12-24T20:30:50.126219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:50.126251] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:50.126280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:50.126354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:50.187839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:50.188710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:50.188795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:50.188830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:50.312503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:50.312669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:50.312712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:50.312744] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:50.316137] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: DOWN (p=16.67%)
[2025-12-24T20:30:50.316418] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2025-12-24T20:30:50.316540] [INFO ] [sig       ] RIVN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:50.457387] [INFO ] [LOCAL     ] Saved forecast: RIVN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RIVN.txt
[2025-12-24T20:30:50.457517] [INFO ] [sig       ] [2720/3551] Completed RIVN in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-24T20:30:50.457557] [INFO ] [sig       ] [2721/3551] Forecasting RKLB...
[2025-12-24T20:30:50.457604] [INFO ] [sig       ] Generating forecast for: RKLB
[2025-12-24T20:30:50.457640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2025-12-24T20:30:50.473211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2025-12-24T20:30:50.473551] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2025-12-24T20:30:50.474565] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2025-12-24T20:30:50.474674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:50.474725] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:50.474767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:50.474849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:50.544160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:50.545054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:50.545138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:50.545171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:50.672263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:50.672417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:50.672458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:50.672489] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:50.675831] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-12-24T20:30:50.676100] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2025-12-24T20:30:50.676222] [INFO ] [sig       ] RKLB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:50.816759] [INFO ] [LOCAL     ] Saved forecast: RKLB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RKLB.txt
[2025-12-24T20:30:50.816899] [INFO ] [sig       ] [2721/3551] Completed RKLB in 0.4s | 2.88 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-24T20:30:50.816941] [INFO ] [sig       ] [2722/3551] Forecasting RL...
[2025-12-24T20:30:50.816972] [INFO ] [sig       ] Generating forecast for: RL
[2025-12-24T20:30:50.817002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-12-24T20:30:50.828767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2025-12-24T20:30:50.829326] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-12-24T20:30:50.830310] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-12-24T20:30:50.830362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:50.830393] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:50.830419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:50.830475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:50.889928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:50.890782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:50.890866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:50.890898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:51.012369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:51.012520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:51.012610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:51.012640] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:51.016291] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: DOWN (p=5.97%)
[2025-12-24T20:30:51.016555] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-12-24T20:30:51.016698] [INFO ] [sig       ] RL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:51.160566] [INFO ] [LOCAL     ] Saved forecast: RL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RL.txt
[2025-12-24T20:30:51.160730] [INFO ] [sig       ] [2722/3551] Completed RL in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-24T20:30:51.160769] [INFO ] [sig       ] [2723/3551] Forecasting RLAY...
[2025-12-24T20:30:51.160799] [INFO ] [sig       ] Generating forecast for: RLAY
[2025-12-24T20:30:51.160830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2025-12-24T20:30:51.171887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2025-12-24T20:30:51.172217] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2025-12-24T20:30:51.172980] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2025-12-24T20:30:51.173031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:51.173062] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:51.173087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:51.173143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:51.228599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:51.229447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:51.229529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:51.229564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:51.364372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:51.364526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:51.364582] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:51.364614] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:51.368112] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: DOWN (p=48.60%)
[2025-12-24T20:30:51.368406] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2025-12-24T20:30:51.368528] [INFO ] [sig       ] RLAY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:51.513098] [INFO ] [LOCAL     ] Saved forecast: RLAY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RLAY.txt
[2025-12-24T20:30:51.513235] [INFO ] [sig       ] [2723/3551] Completed RLAY in 0.4s | 2.88 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-24T20:30:51.513275] [INFO ] [sig       ] [2724/3551] Forecasting RLI...
[2025-12-24T20:30:51.513305] [INFO ] [sig       ] Generating forecast for: RLI
[2025-12-24T20:30:51.513343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-12-24T20:30:51.525375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2025-12-24T20:30:51.525702] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-12-24T20:30:51.526443] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-12-24T20:30:51.526494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:51.526525] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:51.526552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:51.526638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:51.583337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:51.584158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:51.584240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:51.584272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:51.707108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:51.707258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:51.707300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:51.707330] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:51.711162] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: DOWN (p=1.13%)
[2025-12-24T20:30:51.711443] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-12-24T20:30:51.711570] [INFO ] [sig       ] RLI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:51.854694] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RLI.txt
[2025-12-24T20:30:51.854826] [INFO ] [sig       ] [2724/3551] Completed RLI in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-24T20:30:51.854865] [INFO ] [sig       ] [2725/3551] Forecasting RLJ...
[2025-12-24T20:30:51.854895] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-12-24T20:30:51.854925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-12-24T20:30:51.866081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2025-12-24T20:30:51.866367] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-12-24T20:30:51.867146] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-12-24T20:30:51.867198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:51.867229] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:51.867256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:51.867313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:51.924094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:51.924761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:51.924838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:51.924871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:52.044996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:52.045160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:52.045219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:52.045251] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:52.048604] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=2.97%)
[2025-12-24T20:30:52.048878] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-12-24T20:30:52.049003] [INFO ] [sig       ] RLJ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:52.194908] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RLJ.txt
[2025-12-24T20:30:52.195055] [INFO ] [sig       ] [2725/3551] Completed RLJ in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-24T20:30:52.195094] [INFO ] [sig       ] [2726/3551] Forecasting RLMD...
[2025-12-24T20:30:52.195124] [INFO ] [sig       ] Generating forecast for: RLMD
[2025-12-24T20:30:52.195181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2025-12-24T20:30:52.207988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2025-12-24T20:30:52.208355] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2025-12-24T20:30:52.209161] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2025-12-24T20:30:52.209216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:52.209250] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:52.209301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:52.209361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:52.268150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:52.269062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:52.269148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:52.269183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:52.392462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:52.392638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:52.392685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:52.392714] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:52.396051] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: DOWN (p=8.58%)
[2025-12-24T20:30:52.396345] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2025-12-24T20:30:52.396472] [INFO ] [sig       ] RLMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:52.536379] [INFO ] [LOCAL     ] Saved forecast: RLMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RLMD.txt
[2025-12-24T20:30:52.536538] [INFO ] [sig       ] [2726/3551] Completed RLMD in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-24T20:30:52.536597] [INFO ] [sig       ] [2727/3551] Forecasting RLTY...
[2025-12-24T20:30:52.536629] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-12-24T20:30:52.536659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-12-24T20:30:52.549102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2025-12-24T20:30:52.549460] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-12-24T20:30:52.550457] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-12-24T20:30:52.550509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:52.550540] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:52.550567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:52.550644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:52.608135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:52.609054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:52.609142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:52.609175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:52.728408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:52.728566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:52.728628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:52.728663] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:52.732449] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: UP (p=76.71%)
[2025-12-24T20:30:52.732784] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-12-24T20:30:52.732910] [INFO ] [sig       ] RLTY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:52.875032] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RLTY.txt
[2025-12-24T20:30:52.875197] [INFO ] [sig       ] [2727/3551] Completed RLTY in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-24T20:30:52.875237] [INFO ] [sig       ] [2728/3551] Forecasting RLX...
[2025-12-24T20:30:52.875269] [INFO ] [sig       ] Generating forecast for: RLX
[2025-12-24T20:30:52.875301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-12-24T20:30:52.886051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2025-12-24T20:30:52.886392] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-12-24T20:30:52.887183] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-12-24T20:30:52.887234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:52.887265] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:52.887291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:52.887347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:52.942860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:52.943800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:52.943893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:52.943926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:53.072929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:53.073082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:53.073123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:53.073151] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:53.076463] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: UP (p=60.38%)
[2025-12-24T20:30:53.076754] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-12-24T20:30:53.076878] [INFO ] [sig       ] RLX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:53.219511] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RLX.txt
[2025-12-24T20:30:53.219684] [INFO ] [sig       ] [2728/3551] Completed RLX in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-24T20:30:53.219727] [INFO ] [sig       ] [2729/3551] Forecasting RM...
[2025-12-24T20:30:53.219757] [INFO ] [sig       ] Generating forecast for: RM
[2025-12-24T20:30:53.219786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-12-24T20:30:53.230752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2025-12-24T20:30:53.231080] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-12-24T20:30:53.231851] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-12-24T20:30:53.231902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:53.231947] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:53.231975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:53.232031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:53.291067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:53.291986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:53.292073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:53.292107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:53.415593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:53.415757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:53.415796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:53.415837] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:53.419302] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=96.58%)
[2025-12-24T20:30:53.419595] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-12-24T20:30:53.419729] [INFO ] [sig       ] RM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:53.564588] [INFO ] [LOCAL     ] Saved forecast: RM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RM.txt
[2025-12-24T20:30:53.564744] [INFO ] [sig       ] [2729/3551] Completed RM in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-24T20:30:53.564787] [INFO ] [sig       ] [2730/3551] Forecasting RMAX...
[2025-12-24T20:30:53.564820] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-12-24T20:30:53.564853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-12-24T20:30:53.577357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2025-12-24T20:30:53.577729] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-12-24T20:30:53.578720] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-12-24T20:30:53.578782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:53.578820] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:53.578851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:53.578908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:53.639265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:53.640189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:53.640275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:53.640310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:53.756609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:53.756770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:53.756811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:53.756840] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:53.760300] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: UP (p=87.04%)
[2025-12-24T20:30:53.760631] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-12-24T20:30:53.760792] [INFO ] [sig       ] RMAX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:53.907127] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RMAX.txt
[2025-12-24T20:30:53.907281] [INFO ] [sig       ] [2730/3551] Completed RMAX in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-24T20:30:53.907322] [INFO ] [sig       ] [2731/3551] Forecasting RMBI...
[2025-12-24T20:30:53.907352] [INFO ] [sig       ] Generating forecast for: RMBI
[2025-12-24T20:30:53.907383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2025-12-24T20:30:53.918715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2025-12-24T20:30:53.919087] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2025-12-24T20:30:53.919915] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2025-12-24T20:30:53.919967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:53.919998] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:53.920025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:53.920081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:53.977147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:53.978022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:53.978105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:53.978138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:54.090246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:54.090402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:54.090443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:54.090471] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:54.093932] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: DOWN (p=48.80%)
[2025-12-24T20:30:54.094212] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2025-12-24T20:30:54.094338] [INFO ] [sig       ] RMBI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:54.236411] [INFO ] [LOCAL     ] Saved forecast: RMBI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RMBI.txt
[2025-12-24T20:30:54.236562] [INFO ] [sig       ] [2731/3551] Completed RMBI in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.8m
[2025-12-24T20:30:54.236619] [INFO ] [sig       ] [2732/3551] Forecasting RMBS...
[2025-12-24T20:30:54.236651] [INFO ] [sig       ] Generating forecast for: RMBS
[2025-12-24T20:30:54.236681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2025-12-24T20:30:54.247969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2025-12-24T20:30:54.248290] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2025-12-24T20:30:54.249062] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2025-12-24T20:30:54.249114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:54.249145] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:54.249171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:54.249227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:54.305721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:54.306771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:54.306873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:54.306909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:54.424593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:54.424743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:54.424785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:54.424815] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:54.428170] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: DOWN (p=22.17%)
[2025-12-24T20:30:54.428440] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2025-12-24T20:30:54.428652] [INFO ] [sig       ] RMBS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:54.568399] [INFO ] [LOCAL     ] Saved forecast: RMBS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RMBS.txt
[2025-12-24T20:30:54.568539] [INFO ] [sig       ] [2732/3551] Completed RMBS in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-24T20:30:54.568622] [INFO ] [sig       ] [2733/3551] Forecasting RMD...
[2025-12-24T20:30:54.568658] [INFO ] [sig       ] Generating forecast for: RMD
[2025-12-24T20:30:54.568687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-12-24T20:30:54.579905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2025-12-24T20:30:54.580183] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-12-24T20:30:54.580953] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-12-24T20:30:54.581005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:54.581035] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:54.581061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:54.581116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:54.637509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:54.638460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:54.638540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:54.638589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:54.761158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:54.761310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:54.761351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:54.761380] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:54.764701] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: UP (p=67.00%)
[2025-12-24T20:30:54.764969] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-12-24T20:30:54.765086] [INFO ] [sig       ] RMD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:54.902885] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RMD.txt
[2025-12-24T20:30:54.903033] [INFO ] [sig       ] [2733/3551] Completed RMD in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-24T20:30:54.903071] [INFO ] [sig       ] [2734/3551] Forecasting RMI...
[2025-12-24T20:30:54.903101] [INFO ] [sig       ] Generating forecast for: RMI
[2025-12-24T20:30:54.903132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-12-24T20:30:54.914377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2025-12-24T20:30:54.914803] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-12-24T20:30:54.915599] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-12-24T20:30:54.915651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:54.915682] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:54.915708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:54.915764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:54.970838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:54.971687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:54.971774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:54.971806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:55.081883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:55.082041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:55.082080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:55.082108] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:55.085424] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: DOWN (p=20.31%)
[2025-12-24T20:30:55.085714] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-12-24T20:30:55.085839] [INFO ] [sig       ] RMI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:55.223975] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RMI.txt
[2025-12-24T20:30:55.224117] [INFO ] [sig       ] [2734/3551] Completed RMI in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-24T20:30:55.224155] [INFO ] [sig       ] [2735/3551] Forecasting RMM...
[2025-12-24T20:30:55.224186] [INFO ] [sig       ] Generating forecast for: RMM
[2025-12-24T20:30:55.224217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-12-24T20:30:55.235991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2025-12-24T20:30:55.236300] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-12-24T20:30:55.237070] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-12-24T20:30:55.237121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:55.237153] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:55.237180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:55.237235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:55.291735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:55.292417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:55.292498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:55.292531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:55.416060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:55.416212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:55.416253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:55.416281] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:55.419608] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: UP (p=54.26%)
[2025-12-24T20:30:55.419870] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-12-24T20:30:55.419991] [INFO ] [sig       ] RMM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:55.558568] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RMM.txt
[2025-12-24T20:30:55.558719] [INFO ] [sig       ] [2735/3551] Completed RMM in 0.3s | 2.88 sym/s | Total: 15.8m | ETA: 4.7m
[2025-12-24T20:30:55.558759] [INFO ] [sig       ] [2736/3551] Forecasting RMMZ...
[2025-12-24T20:30:55.558788] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-12-24T20:30:55.558820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-12-24T20:30:55.570051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2025-12-24T20:30:55.570340] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-12-24T20:30:55.571130] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-12-24T20:30:55.571181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:55.571212] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:55.571239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:55.571295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:55.627904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:55.628751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:55.628835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:55.628868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:55.740724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:55.740878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:55.740918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:55.740966] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:55.744291] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=57.34%)
[2025-12-24T20:30:55.744559] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-12-24T20:30:55.744698] [INFO ] [sig       ] RMMZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:55.883860] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RMMZ.txt
[2025-12-24T20:30:55.883996] [INFO ] [sig       ] [2736/3551] Completed RMMZ in 0.3s | 2.88 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-24T20:30:55.884035] [INFO ] [sig       ] [2737/3551] Forecasting RMNI...
[2025-12-24T20:30:55.884064] [INFO ] [sig       ] Generating forecast for: RMNI
[2025-12-24T20:30:55.884094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2025-12-24T20:30:55.896195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2025-12-24T20:30:55.896531] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2025-12-24T20:30:55.897296] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2025-12-24T20:30:55.897347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:55.897378] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:55.897404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:55.897460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:55.952386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:55.952975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:55.953053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:55.953085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:56.071702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:56.071865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:56.071904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:56.071932] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:56.075211] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: UP (p=91.94%)
[2025-12-24T20:30:56.075472] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2025-12-24T20:30:56.075606] [INFO ] [sig       ] RMNI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:56.214468] [INFO ] [LOCAL     ] Saved forecast: RMNI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RMNI.txt
[2025-12-24T20:30:56.214594] [INFO ] [sig       ] [2737/3551] Completed RMNI in 0.3s | 2.88 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-24T20:30:56.214634] [INFO ] [sig       ] [2738/3551] Forecasting RNA...
[2025-12-24T20:30:56.214663] [INFO ] [sig       ] Generating forecast for: RNA
[2025-12-24T20:30:56.214692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2025-12-24T20:30:56.225681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2025-12-24T20:30:56.225958] [INFO ] [FORECASTER] Starting predict_future for RNA
[2025-12-24T20:30:56.226717] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2025-12-24T20:30:56.226767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:56.226798] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:56.226825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:56.226881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:56.282751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:56.283334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:56.283411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:56.283454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:56.396675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:56.396790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:56.396828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:56.396856] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:56.400359] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: DOWN (p=16.17%)
[2025-12-24T20:30:56.400831] [INFO ] [FORECASTER] Completed predict_future for RNA
[2025-12-24T20:30:56.400950] [INFO ] [sig       ] RNA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:56.540972] [INFO ] [LOCAL     ] Saved forecast: RNA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RNA.txt
[2025-12-24T20:30:56.541099] [INFO ] [sig       ] [2738/3551] Completed RNA in 0.3s | 2.88 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-24T20:30:56.541138] [INFO ] [sig       ] [2739/3551] Forecasting RNAC...
[2025-12-24T20:30:56.541167] [INFO ] [sig       ] Generating forecast for: RNAC
[2025-12-24T20:30:56.541195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2025-12-24T20:30:56.552833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2025-12-24T20:30:56.553329] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2025-12-24T20:30:56.554113] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2025-12-24T20:30:56.554165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:56.554196] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:56.554221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:56.554277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:56.610504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:56.611321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:56.611405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:56.611436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:56.729239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:56.729605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:56.729680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:56.729711] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:56.733397] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=61.50%)
[2025-12-24T20:30:56.733693] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2025-12-24T20:30:56.733840] [INFO ] [sig       ] RNAC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:56.876972] [INFO ] [LOCAL     ] Saved forecast: RNAC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RNAC.txt
[2025-12-24T20:30:56.877127] [INFO ] [sig       ] [2739/3551] Completed RNAC in 0.3s | 2.88 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-24T20:30:56.877169] [INFO ] [sig       ] [2740/3551] Forecasting RNAZ...
[2025-12-24T20:30:56.877199] [INFO ] [sig       ] Generating forecast for: RNAZ
[2025-12-24T20:30:56.877229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAZ' from 'https://tdm.silogroup.org/data/derivative_storage/RNAZ.csv'.
[2025-12-24T20:30:56.889528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAZ'.
[2025-12-24T20:30:56.889856] [INFO ] [FORECASTER] Starting predict_future for RNAZ
[2025-12-24T20:30:56.890618] [DEBUG] [LOCAL     ] No optimal features file found for RNAZ: ./output/feature-sets/RNAZ.txt
[2025-12-24T20:30:56.890670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:56.890702] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:56.890740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:56.890796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:56.947037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:56.947886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:56.947969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:56.948001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:57.068501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:57.068670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:57.068712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:57.068741] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:57.072130] [DEBUG] [FORECASTER] RNAZ: Forecast T+1@11:T+2@11: UP (p=87.79%)
[2025-12-24T20:30:57.072398] [INFO ] [FORECASTER] Completed predict_future for RNAZ
[2025-12-24T20:30:57.072517] [INFO ] [sig       ] RNAZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:57.215064] [INFO ] [LOCAL     ] Saved forecast: RNAZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RNAZ.txt
[2025-12-24T20:30:57.215193] [INFO ] [sig       ] [2740/3551] Completed RNAZ in 0.3s | 2.88 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-24T20:30:57.215231] [INFO ] [sig       ] [2741/3551] Forecasting RNG...
[2025-12-24T20:30:57.215261] [INFO ] [sig       ] Generating forecast for: RNG
[2025-12-24T20:30:57.215292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-12-24T20:30:57.227501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2025-12-24T20:30:57.227945] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-12-24T20:30:57.228746] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-12-24T20:30:57.228798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:57.228831] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:57.228857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:57.228913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:57.288997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:57.289916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:57.289999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:57.290032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:57.413342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:57.413512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:57.413552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:57.413602] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:57.417279] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: UP (p=95.28%)
[2025-12-24T20:30:57.417636] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-12-24T20:30:57.417780] [INFO ] [sig       ] RNG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:57.563210] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RNG.txt
[2025-12-24T20:30:57.563361] [INFO ] [sig       ] [2741/3551] Completed RNG in 0.3s | 2.88 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-24T20:30:57.563402] [INFO ] [sig       ] [2742/3551] Forecasting RNP...
[2025-12-24T20:30:57.563432] [INFO ] [sig       ] Generating forecast for: RNP
[2025-12-24T20:30:57.563461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-12-24T20:30:57.575397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2025-12-24T20:30:57.575722] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-12-24T20:30:57.576490] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-12-24T20:30:57.576544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:57.576595] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:57.576628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:57.576695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:57.635516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:57.636590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:57.636682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:57.636716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:57.755868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:57.756217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:57.756260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:57.756287] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:57.759827] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: DOWN (p=16.12%)
[2025-12-24T20:30:57.760102] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-12-24T20:30:57.760226] [INFO ] [sig       ] RNP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:57.910122] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RNP.txt
[2025-12-24T20:30:57.910283] [INFO ] [sig       ] [2742/3551] Completed RNP in 0.3s | 2.88 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-24T20:30:57.910358] [INFO ] [sig       ] [2743/3551] Forecasting ROAD...
[2025-12-24T20:30:57.910390] [INFO ] [sig       ] Generating forecast for: ROAD
[2025-12-24T20:30:57.910420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2025-12-24T20:30:57.922443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2025-12-24T20:30:57.922775] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2025-12-24T20:30:57.923510] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2025-12-24T20:30:57.923562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:57.923613] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:57.923641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:57.923697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:57.984031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:57.984890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:57.984977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:57.985010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:58.109325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:58.109479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:58.109520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:58.109547] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:58.112922] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-24T20:30:58.113189] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2025-12-24T20:30:58.113313] [INFO ] [sig       ] ROAD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:58.262294] [INFO ] [LOCAL     ] Saved forecast: ROAD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ROAD.txt
[2025-12-24T20:30:58.262459] [INFO ] [sig       ] [2743/3551] Completed ROAD in 0.4s | 2.88 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-24T20:30:58.262501] [INFO ] [sig       ] [2744/3551] Forecasting ROCK...
[2025-12-24T20:30:58.262529] [INFO ] [sig       ] Generating forecast for: ROCK
[2025-12-24T20:30:58.262565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2025-12-24T20:30:58.274196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2025-12-24T20:30:58.274615] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2025-12-24T20:30:58.275403] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2025-12-24T20:30:58.275458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:58.275492] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:58.275520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:58.275598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:58.333731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:58.334590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:58.334675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:58.334709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:58.455190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:58.455341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:58.455380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:58.455408] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:58.459259] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: UP (p=95.71%)
[2025-12-24T20:30:58.459567] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2025-12-24T20:30:58.459708] [INFO ] [sig       ] ROCK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:58.607452] [INFO ] [LOCAL     ] Saved forecast: ROCK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ROCK.txt
[2025-12-24T20:30:58.607643] [INFO ] [sig       ] [2744/3551] Completed ROCK in 0.3s | 2.88 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-24T20:30:58.607688] [INFO ] [sig       ] [2745/3551] Forecasting ROE...
[2025-12-24T20:30:58.607717] [INFO ] [sig       ] Generating forecast for: ROE
[2025-12-24T20:30:58.607746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2025-12-24T20:30:58.618711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2025-12-24T20:30:58.618993] [INFO ] [FORECASTER] Starting predict_future for ROE
[2025-12-24T20:30:58.619802] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2025-12-24T20:30:58.619855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:58.619886] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:58.619913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:58.619969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:58.680811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:58.681925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:58.682010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:58.682045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:58.808711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:58.808889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:58.808945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:58.808988] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:58.812785] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: DOWN (p=37.09%)
[2025-12-24T20:30:58.813066] [INFO ] [FORECASTER] Completed predict_future for ROE
[2025-12-24T20:30:58.813207] [INFO ] [sig       ] ROE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:58.966313] [INFO ] [LOCAL     ] Saved forecast: ROE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ROE.txt
[2025-12-24T20:30:58.966464] [INFO ] [sig       ] [2745/3551] Completed ROE in 0.4s | 2.88 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-24T20:30:58.966504] [INFO ] [sig       ] [2746/3551] Forecasting ROP...
[2025-12-24T20:30:58.966535] [INFO ] [sig       ] Generating forecast for: ROP
[2025-12-24T20:30:58.966565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2025-12-24T20:30:58.977654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2025-12-24T20:30:58.977963] [INFO ] [FORECASTER] Starting predict_future for ROP
[2025-12-24T20:30:58.978749] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2025-12-24T20:30:58.978803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:58.978835] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:58.978889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:58.978949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:59.035600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:59.036462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:59.036548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:59.036608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:59.151150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:59.151307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:59.151347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:59.151377] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:59.154755] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: DOWN (p=49.76%)
[2025-12-24T20:30:59.155038] [INFO ] [FORECASTER] Completed predict_future for ROP
[2025-12-24T20:30:59.155163] [INFO ] [sig       ] ROP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:30:59.295133] [INFO ] [LOCAL     ] Saved forecast: ROP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ROP.txt
[2025-12-24T20:30:59.295284] [INFO ] [sig       ] [2746/3551] Completed ROP in 0.3s | 2.88 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-24T20:30:59.295322] [INFO ] [sig       ] [2747/3551] Forecasting RPAY...
[2025-12-24T20:30:59.295354] [INFO ] [sig       ] Generating forecast for: RPAY
[2025-12-24T20:30:59.295383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2025-12-24T20:30:59.307360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2025-12-24T20:30:59.307769] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2025-12-24T20:30:59.308607] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2025-12-24T20:30:59.308662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:59.308696] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:59.308722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:59.308778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:59.366963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:59.367810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:59.367897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:59.367930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:59.489496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:59.489669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:59.489711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:59.489742] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:59.493500] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: UP (p=72.40%)
[2025-12-24T20:30:59.493786] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2025-12-24T20:30:59.493907] [INFO ] [sig       ] RPAY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:59.634200] [INFO ] [LOCAL     ] Saved forecast: RPAY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RPAY.txt
[2025-12-24T20:30:59.634354] [INFO ] [sig       ] [2747/3551] Completed RPAY in 0.3s | 2.88 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-24T20:30:59.634395] [INFO ] [sig       ] [2748/3551] Forecasting RPD...
[2025-12-24T20:30:59.634425] [INFO ] [sig       ] Generating forecast for: RPD
[2025-12-24T20:30:59.634455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2025-12-24T20:30:59.646789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2025-12-24T20:30:59.647134] [INFO ] [FORECASTER] Starting predict_future for RPD
[2025-12-24T20:30:59.647951] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2025-12-24T20:30:59.648022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:59.648052] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:59.648079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:59.648136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:30:59.709867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:30:59.710686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:30:59.710779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:30:59.710812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:30:59.833680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:30:59.833830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:30:59.833875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:30:59.833905] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:30:59.837269] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: UP (p=64.16%)
[2025-12-24T20:30:59.837550] [INFO ] [FORECASTER] Completed predict_future for RPD
[2025-12-24T20:30:59.837716] [INFO ] [sig       ] RPD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:30:59.976369] [INFO ] [LOCAL     ] Saved forecast: RPD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RPD.txt
[2025-12-24T20:30:59.976513] [INFO ] [sig       ] [2748/3551] Completed RPD in 0.3s | 2.88 sym/s | Total: 15.9m | ETA: 4.7m
[2025-12-24T20:30:59.976555] [INFO ] [sig       ] [2749/3551] Forecasting RPID...
[2025-12-24T20:30:59.976602] [INFO ] [sig       ] Generating forecast for: RPID
[2025-12-24T20:30:59.976634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2025-12-24T20:30:59.988357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2025-12-24T20:30:59.988757] [INFO ] [FORECASTER] Starting predict_future for RPID
[2025-12-24T20:30:59.989738] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2025-12-24T20:30:59.989793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:30:59.989827] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:30:59.989855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:30:59.989913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:00.056385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:00.057465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:00.057570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:00.057636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:00.180182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:00.180361] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-24T20:31:00.180403] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:00.180432] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:00.183889] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2025-12-24T20:31:00.184187] [INFO ] [FORECASTER] Completed predict_future for RPID
[2025-12-24T20:31:00.184317] [INFO ] [sig       ] RPID: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:00.329711] [INFO ] [LOCAL     ] Saved forecast: RPID	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RPID.txt
[2025-12-24T20:31:00.329873] [INFO ] [sig       ] [2749/3551] Completed RPID in 0.4s | 2.88 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-24T20:31:00.329913] [INFO ] [sig       ] [2750/3551] Forecasting RPRX...
[2025-12-24T20:31:00.329944] [INFO ] [sig       ] Generating forecast for: RPRX
[2025-12-24T20:31:00.329975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2025-12-24T20:31:00.341809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2025-12-24T20:31:00.342194] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2025-12-24T20:31:00.342984] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2025-12-24T20:31:00.343036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:00.343068] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:00.343095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:00.343151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:00.401455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:00.402319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:00.402408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:00.402442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:00.527725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:00.527880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:00.527920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:00.527950] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:00.531651] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: UP (p=54.34%)
[2025-12-24T20:31:00.531952] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2025-12-24T20:31:00.532082] [INFO ] [sig       ] RPRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:00.737053] [INFO ] [LOCAL     ] Saved forecast: RPRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RPRX.txt
[2025-12-24T20:31:00.737854] [INFO ] [sig       ] [2750/3551] Completed RPRX in 0.4s | 2.88 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-24T20:31:00.737903] [INFO ] [sig       ] [2751/3551] Forecasting RPTX...
[2025-12-24T20:31:00.737933] [INFO ] [sig       ] Generating forecast for: RPTX
[2025-12-24T20:31:00.737965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'.
[2025-12-24T20:31:00.749363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPTX'.
[2025-12-24T20:31:00.749763] [INFO ] [FORECASTER] Starting predict_future for RPTX
[2025-12-24T20:31:00.750560] [DEBUG] [LOCAL     ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt
[2025-12-24T20:31:00.750636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:00.750670] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:00.750697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:00.750759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:00.811281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:00.812139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:00.812228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:00.812273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:00.936442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:00.936611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:00.936652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:00.936681] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:00.940184] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: DOWN (p=0.56%)
[2025-12-24T20:31:00.940463] [INFO ] [FORECASTER] Completed predict_future for RPTX
[2025-12-24T20:31:00.940609] [INFO ] [sig       ] RPTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:01.087015] [INFO ] [LOCAL     ] Saved forecast: RPTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RPTX.txt
[2025-12-24T20:31:01.087168] [INFO ] [sig       ] [2751/3551] Completed RPTX in 0.3s | 2.88 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-24T20:31:01.087208] [INFO ] [sig       ] [2752/3551] Forecasting RQI...
[2025-12-24T20:31:01.087239] [INFO ] [sig       ] Generating forecast for: RQI
[2025-12-24T20:31:01.087269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-12-24T20:31:01.099402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2025-12-24T20:31:01.099784] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-12-24T20:31:01.100559] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-12-24T20:31:01.100870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:01.100909] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:01.100938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:01.100996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:01.159828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:01.160959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:01.161050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:01.161272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:01.300937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:01.301131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:01.301186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:01.301226] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:01.306647] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-12-24T20:31:01.307218] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-12-24T20:31:01.307448] [INFO ] [sig       ] RQI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:01.462356] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RQI.txt
[2025-12-24T20:31:01.462536] [INFO ] [sig       ] [2752/3551] Completed RQI in 0.4s | 2.88 sym/s | Total: 15.9m | ETA: 4.6m
[2025-12-24T20:31:01.462611] [INFO ] [sig       ] [2753/3551] Forecasting RRBI...
[2025-12-24T20:31:01.462646] [INFO ] [sig       ] Generating forecast for: RRBI
[2025-12-24T20:31:01.462676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2025-12-24T20:31:01.477182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2025-12-24T20:31:01.477970] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2025-12-24T20:31:01.479102] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2025-12-24T20:31:01.479215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:01.479253] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:01.479314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:01.479379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:01.554863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:01.556196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:01.556463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:01.556509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:01.693241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:01.693507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:01.693557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:01.693615] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:01.698468] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: DOWN (p=4.78%)
[2025-12-24T20:31:01.699113] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2025-12-24T20:31:01.699613] [INFO ] [sig       ] RRBI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:01.885412] [INFO ] [LOCAL     ] Saved forecast: RRBI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RRBI.txt
[2025-12-24T20:31:01.885664] [INFO ] [sig       ] [2753/3551] Completed RRBI in 0.4s | 2.88 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-24T20:31:01.885717] [INFO ] [sig       ] [2754/3551] Forecasting RRC...
[2025-12-24T20:31:01.885758] [INFO ] [sig       ] Generating forecast for: RRC
[2025-12-24T20:31:01.885795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-12-24T20:31:01.899389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2025-12-24T20:31:01.899868] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-12-24T20:31:01.900786] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-12-24T20:31:01.900842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:01.900875] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:01.900902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:01.900977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:01.961692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:01.962648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:01.962743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:01.962776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:02.090027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:02.090193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:02.090234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:02.090262] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:02.094023] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: DOWN (p=40.39%)
[2025-12-24T20:31:02.094371] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-12-24T20:31:02.094512] [INFO ] [sig       ] RRC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:02.254071] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RRC.txt
[2025-12-24T20:31:02.254232] [INFO ] [sig       ] [2754/3551] Completed RRC in 0.4s | 2.88 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-24T20:31:02.254277] [INFO ] [sig       ] [2755/3551] Forecasting RRGB...
[2025-12-24T20:31:02.254308] [INFO ] [sig       ] Generating forecast for: RRGB
[2025-12-24T20:31:02.254339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2025-12-24T20:31:02.267332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2025-12-24T20:31:02.267696] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2025-12-24T20:31:02.268498] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2025-12-24T20:31:02.268552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:02.268603] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:02.268632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:02.268689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:02.332886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:02.333832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:02.333924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:02.333957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:02.459816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:02.459974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:02.460016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:02.460046] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:02.463365] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: UP (p=53.48%)
[2025-12-24T20:31:02.463651] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2025-12-24T20:31:02.463773] [INFO ] [sig       ] RRGB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:02.608030] [INFO ] [LOCAL     ] Saved forecast: RRGB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RRGB.txt
[2025-12-24T20:31:02.608189] [INFO ] [sig       ] [2755/3551] Completed RRGB in 0.4s | 2.88 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-24T20:31:02.608237] [INFO ] [sig       ] [2756/3551] Forecasting RRX...
[2025-12-24T20:31:02.608268] [INFO ] [sig       ] Generating forecast for: RRX
[2025-12-24T20:31:02.608298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-12-24T20:31:02.620251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2025-12-24T20:31:02.620628] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-12-24T20:31:02.621424] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-12-24T20:31:02.621478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:02.621510] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:02.621537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:02.621611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:02.679475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:02.680457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:02.680591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:02.680629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:02.800823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:02.800981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:02.801021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:02.801050] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:02.804390] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: UP (p=63.54%)
[2025-12-24T20:31:02.804758] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-12-24T20:31:02.804906] [INFO ] [sig       ] RRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:02.953894] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RRX.txt
[2025-12-24T20:31:02.954268] [INFO ] [sig       ] [2756/3551] Completed RRX in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-24T20:31:02.954318] [INFO ] [sig       ] [2757/3551] Forecasting RS...
[2025-12-24T20:31:02.954349] [INFO ] [sig       ] Generating forecast for: RS
[2025-12-24T20:31:02.954380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-12-24T20:31:02.967372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2025-12-24T20:31:02.967718] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-12-24T20:31:02.968480] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-12-24T20:31:02.968532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:02.968565] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:02.968613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:02.968671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:03.025451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:03.026368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:03.026452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:03.026485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:03.147341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:03.147510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:03.147552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:03.147602] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:03.151307] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=40.09%)
[2025-12-24T20:31:03.151625] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-12-24T20:31:03.151752] [INFO ] [sig       ] RS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:03.292490] [INFO ] [LOCAL     ] Saved forecast: RS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RS.txt
[2025-12-24T20:31:03.292672] [INFO ] [sig       ] [2757/3551] Completed RS in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-24T20:31:03.292715] [INFO ] [sig       ] [2758/3551] Forecasting RSG...
[2025-12-24T20:31:03.292745] [INFO ] [sig       ] Generating forecast for: RSG
[2025-12-24T20:31:03.292776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-12-24T20:31:03.309354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2025-12-24T20:31:03.309812] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-12-24T20:31:03.310856] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-12-24T20:31:03.310910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:03.310942] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:03.310969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:03.311034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:03.369876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:03.370727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:03.370814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:03.370847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:03.491674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:03.491834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:03.491873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:03.491902] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:03.495222] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: DOWN (p=4.58%)
[2025-12-24T20:31:03.495490] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-12-24T20:31:03.495649] [INFO ] [sig       ] RSG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:03.633303] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RSG.txt
[2025-12-24T20:31:03.633469] [INFO ] [sig       ] [2758/3551] Completed RSG in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-24T20:31:03.633509] [INFO ] [sig       ] [2759/3551] Forecasting RSI...
[2025-12-24T20:31:03.633539] [INFO ] [sig       ] Generating forecast for: RSI
[2025-12-24T20:31:03.633586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-12-24T20:31:03.645395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2025-12-24T20:31:03.645750] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-12-24T20:31:03.646499] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-12-24T20:31:03.646551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:03.646607] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:03.646636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:03.646693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:03.701991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:03.702902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:03.702986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:03.703019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:03.829838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:03.830021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:03.830070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:03.830106] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:03.834434] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: DOWN (p=21.19%)
[2025-12-24T20:31:03.834802] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-12-24T20:31:03.834961] [INFO ] [sig       ] RSI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:03.978665] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RSI.txt
[2025-12-24T20:31:03.978847] [INFO ] [sig       ] [2759/3551] Completed RSI in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-24T20:31:03.978889] [INFO ] [sig       ] [2760/3551] Forecasting RSKD...
[2025-12-24T20:31:03.978919] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-12-24T20:31:03.978949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-12-24T20:31:03.990167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2025-12-24T20:31:03.990439] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-12-24T20:31:03.991201] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-12-24T20:31:03.991253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:03.991285] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:03.991312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:03.991368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:04.049969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:04.050952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:04.051234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:04.051267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:04.164879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:04.165039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:04.165105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:04.165138] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:04.168462] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: DOWN (p=32.53%)
[2025-12-24T20:31:04.168759] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-12-24T20:31:04.168885] [INFO ] [sig       ] RSKD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:04.306799] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RSKD.txt
[2025-12-24T20:31:04.306941] [INFO ] [sig       ] [2760/3551] Completed RSKD in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-24T20:31:04.306980] [INFO ] [sig       ] [2761/3551] Forecasting RSSS...
[2025-12-24T20:31:04.307009] [INFO ] [sig       ] Generating forecast for: RSSS
[2025-12-24T20:31:04.307039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2025-12-24T20:31:04.319618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2025-12-24T20:31:04.319905] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2025-12-24T20:31:04.320693] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2025-12-24T20:31:04.320746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:04.320778] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:04.320805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:04.320863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:04.379150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:04.380007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:04.380091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:04.380124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:04.501373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:04.501532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:04.501590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:04.501623] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:04.505024] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: UP (p=71.65%)
[2025-12-24T20:31:04.505291] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2025-12-24T20:31:04.505417] [INFO ] [sig       ] RSSS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:04.646777] [INFO ] [LOCAL     ] Saved forecast: RSSS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RSSS.txt
[2025-12-24T20:31:04.646934] [INFO ] [sig       ] [2761/3551] Completed RSSS in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-24T20:31:04.646975] [INFO ] [sig       ] [2762/3551] Forecasting RTO...
[2025-12-24T20:31:04.647006] [INFO ] [sig       ] Generating forecast for: RTO
[2025-12-24T20:31:04.647036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-12-24T20:31:04.658409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2025-12-24T20:31:04.658774] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-12-24T20:31:04.659627] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-12-24T20:31:04.659679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:04.659711] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:04.659737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:04.659792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:04.720672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:04.721651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:04.721775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:04.721812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:04.848753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:04.848909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:04.848949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:04.848980] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:04.852953] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=4.53%)
[2025-12-24T20:31:04.853401] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-12-24T20:31:04.853611] [INFO ] [sig       ] RTO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:04.995741] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RTO.txt
[2025-12-24T20:31:04.995888] [INFO ] [sig       ] [2762/3551] Completed RTO in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-24T20:31:04.995928] [INFO ] [sig       ] [2763/3551] Forecasting RUM...
[2025-12-24T20:31:04.995962] [INFO ] [sig       ] Generating forecast for: RUM
[2025-12-24T20:31:04.995991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2025-12-24T20:31:05.008017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2025-12-24T20:31:05.008325] [INFO ] [FORECASTER] Starting predict_future for RUM
[2025-12-24T20:31:05.009086] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2025-12-24T20:31:05.009138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:05.009196] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:05.009224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:05.009306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:05.065539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:05.066163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:05.066243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:05.066274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:05.186791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:05.186899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:05.186936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:05.186964] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:05.190116] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: UP (p=86.47%)
[2025-12-24T20:31:05.190371] [INFO ] [FORECASTER] Completed predict_future for RUM
[2025-12-24T20:31:05.190492] [INFO ] [sig       ] RUM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:05.332357] [INFO ] [LOCAL     ] Saved forecast: RUM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RUM.txt
[2025-12-24T20:31:05.332524] [INFO ] [sig       ] [2763/3551] Completed RUM in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-24T20:31:05.332566] [INFO ] [sig       ] [2764/3551] Forecasting RUN...
[2025-12-24T20:31:05.332628] [INFO ] [sig       ] Generating forecast for: RUN
[2025-12-24T20:31:05.332659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2025-12-24T20:31:05.344516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2025-12-24T20:31:05.344822] [INFO ] [FORECASTER] Starting predict_future for RUN
[2025-12-24T20:31:05.345554] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2025-12-24T20:31:05.345622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:05.345667] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:05.345695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:05.345751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:05.404831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:05.405419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:05.405497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:05.405530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:05.529792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:05.529959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:05.530013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:05.530044] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:05.533875] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2025-12-24T20:31:05.534151] [INFO ] [FORECASTER] Completed predict_future for RUN
[2025-12-24T20:31:05.534272] [INFO ] [sig       ] RUN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:05.672844] [INFO ] [LOCAL     ] Saved forecast: RUN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RUN.txt
[2025-12-24T20:31:05.672976] [INFO ] [sig       ] [2764/3551] Completed RUN in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-24T20:31:05.673015] [INFO ] [sig       ] [2765/3551] Forecasting RUNN...
[2025-12-24T20:31:05.673045] [INFO ] [sig       ] Generating forecast for: RUNN
[2025-12-24T20:31:05.673075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2025-12-24T20:31:05.685149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2025-12-24T20:31:05.685477] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2025-12-24T20:31:05.686251] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2025-12-24T20:31:05.686304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:05.686336] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:05.686362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:05.686418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:05.742814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:05.743526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:05.743640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:05.743697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:05.860292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:05.860455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:05.860495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:05.860522] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:05.864066] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: DOWN (p=1.20%)
[2025-12-24T20:31:05.864530] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2025-12-24T20:31:05.864675] [INFO ] [sig       ] RUNN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:06.005414] [INFO ] [LOCAL     ] Saved forecast: RUNN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RUNN.txt
[2025-12-24T20:31:06.005547] [INFO ] [sig       ] [2765/3551] Completed RUNN in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.6m
[2025-12-24T20:31:06.005603] [INFO ] [sig       ] [2766/3551] Forecasting RUSHA...
[2025-12-24T20:31:06.005634] [INFO ] [sig       ] Generating forecast for: RUSHA
[2025-12-24T20:31:06.005664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2025-12-24T20:31:06.017187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2025-12-24T20:31:06.017507] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2025-12-24T20:31:06.018276] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2025-12-24T20:31:06.018327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:06.018358] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:06.018384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:06.018439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:06.074428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:06.075173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:06.075257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:06.075290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:06.196104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:06.196266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:06.196307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:06.196370] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:06.200405] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: DOWN (p=46.71%)
[2025-12-24T20:31:06.200703] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2025-12-24T20:31:06.200833] [INFO ] [sig       ] RUSHA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:06.342062] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RUSHA.txt
[2025-12-24T20:31:06.342207] [INFO ] [sig       ] [2766/3551] Completed RUSHA in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-24T20:31:06.342246] [INFO ] [sig       ] [2767/3551] Forecasting RUSHB...
[2025-12-24T20:31:06.342277] [INFO ] [sig       ] Generating forecast for: RUSHB
[2025-12-24T20:31:06.342308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2025-12-24T20:31:06.353844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2025-12-24T20:31:06.354134] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2025-12-24T20:31:06.355055] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2025-12-24T20:31:06.355110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:06.355142] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:06.355170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:06.355228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:06.411154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:06.411760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:06.411841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:06.411873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:06.514640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:06.514796] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-24T20:31:06.514836] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:06.514864] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:06.518181] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: DOWN (p=0.38%)
[2025-12-24T20:31:06.518451] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2025-12-24T20:31:06.518604] [INFO ] [sig       ] RUSHB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:06.655794] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RUSHB.txt
[2025-12-24T20:31:06.655908] [INFO ] [sig       ] [2767/3551] Completed RUSHB in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-24T20:31:06.655946] [INFO ] [sig       ] [2768/3551] Forecasting RVMD...
[2025-12-24T20:31:06.655983] [INFO ] [sig       ] Generating forecast for: RVMD
[2025-12-24T20:31:06.656013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2025-12-24T20:31:06.667499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2025-12-24T20:31:06.667813] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2025-12-24T20:31:06.668592] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2025-12-24T20:31:06.668647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:06.668679] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:06.668707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:06.668765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:06.725639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:06.726430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:06.726509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:06.726541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:06.852194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:06.852365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:06.852418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:06.852450] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:06.855964] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: DOWN (p=34.29%)
[2025-12-24T20:31:06.856238] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2025-12-24T20:31:06.856373] [INFO ] [sig       ] RVMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:06.995883] [INFO ] [LOCAL     ] Saved forecast: RVMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RVMD.txt
[2025-12-24T20:31:06.996006] [INFO ] [sig       ] [2768/3551] Completed RVMD in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-24T20:31:06.996044] [INFO ] [sig       ] [2769/3551] Forecasting RVSB...
[2025-12-24T20:31:06.996073] [INFO ] [sig       ] Generating forecast for: RVSB
[2025-12-24T20:31:06.996116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2025-12-24T20:31:07.007401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2025-12-24T20:31:07.007711] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2025-12-24T20:31:07.008499] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2025-12-24T20:31:07.008552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:07.008602] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:07.008632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:07.008700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:07.065677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:07.066328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:07.066409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:07.066443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:07.186431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:07.186600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:07.186642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:07.186669] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:07.190060] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: UP (p=99.88%)
[2025-12-24T20:31:07.190329] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2025-12-24T20:31:07.190453] [INFO ] [sig       ] RVSB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:07.332323] [INFO ] [LOCAL     ] Saved forecast: RVSB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RVSB.txt
[2025-12-24T20:31:07.332459] [INFO ] [sig       ] [2769/3551] Completed RVSB in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-24T20:31:07.332500] [INFO ] [sig       ] [2770/3551] Forecasting RVTY...
[2025-12-24T20:31:07.332529] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-12-24T20:31:07.332558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-12-24T20:31:07.346423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2025-12-24T20:31:07.346810] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-12-24T20:31:07.347781] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-12-24T20:31:07.347845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:07.347886] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:07.347921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:07.348003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:07.407041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:07.407693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:07.407785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:07.407818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:07.523373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:07.523540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:07.523600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:07.523633] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:07.526991] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: DOWN (p=29.24%)
[2025-12-24T20:31:07.527316] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-12-24T20:31:07.527453] [INFO ] [sig       ] RVTY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:07.668104] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RVTY.txt
[2025-12-24T20:31:07.668428] [INFO ] [sig       ] [2770/3551] Completed RVTY in 0.3s | 2.88 sym/s | Total: 16.0m | ETA: 4.5m
[2025-12-24T20:31:07.668469] [INFO ] [sig       ] [2771/3551] Forecasting RWAY...
[2025-12-24T20:31:07.668498] [INFO ] [sig       ] Generating forecast for: RWAY
[2025-12-24T20:31:07.668526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2025-12-24T20:31:07.679858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2025-12-24T20:31:07.680183] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2025-12-24T20:31:07.680959] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2025-12-24T20:31:07.681011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:07.681042] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:07.681068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:07.681125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:07.740504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:07.741447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:07.741538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:07.741588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:07.863551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:07.863718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:07.863757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:07.863806] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:07.867831] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: DOWN (p=45.13%)
[2025-12-24T20:31:07.868096] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2025-12-24T20:31:07.868216] [INFO ] [sig       ] RWAY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:08.011811] [INFO ] [LOCAL     ] Saved forecast: RWAY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RWAY.txt
[2025-12-24T20:31:08.011953] [INFO ] [sig       ] [2771/3551] Completed RWAY in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-24T20:31:08.011994] [INFO ] [sig       ] [2772/3551] Forecasting RXO...
[2025-12-24T20:31:08.012024] [INFO ] [sig       ] Generating forecast for: RXO
[2025-12-24T20:31:08.012053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-12-24T20:31:08.026965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2025-12-24T20:31:08.027346] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-12-24T20:31:08.028204] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-12-24T20:31:08.028268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:08.028307] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:08.028343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:08.028404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:08.090809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:08.091902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:08.091990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:08.092024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:08.217824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:08.217983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:08.218026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:08.218055] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:08.221892] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: UP (p=92.79%)
[2025-12-24T20:31:08.222236] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-12-24T20:31:08.222375] [INFO ] [sig       ] RXO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:08.362964] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RXO.txt
[2025-12-24T20:31:08.363114] [INFO ] [sig       ] [2772/3551] Completed RXO in 0.4s | 2.88 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-24T20:31:08.363154] [INFO ] [sig       ] [2773/3551] Forecasting RXRX...
[2025-12-24T20:31:08.363183] [INFO ] [sig       ] Generating forecast for: RXRX
[2025-12-24T20:31:08.363213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2025-12-24T20:31:08.374998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2025-12-24T20:31:08.375357] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2025-12-24T20:31:08.376126] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2025-12-24T20:31:08.376178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:08.376209] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:08.376237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:08.376293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:08.433814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:08.434672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:08.434788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:08.434838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:08.561180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:08.561341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:08.561382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:08.561411] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:08.564871] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: DOWN (p=5.59%)
[2025-12-24T20:31:08.565226] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2025-12-24T20:31:08.565390] [INFO ] [sig       ] RXRX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:08.707111] [INFO ] [LOCAL     ] Saved forecast: RXRX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RXRX.txt
[2025-12-24T20:31:08.707448] [INFO ] [sig       ] [2773/3551] Completed RXRX in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-24T20:31:08.707487] [INFO ] [sig       ] [2774/3551] Forecasting RY...
[2025-12-24T20:31:08.707517] [INFO ] [sig       ] Generating forecast for: RY
[2025-12-24T20:31:08.707547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-12-24T20:31:08.720613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2025-12-24T20:31:08.720938] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-12-24T20:31:08.721740] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-12-24T20:31:08.721795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:08.721827] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:08.721854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:08.721911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:08.778167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:08.779050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:08.779133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:08.779165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:08.903850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:08.904008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:08.904047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:08.904074] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:08.907339] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=56.46%)
[2025-12-24T20:31:08.907619] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-12-24T20:31:08.907738] [INFO ] [sig       ] RY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:09.048988] [INFO ] [LOCAL     ] Saved forecast: RY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RY.txt
[2025-12-24T20:31:09.049121] [INFO ] [sig       ] [2774/3551] Completed RY in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-24T20:31:09.049161] [INFO ] [sig       ] [2775/3551] Forecasting RYAAY...
[2025-12-24T20:31:09.049190] [INFO ] [sig       ] Generating forecast for: RYAAY
[2025-12-24T20:31:09.049221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2025-12-24T20:31:09.061004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2025-12-24T20:31:09.061280] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2025-12-24T20:31:09.062037] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2025-12-24T20:31:09.062088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:09.062120] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:09.062157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:09.062214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:09.119197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:09.123417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:09.123507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:09.123541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:09.246315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:09.246461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:09.246500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:09.246529] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:09.249863] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: DOWN (p=30.45%)
[2025-12-24T20:31:09.250132] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2025-12-24T20:31:09.250256] [INFO ] [sig       ] RYAAY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:09.389739] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RYAAY.txt
[2025-12-24T20:31:09.389890] [INFO ] [sig       ] [2775/3551] Completed RYAAY in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-24T20:31:09.389930] [INFO ] [sig       ] [2776/3551] Forecasting RYAM...
[2025-12-24T20:31:09.389959] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-12-24T20:31:09.389989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-12-24T20:31:09.402886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2025-12-24T20:31:09.403256] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-12-24T20:31:09.404030] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-12-24T20:31:09.404083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:09.404114] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:09.404141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:09.404197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:09.461823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:09.462869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:09.462951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:09.462984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:09.588387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:09.588545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:09.588603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:09.588633] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:09.591969] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: DOWN (p=3.64%)
[2025-12-24T20:31:09.592234] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-12-24T20:31:09.592357] [INFO ] [sig       ] RYAM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:09.735697] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RYAM.txt
[2025-12-24T20:31:09.735880] [INFO ] [sig       ] [2776/3551] Completed RYAM in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-24T20:31:09.735922] [INFO ] [sig       ] [2777/3551] Forecasting RYAN...
[2025-12-24T20:31:09.735951] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-12-24T20:31:09.735980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-12-24T20:31:09.747463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2025-12-24T20:31:09.747806] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-12-24T20:31:09.748555] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-12-24T20:31:09.748628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:09.748661] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:09.748687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:09.748743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:09.805537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:09.806567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:09.806667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:09.806700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:09.931434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:09.931626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:09.931668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:09.931697] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:09.935337] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: DOWN (p=5.83%)
[2025-12-24T20:31:09.935660] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-12-24T20:31:09.935783] [INFO ] [sig       ] RYAN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:10.080353] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RYAN.txt
[2025-12-24T20:31:10.080509] [INFO ] [sig       ] [2777/3551] Completed RYAN in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-24T20:31:10.080550] [INFO ] [sig       ] [2778/3551] Forecasting RYI...
[2025-12-24T20:31:10.080598] [INFO ] [sig       ] Generating forecast for: RYI
[2025-12-24T20:31:10.080630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-12-24T20:31:10.092142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2025-12-24T20:31:10.092478] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-12-24T20:31:10.093236] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-12-24T20:31:10.093288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:10.093320] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:10.093347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:10.093404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:10.148508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:10.149378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:10.149484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:10.149517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:10.269908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:10.270067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:10.270107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:10.270136] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:10.273415] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: DOWN (p=4.52%)
[2025-12-24T20:31:10.273706] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-12-24T20:31:10.273828] [INFO ] [sig       ] RYI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:10.413848] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RYI.txt
[2025-12-24T20:31:10.414001] [INFO ] [sig       ] [2778/3551] Completed RYI in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-24T20:31:10.414041] [INFO ] [sig       ] [2779/3551] Forecasting RYN...
[2025-12-24T20:31:10.414071] [INFO ] [sig       ] Generating forecast for: RYN
[2025-12-24T20:31:10.414108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-12-24T20:31:10.428984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2025-12-24T20:31:10.429462] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-12-24T20:31:10.430306] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-12-24T20:31:10.430360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:10.430393] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:10.430419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:10.430475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:10.488317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:10.489242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:10.489354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:10.489389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:10.618762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:10.618942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:10.618983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:10.619013] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:10.622747] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: DOWN (p=10.02%)
[2025-12-24T20:31:10.623023] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-12-24T20:31:10.623150] [INFO ] [sig       ] RYN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:10.765520] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RYN.txt
[2025-12-24T20:31:10.765688] [INFO ] [sig       ] [2779/3551] Completed RYN in 0.4s | 2.88 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-24T20:31:10.765730] [INFO ] [sig       ] [2780/3551] Forecasting RYTM...
[2025-12-24T20:31:10.765759] [INFO ] [sig       ] Generating forecast for: RYTM
[2025-12-24T20:31:10.765789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2025-12-24T20:31:10.778195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2025-12-24T20:31:10.778522] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2025-12-24T20:31:10.779306] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2025-12-24T20:31:10.779359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:10.779428] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:10.779456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:10.779512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:10.836332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:10.837223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:10.837496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:10.837531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:10.964259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:10.964412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:10.964452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:10.964481] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:10.968050] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: DOWN (p=6.40%)
[2025-12-24T20:31:10.968322] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2025-12-24T20:31:10.968468] [INFO ] [sig       ] RYTM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:11.110087] [INFO ] [LOCAL     ] Saved forecast: RYTM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/RYTM.txt
[2025-12-24T20:31:11.110254] [INFO ] [sig       ] [2780/3551] Completed RYTM in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-24T20:31:11.110295] [INFO ] [sig       ] [2781/3551] Forecasting RZB...
[2025-12-24T20:31:11.110325] [INFO ] [sig       ] Generating forecast for: RZB
[2025-12-24T20:31:11.110354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-12-24T20:31:11.122888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2025-12-24T20:31:11.123216] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-12-24T20:31:11.124176] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-12-24T20:31:11.124228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:11.124259] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:11.124286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:11.124341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:11.180204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:11.180875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:11.180967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:11.181010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:11.298106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:11.298262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:11.298301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:11.298330] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:11.301669] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=91.77%)
[2025-12-24T20:31:11.301932] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-12-24T20:31:11.302050] [INFO ] [sig       ] RZB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:11.448704] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RZB.txt
[2025-12-24T20:31:11.448885] [INFO ] [sig       ] [2781/3551] Completed RZB in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-24T20:31:11.448930] [INFO ] [sig       ] [2782/3551] Forecasting RZC...
[2025-12-24T20:31:11.448963] [INFO ] [sig       ] Generating forecast for: RZC
[2025-12-24T20:31:11.448994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-12-24T20:31:11.461130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2025-12-24T20:31:11.461524] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-12-24T20:31:11.462401] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-12-24T20:31:11.462456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:11.462490] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:11.462518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:11.462605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:11.525739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:11.526678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:11.526764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:11.526799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:11.640898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:11.641056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:11.641096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:11.641124] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:11.644482] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: UP (p=78.85%)
[2025-12-24T20:31:11.644772] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-12-24T20:31:11.644899] [INFO ] [sig       ] RZC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:11.795046] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/RZC.txt
[2025-12-24T20:31:11.795204] [INFO ] [sig       ] [2782/3551] Completed RZC in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.5m
[2025-12-24T20:31:11.795246] [INFO ] [sig       ] [2783/3551] Forecasting S...
[2025-12-24T20:31:11.795276] [INFO ] [sig       ] Generating forecast for: S
[2025-12-24T20:31:11.795491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-12-24T20:31:11.808061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2025-12-24T20:31:11.808444] [INFO ] [FORECASTER] Starting predict_future for S
[2025-12-24T20:31:11.809367] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-12-24T20:31:11.809421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:11.809452] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:11.809479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:11.809535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:11.873404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:11.874248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:11.874337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:11.874369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:12.006912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:12.007079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:12.007120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:12.007148] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:12.010666] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: UP (p=77.83%)
[2025-12-24T20:31:12.010940] [INFO ] [FORECASTER] Completed predict_future for S
[2025-12-24T20:31:12.011067] [INFO ] [sig       ] S: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:12.153488] [INFO ] [LOCAL     ] Saved forecast: S	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/S.txt
[2025-12-24T20:31:12.153682] [INFO ] [sig       ] [2783/3551] Completed S in 0.4s | 2.88 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-24T20:31:12.153732] [INFO ] [sig       ] [2784/3551] Forecasting SA...
[2025-12-24T20:31:12.153763] [INFO ] [sig       ] Generating forecast for: SA
[2025-12-24T20:31:12.153792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-12-24T20:31:12.166887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2025-12-24T20:31:12.167477] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-12-24T20:31:12.168352] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-12-24T20:31:12.168408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:12.168447] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:12.168480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:12.168539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:12.227587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:12.228490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:12.228596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:12.228632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:12.351912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:12.352091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:12.352132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:12.352159] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:12.355985] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2025-12-24T20:31:12.356295] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-12-24T20:31:12.356429] [INFO ] [sig       ] SA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:12.497528] [INFO ] [LOCAL     ] Saved forecast: SA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SA.txt
[2025-12-24T20:31:12.497709] [INFO ] [sig       ] [2784/3551] Completed SA in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-24T20:31:12.497750] [INFO ] [sig       ] [2785/3551] Forecasting SAFE...
[2025-12-24T20:31:12.497780] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-12-24T20:31:12.497809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-12-24T20:31:12.510055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2025-12-24T20:31:12.510432] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-12-24T20:31:12.511245] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-12-24T20:31:12.511297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:12.511328] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:12.511354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:12.511409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:12.570362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:12.571203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:12.571290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:12.571323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:12.699199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:12.699399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:12.699442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:12.699470] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:12.702936] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: DOWN (p=6.04%)
[2025-12-24T20:31:12.703214] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-12-24T20:31:12.703336] [INFO ] [sig       ] SAFE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:12.850675] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SAFE.txt
[2025-12-24T20:31:12.850837] [INFO ] [sig       ] [2785/3551] Completed SAFE in 0.4s | 2.88 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-24T20:31:12.850877] [INFO ] [sig       ] [2786/3551] Forecasting SAH...
[2025-12-24T20:31:12.850906] [INFO ] [sig       ] Generating forecast for: SAH
[2025-12-24T20:31:12.850936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-12-24T20:31:12.862881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2025-12-24T20:31:12.863266] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-12-24T20:31:12.864077] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-12-24T20:31:12.864131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:12.864168] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:12.864197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:12.864256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:12.923650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:12.924552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:12.924670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:12.924706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:13.046893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:13.047047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:13.047086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:13.047114] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:13.050417] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: DOWN (p=26.05%)
[2025-12-24T20:31:13.050704] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-12-24T20:31:13.050823] [INFO ] [sig       ] SAH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:13.197419] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SAH.txt
[2025-12-24T20:31:13.197560] [INFO ] [sig       ] [2786/3551] Completed SAH in 0.3s | 2.88 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-24T20:31:13.197619] [INFO ] [sig       ] [2787/3551] Forecasting SAIA...
[2025-12-24T20:31:13.197650] [INFO ] [sig       ] Generating forecast for: SAIA
[2025-12-24T20:31:13.197680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2025-12-24T20:31:13.209183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2025-12-24T20:31:13.209525] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2025-12-24T20:31:13.210277] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2025-12-24T20:31:13.210329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:13.210361] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:13.210387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:13.210443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:13.268740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:13.269466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:13.269547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:13.269596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:13.397946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:13.398142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:13.398223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:13.398274] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:13.403468] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: DOWN (p=38.88%)
[2025-12-24T20:31:13.403992] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2025-12-24T20:31:13.404205] [INFO ] [sig       ] SAIA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:13.574714] [INFO ] [LOCAL     ] Saved forecast: SAIA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SAIA.txt
[2025-12-24T20:31:13.574855] [INFO ] [sig       ] [2787/3551] Completed SAIA in 0.4s | 2.88 sym/s | Total: 16.1m | ETA: 4.4m
[2025-12-24T20:31:13.574896] [INFO ] [sig       ] [2788/3551] Forecasting SAIC...
[2025-12-24T20:31:13.574925] [INFO ] [sig       ] Generating forecast for: SAIC
[2025-12-24T20:31:13.574955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2025-12-24T20:31:13.586688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2025-12-24T20:31:13.587024] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2025-12-24T20:31:13.587819] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2025-12-24T20:31:13.587872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:13.587918] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:13.587948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:13.588006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:13.643827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:13.644717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:13.644803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:13.644836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:13.766602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:13.766760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:13.766800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:13.766830] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:13.770251] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: DOWN (p=18.59%)
[2025-12-24T20:31:13.770536] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2025-12-24T20:31:13.770689] [INFO ] [sig       ] SAIC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:13.914895] [INFO ] [LOCAL     ] Saved forecast: SAIC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SAIC.txt
[2025-12-24T20:31:13.915037] [INFO ] [sig       ] [2788/3551] Completed SAIC in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-24T20:31:13.915075] [INFO ] [sig       ] [2789/3551] Forecasting SAM...
[2025-12-24T20:31:13.915105] [INFO ] [sig       ] Generating forecast for: SAM
[2025-12-24T20:31:13.915134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-12-24T20:31:13.927951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2025-12-24T20:31:13.928338] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-12-24T20:31:13.929587] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-12-24T20:31:13.929641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:13.929673] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:13.929699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:13.929755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:13.988388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:13.989284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:13.989565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:13.989615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:14.116358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:14.116527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:14.116566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:14.116614] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:14.120064] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=0.87%)
[2025-12-24T20:31:14.120341] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-12-24T20:31:14.120460] [INFO ] [sig       ] SAM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:14.263203] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SAM.txt
[2025-12-24T20:31:14.263335] [INFO ] [sig       ] [2789/3551] Completed SAM in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-24T20:31:14.263375] [INFO ] [sig       ] [2790/3551] Forecasting SAMG...
[2025-12-24T20:31:14.263404] [INFO ] [sig       ] Generating forecast for: SAMG
[2025-12-24T20:31:14.263433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2025-12-24T20:31:14.275597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2025-12-24T20:31:14.275886] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2025-12-24T20:31:14.276658] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2025-12-24T20:31:14.276710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:14.276741] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:14.276767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:14.276824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:14.333852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:14.334490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:14.334591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:14.334628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:14.454878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:14.455032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:14.455071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:14.455101] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:14.459089] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: DOWN (p=24.91%)
[2025-12-24T20:31:14.459396] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2025-12-24T20:31:14.459525] [INFO ] [sig       ] SAMG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:14.600438] [INFO ] [LOCAL     ] Saved forecast: SAMG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SAMG.txt
[2025-12-24T20:31:14.600616] [INFO ] [sig       ] [2790/3551] Completed SAMG in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-24T20:31:14.600659] [INFO ] [sig       ] [2791/3551] Forecasting SAN...
[2025-12-24T20:31:14.600688] [INFO ] [sig       ] Generating forecast for: SAN
[2025-12-24T20:31:14.600717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-12-24T20:31:14.624430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2025-12-24T20:31:14.624852] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-12-24T20:31:14.625629] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-12-24T20:31:14.625681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:14.625715] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:14.625742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:14.625798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:14.682937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:14.683857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:14.683943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:14.683976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:14.807090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:14.807245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:14.807286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:14.807316] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:14.811155] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: UP (p=88.15%)
[2025-12-24T20:31:14.811595] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-12-24T20:31:14.811718] [INFO ] [sig       ] SAN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:14.950135] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SAN.txt
[2025-12-24T20:31:14.950264] [INFO ] [sig       ] [2791/3551] Completed SAN in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-24T20:31:14.950312] [INFO ] [sig       ] [2792/3551] Forecasting SANA...
[2025-12-24T20:31:14.950344] [INFO ] [sig       ] Generating forecast for: SANA
[2025-12-24T20:31:14.950373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2025-12-24T20:31:14.962702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2025-12-24T20:31:14.963149] [INFO ] [FORECASTER] Starting predict_future for SANA
[2025-12-24T20:31:14.963982] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2025-12-24T20:31:14.964037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:14.964069] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:14.964096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:14.964152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:15.021285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:15.022198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:15.022287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:15.022321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:15.147592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:15.147759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:15.147807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:15.147838] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:15.151668] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: DOWN (p=35.87%)
[2025-12-24T20:31:15.151961] [INFO ] [FORECASTER] Completed predict_future for SANA
[2025-12-24T20:31:15.152095] [INFO ] [sig       ] SANA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:15.293996] [INFO ] [LOCAL     ] Saved forecast: SANA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SANA.txt
[2025-12-24T20:31:15.294129] [INFO ] [sig       ] [2792/3551] Completed SANA in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-24T20:31:15.294168] [INFO ] [sig       ] [2793/3551] Forecasting SANM...
[2025-12-24T20:31:15.294198] [INFO ] [sig       ] Generating forecast for: SANM
[2025-12-24T20:31:15.294231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2025-12-24T20:31:15.305517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2025-12-24T20:31:15.305822] [INFO ] [FORECASTER] Starting predict_future for SANM
[2025-12-24T20:31:15.306558] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2025-12-24T20:31:15.306629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:15.306661] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:15.306687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:15.306744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:15.363398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:15.364237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:15.364318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:15.364544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:15.483798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:15.483943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:15.483982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:15.484010] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:15.487286] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: UP (p=92.56%)
[2025-12-24T20:31:15.487552] [INFO ] [FORECASTER] Completed predict_future for SANM
[2025-12-24T20:31:15.487712] [INFO ] [sig       ] SANM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:15.627174] [INFO ] [LOCAL     ] Saved forecast: SANM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SANM.txt
[2025-12-24T20:31:15.627319] [INFO ] [sig       ] [2793/3551] Completed SANM in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-24T20:31:15.627384] [INFO ] [sig       ] [2794/3551] Forecasting SAP...
[2025-12-24T20:31:15.627414] [INFO ] [sig       ] Generating forecast for: SAP
[2025-12-24T20:31:15.627444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-12-24T20:31:15.638223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2025-12-24T20:31:15.638529] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-12-24T20:31:15.639294] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-12-24T20:31:15.639349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:15.639381] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:15.639409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:15.639465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:15.694595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:15.695262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:15.695341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:15.695373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:15.820500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:15.820699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:15.820739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:15.820768] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:15.824246] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: DOWN (p=14.45%)
[2025-12-24T20:31:15.824512] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-12-24T20:31:15.824649] [INFO ] [sig       ] SAP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:15.963381] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SAP.txt
[2025-12-24T20:31:15.963513] [INFO ] [sig       ] [2794/3551] Completed SAP in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-24T20:31:15.963553] [INFO ] [sig       ] [2795/3551] Forecasting SARK...
[2025-12-24T20:31:15.963599] [INFO ] [sig       ] Generating forecast for: SARK
[2025-12-24T20:31:15.963632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2025-12-24T20:31:15.975258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2025-12-24T20:31:15.975763] [INFO ] [FORECASTER] Starting predict_future for SARK
[2025-12-24T20:31:15.976504] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2025-12-24T20:31:15.976555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:15.976605] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:15.976633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:15.976690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:16.034785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:16.035409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:16.035488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:16.035520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:16.153655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:16.153785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:16.153822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:16.153866] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:16.157079] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: UP (p=80.11%)
[2025-12-24T20:31:16.157340] [INFO ] [FORECASTER] Completed predict_future for SARK
[2025-12-24T20:31:16.157459] [INFO ] [sig       ] SARK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:16.297259] [INFO ] [LOCAL     ] Saved forecast: SARK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SARK.txt
[2025-12-24T20:31:16.297374] [INFO ] [sig       ] [2795/3551] Completed SARK in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-24T20:31:16.297414] [INFO ] [sig       ] [2796/3551] Forecasting SATL...
[2025-12-24T20:31:16.297443] [INFO ] [sig       ] Generating forecast for: SATL
[2025-12-24T20:31:16.297472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2025-12-24T20:31:16.309026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2025-12-24T20:31:16.309324] [INFO ] [FORECASTER] Starting predict_future for SATL
[2025-12-24T20:31:16.310081] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2025-12-24T20:31:16.310132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:16.310163] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:16.310190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:16.310247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:16.366209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:16.366856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:16.366935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:16.366967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:16.482498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:16.482635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:16.482673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:16.482701] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:16.485877] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: UP (p=55.67%)
[2025-12-24T20:31:16.486140] [INFO ] [FORECASTER] Completed predict_future for SATL
[2025-12-24T20:31:16.486270] [INFO ] [sig       ] SATL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:16.628532] [INFO ] [LOCAL     ] Saved forecast: SATL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SATL.txt
[2025-12-24T20:31:16.628704] [INFO ] [sig       ] [2796/3551] Completed SATL in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-24T20:31:16.628745] [INFO ] [sig       ] [2797/3551] Forecasting SATS...
[2025-12-24T20:31:16.628774] [INFO ] [sig       ] Generating forecast for: SATS
[2025-12-24T20:31:16.628804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2025-12-24T20:31:16.640073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2025-12-24T20:31:16.640376] [INFO ] [FORECASTER] Starting predict_future for SATS
[2025-12-24T20:31:16.641123] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2025-12-24T20:31:16.641174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:16.641206] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:16.641258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:16.641320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:16.701001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:16.701945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:16.702061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:16.702096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:16.825117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:16.825270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:16.825317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:16.825352] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:16.828704] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: DOWN (p=8.01%)
[2025-12-24T20:31:16.828966] [INFO ] [FORECASTER] Completed predict_future for SATS
[2025-12-24T20:31:16.829084] [INFO ] [sig       ] SATS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:16.968129] [INFO ] [LOCAL     ] Saved forecast: SATS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SATS.txt
[2025-12-24T20:31:16.968256] [INFO ] [sig       ] [2797/3551] Completed SATS in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-24T20:31:16.968295] [INFO ] [sig       ] [2798/3551] Forecasting SAVA...
[2025-12-24T20:31:16.968325] [INFO ] [sig       ] Generating forecast for: SAVA
[2025-12-24T20:31:16.968355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2025-12-24T20:31:16.981212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2025-12-24T20:31:16.981667] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2025-12-24T20:31:16.982489] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2025-12-24T20:31:16.982542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:16.982591] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:16.982620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:16.982677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:17.039177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:17.040148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:17.040235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:17.040268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:17.160378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:17.160541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:17.160599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:17.160631] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:17.164014] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: UP (p=72.93%)
[2025-12-24T20:31:17.164299] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2025-12-24T20:31:17.164428] [INFO ] [sig       ] SAVA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:17.306497] [INFO ] [LOCAL     ] Saved forecast: SAVA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SAVA.txt
[2025-12-24T20:31:17.306652] [INFO ] [sig       ] [2798/3551] Completed SAVA in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-24T20:31:17.306694] [INFO ] [sig       ] [2799/3551] Forecasting SB...
[2025-12-24T20:31:17.306723] [INFO ] [sig       ] Generating forecast for: SB
[2025-12-24T20:31:17.306752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-12-24T20:31:17.318730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2025-12-24T20:31:17.319016] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-12-24T20:31:17.319795] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-12-24T20:31:17.319847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:17.319889] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:17.319917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:17.319973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:17.376289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:17.377041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:17.377122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:17.377154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:17.493804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:17.493958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:17.493999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:17.494027] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:17.497352] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=30.90%)
[2025-12-24T20:31:17.497640] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-12-24T20:31:17.497759] [INFO ] [sig       ] SB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:17.638001] [INFO ] [LOCAL     ] Saved forecast: SB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SB.txt
[2025-12-24T20:31:17.638128] [INFO ] [sig       ] [2799/3551] Completed SB in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-24T20:31:17.638167] [INFO ] [sig       ] [2800/3551] Forecasting SBAC...
[2025-12-24T20:31:17.638196] [INFO ] [sig       ] Generating forecast for: SBAC
[2025-12-24T20:31:17.638226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2025-12-24T20:31:17.649504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2025-12-24T20:31:17.649879] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2025-12-24T20:31:17.650679] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2025-12-24T20:31:17.650731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:17.650762] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:17.650789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:17.650844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:17.707587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:17.708414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:17.708503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:17.708536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:17.831240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:17.831437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:17.831476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:17.831506] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:17.834924] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: DOWN (p=8.47%)
[2025-12-24T20:31:17.835190] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2025-12-24T20:31:17.835313] [INFO ] [sig       ] SBAC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:17.975372] [INFO ] [LOCAL     ] Saved forecast: SBAC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SBAC.txt
[2025-12-24T20:31:17.975512] [INFO ] [sig       ] [2800/3551] Completed SBAC in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.4m
[2025-12-24T20:31:17.975552] [INFO ] [sig       ] [2801/3551] Forecasting SBCF...
[2025-12-24T20:31:17.975600] [INFO ] [sig       ] Generating forecast for: SBCF
[2025-12-24T20:31:17.975632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2025-12-24T20:31:17.987333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2025-12-24T20:31:17.987673] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2025-12-24T20:31:17.988413] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2025-12-24T20:31:17.988465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:17.988497] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:17.988523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:17.988601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:18.046042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:18.046874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:18.046959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:18.046993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:18.169045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:18.169202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:18.169243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:18.169295] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:18.172717] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: UP (p=94.70%)
[2025-12-24T20:31:18.172988] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2025-12-24T20:31:18.173108] [INFO ] [sig       ] SBCF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:18.319765] [INFO ] [LOCAL     ] Saved forecast: SBCF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SBCF.txt
[2025-12-24T20:31:18.319900] [INFO ] [sig       ] [2801/3551] Completed SBCF in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-24T20:31:18.319938] [INFO ] [sig       ] [2802/3551] Forecasting SBFM...
[2025-12-24T20:31:18.319968] [INFO ] [sig       ] Generating forecast for: SBFM
[2025-12-24T20:31:18.319999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2025-12-24T20:31:18.331086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2025-12-24T20:31:18.331382] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2025-12-24T20:31:18.332142] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2025-12-24T20:31:18.332194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:18.332225] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:18.332251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:18.332307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:18.387410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:18.388179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:18.388258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:18.388290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:18.507153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:18.507307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:18.507347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:18.507375] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:18.513743] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: UP (p=79.38%)
[2025-12-24T20:31:18.514022] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2025-12-24T20:31:18.514148] [INFO ] [sig       ] SBFM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:18.652194] [INFO ] [LOCAL     ] Saved forecast: SBFM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SBFM.txt
[2025-12-24T20:31:18.652328] [INFO ] [sig       ] [2802/3551] Completed SBFM in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-24T20:31:18.652367] [INFO ] [sig       ] [2803/3551] Forecasting SBGI...
[2025-12-24T20:31:18.652403] [INFO ] [sig       ] Generating forecast for: SBGI
[2025-12-24T20:31:18.652434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2025-12-24T20:31:18.664782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2025-12-24T20:31:18.665112] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2025-12-24T20:31:18.665873] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2025-12-24T20:31:18.665923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:18.665954] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:18.665981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:18.666036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:18.724235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:18.725067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:18.725151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:18.725184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:18.838807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:18.838959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:18.838999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:18.839027] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:18.842339] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-24T20:31:18.842627] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2025-12-24T20:31:18.842745] [INFO ] [sig       ] SBGI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:18.981083] [INFO ] [LOCAL     ] Saved forecast: SBGI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SBGI.txt
[2025-12-24T20:31:18.981219] [INFO ] [sig       ] [2803/3551] Completed SBGI in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-24T20:31:18.981260] [INFO ] [sig       ] [2804/3551] Forecasting SBH...
[2025-12-24T20:31:18.981289] [INFO ] [sig       ] Generating forecast for: SBH
[2025-12-24T20:31:18.981319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-12-24T20:31:18.993554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2025-12-24T20:31:18.993977] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-12-24T20:31:18.994779] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-12-24T20:31:18.994832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:18.994864] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:18.994890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:18.994946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:19.053517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:19.054433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:19.054523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:19.054557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:19.177644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:19.177795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:19.177838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:19.177868] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:19.181336] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: UP (p=66.45%)
[2025-12-24T20:31:19.181637] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-12-24T20:31:19.181764] [INFO ] [sig       ] SBH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:19.326283] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SBH.txt
[2025-12-24T20:31:19.326408] [INFO ] [sig       ] [2804/3551] Completed SBH in 0.3s | 2.88 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-24T20:31:19.326445] [INFO ] [sig       ] [2805/3551] Forecasting SBI...
[2025-12-24T20:31:19.326475] [INFO ] [sig       ] Generating forecast for: SBI
[2025-12-24T20:31:19.326505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-12-24T20:31:19.338922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2025-12-24T20:31:19.339188] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-12-24T20:31:19.340020] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-12-24T20:31:19.340075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:19.340107] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:19.340135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:19.340193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:19.398212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:19.398856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:19.398935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:19.398969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:19.519260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:19.519468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:19.519525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:19.519566] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:19.523851] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: DOWN (p=11.73%)
[2025-12-24T20:31:19.524192] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-12-24T20:31:19.524346] [INFO ] [sig       ] SBI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:19.682338] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SBI.txt
[2025-12-24T20:31:19.682481] [INFO ] [sig       ] [2805/3551] Completed SBI in 0.4s | 2.88 sym/s | Total: 16.2m | ETA: 4.3m
[2025-12-24T20:31:19.682524] [INFO ] [sig       ] [2806/3551] Forecasting SBLK...
[2025-12-24T20:31:19.682556] [INFO ] [sig       ] Generating forecast for: SBLK
[2025-12-24T20:31:19.682607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2025-12-24T20:31:19.698857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2025-12-24T20:31:19.699376] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2025-12-24T20:31:19.700480] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2025-12-24T20:31:19.700551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:19.700619] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:19.700657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:19.700738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:19.782625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:19.783483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:19.783602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:19.783642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:19.904031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:19.904183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:19.904223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:19.904276] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:19.907765] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: DOWN (p=23.93%)
[2025-12-24T20:31:19.908049] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2025-12-24T20:31:19.908178] [INFO ] [sig       ] SBLK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:20.058160] [INFO ] [LOCAL     ] Saved forecast: SBLK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SBLK.txt
[2025-12-24T20:31:20.058320] [INFO ] [sig       ] [2806/3551] Completed SBLK in 0.4s | 2.88 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-24T20:31:20.058360] [INFO ] [sig       ] [2807/3551] Forecasting SBRA...
[2025-12-24T20:31:20.058390] [INFO ] [sig       ] Generating forecast for: SBRA
[2025-12-24T20:31:20.058420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2025-12-24T20:31:20.070482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2025-12-24T20:31:20.070870] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2025-12-24T20:31:20.071658] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2025-12-24T20:31:20.071711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:20.071742] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:20.071770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:20.071825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:20.129315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:20.130238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:20.130364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:20.130425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:20.253184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:20.253335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:20.253376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:20.253407] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:20.256860] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: DOWN (p=4.38%)
[2025-12-24T20:31:20.257138] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2025-12-24T20:31:20.257265] [INFO ] [sig       ] SBRA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:20.397759] [INFO ] [LOCAL     ] Saved forecast: SBRA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SBRA.txt
[2025-12-24T20:31:20.397899] [INFO ] [sig       ] [2807/3551] Completed SBRA in 0.3s | 2.88 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-24T20:31:20.397939] [INFO ] [sig       ] [2808/3551] Forecasting SBS...
[2025-12-24T20:31:20.397970] [INFO ] [sig       ] Generating forecast for: SBS
[2025-12-24T20:31:20.398000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-12-24T20:31:20.409242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2025-12-24T20:31:20.409596] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-12-24T20:31:20.410338] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-12-24T20:31:20.410390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:20.410423] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:20.410450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:20.410507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:20.465775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:20.466607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:20.466689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:20.466722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:20.598690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:20.598856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:20.598897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:20.598925] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:20.602342] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: UP (p=67.00%)
[2025-12-24T20:31:20.602629] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-12-24T20:31:20.602751] [INFO ] [sig       ] SBS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:20.742991] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SBS.txt
[2025-12-24T20:31:20.743140] [INFO ] [sig       ] [2808/3551] Completed SBS in 0.3s | 2.88 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-24T20:31:20.743180] [INFO ] [sig       ] [2809/3551] Forecasting SBSI...
[2025-12-24T20:31:20.743210] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-12-24T20:31:20.743240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-12-24T20:31:20.754743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2025-12-24T20:31:20.755037] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-12-24T20:31:20.755795] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-12-24T20:31:20.755846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:20.755878] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:20.755905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:20.755961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:20.811783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:20.812486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:20.812567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:20.812619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:20.927829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:20.927996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:20.928036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:20.928064] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:20.931535] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: DOWN (p=13.22%)
[2025-12-24T20:31:20.931823] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-12-24T20:31:20.931946] [INFO ] [sig       ] SBSI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:21.071238] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SBSI.txt
[2025-12-24T20:31:21.071375] [INFO ] [sig       ] [2809/3551] Completed SBSI in 0.3s | 2.88 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-24T20:31:21.071416] [INFO ] [sig       ] [2810/3551] Forecasting SBUX...
[2025-12-24T20:31:21.071444] [INFO ] [sig       ] Generating forecast for: SBUX
[2025-12-24T20:31:21.071474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2025-12-24T20:31:21.082897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2025-12-24T20:31:21.083195] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2025-12-24T20:31:21.083956] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2025-12-24T20:31:21.084009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:21.084041] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:21.084067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:21.084134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:21.139487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:21.140129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:21.140206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:21.140239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:21.261850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:21.262001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:21.262041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:21.262069] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:21.265446] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: UP (p=90.37%)
[2025-12-24T20:31:21.265923] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2025-12-24T20:31:21.266043] [INFO ] [sig       ] SBUX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:21.412523] [INFO ] [LOCAL     ] Saved forecast: SBUX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SBUX.txt
[2025-12-24T20:31:21.412706] [INFO ] [sig       ] [2810/3551] Completed SBUX in 0.3s | 2.88 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-24T20:31:21.412747] [INFO ] [sig       ] [2811/3551] Forecasting SCD...
[2025-12-24T20:31:21.412776] [INFO ] [sig       ] Generating forecast for: SCD
[2025-12-24T20:31:21.412807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-12-24T20:31:21.425416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2025-12-24T20:31:21.425928] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-12-24T20:31:21.426873] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-12-24T20:31:21.426925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:21.426958] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:21.426983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:21.427039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:21.484538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:21.485349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:21.485433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:21.485466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:21.602627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:21.602782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:21.602821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:21.602850] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:21.606180] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: DOWN (p=36.94%)
[2025-12-24T20:31:21.606475] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-12-24T20:31:21.606622] [INFO ] [sig       ] SCD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:21.750327] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SCD.txt
[2025-12-24T20:31:21.750476] [INFO ] [sig       ] [2811/3551] Completed SCD in 0.3s | 2.88 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-24T20:31:21.750516] [INFO ] [sig       ] [2812/3551] Forecasting SCHL...
[2025-12-24T20:31:21.750546] [INFO ] [sig       ] Generating forecast for: SCHL
[2025-12-24T20:31:21.750594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2025-12-24T20:31:21.762935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2025-12-24T20:31:21.763302] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2025-12-24T20:31:21.764110] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2025-12-24T20:31:21.764197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:21.764232] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:21.764260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:21.764317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:21.821508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:21.822373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:21.822459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:21.822493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:21.945850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:21.945998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:21.946037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:21.946064] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:21.949747] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: DOWN (p=2.28%)
[2025-12-24T20:31:21.950013] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2025-12-24T20:31:21.950133] [INFO ] [sig       ] SCHL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:22.096080] [INFO ] [LOCAL     ] Saved forecast: SCHL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SCHL.txt
[2025-12-24T20:31:22.096225] [INFO ] [sig       ] [2812/3551] Completed SCHL in 0.3s | 2.88 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-24T20:31:22.096265] [INFO ] [sig       ] [2813/3551] Forecasting SCI...
[2025-12-24T20:31:22.096294] [INFO ] [sig       ] Generating forecast for: SCI
[2025-12-24T20:31:22.096323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-12-24T20:31:22.108284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2025-12-24T20:31:22.108840] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-12-24T20:31:22.109789] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-12-24T20:31:22.109842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:22.109875] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:22.109902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:22.109958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:22.171279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:22.172188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:22.172271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:22.172303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:22.300884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:22.301042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:22.301081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:22.301111] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:22.304644] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: DOWN (p=33.69%)
[2025-12-24T20:31:22.304964] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-12-24T20:31:22.305102] [INFO ] [sig       ] SCI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:22.457246] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SCI.txt
[2025-12-24T20:31:22.457401] [INFO ] [sig       ] [2813/3551] Completed SCI in 0.4s | 2.88 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-24T20:31:22.457444] [INFO ] [sig       ] [2814/3551] Forecasting SCL...
[2025-12-24T20:31:22.457474] [INFO ] [sig       ] Generating forecast for: SCL
[2025-12-24T20:31:22.457505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-12-24T20:31:22.470989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2025-12-24T20:31:22.471341] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-12-24T20:31:22.472121] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-12-24T20:31:22.472172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:22.472229] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:22.472257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:22.472313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:22.532050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:22.532910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:22.532992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:22.533024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:22.649433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:22.649605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:22.649649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:22.649678] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:22.652943] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: UP (p=78.13%)
[2025-12-24T20:31:22.653212] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-12-24T20:31:22.653335] [INFO ] [sig       ] SCL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:22.794118] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SCL.txt
[2025-12-24T20:31:22.794267] [INFO ] [sig       ] [2814/3551] Completed SCL in 0.3s | 2.88 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-24T20:31:22.794307] [INFO ] [sig       ] [2815/3551] Forecasting SCM...
[2025-12-24T20:31:22.794337] [INFO ] [sig       ] Generating forecast for: SCM
[2025-12-24T20:31:22.794366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-12-24T20:31:22.805477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2025-12-24T20:31:22.805858] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-12-24T20:31:22.806637] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-12-24T20:31:22.806689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:22.806720] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:22.806746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:22.806802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:22.866125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:22.867177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:22.867260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:22.867291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:22.981847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:22.981992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:22.982031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:22.982060] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:22.985327] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=87.60%)
[2025-12-24T20:31:22.985605] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-12-24T20:31:22.985726] [INFO ] [sig       ] SCM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:23.127877] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SCM.txt
[2025-12-24T20:31:23.128033] [INFO ] [sig       ] [2815/3551] Completed SCM in 0.3s | 2.88 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-24T20:31:23.128074] [INFO ] [sig       ] [2816/3551] Forecasting SCSC...
[2025-12-24T20:31:23.128105] [INFO ] [sig       ] Generating forecast for: SCSC
[2025-12-24T20:31:23.128135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2025-12-24T20:31:23.140491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2025-12-24T20:31:23.141063] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2025-12-24T20:31:23.141846] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2025-12-24T20:31:23.141929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:23.141963] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:23.141990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:23.142046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:23.198135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:23.199006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:23.199094] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:23.199126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:23.318519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:23.318683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:23.318722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:23.318749] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:23.322687] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: UP (p=94.51%)
[2025-12-24T20:31:23.322956] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2025-12-24T20:31:23.323080] [INFO ] [sig       ] SCSC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:23.459819] [INFO ] [LOCAL     ] Saved forecast: SCSC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SCSC.txt
[2025-12-24T20:31:23.459966] [INFO ] [sig       ] [2816/3551] Completed SCSC in 0.3s | 2.88 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-24T20:31:23.460005] [INFO ] [sig       ] [2817/3551] Forecasting SCVL...
[2025-12-24T20:31:23.460034] [INFO ] [sig       ] Generating forecast for: SCVL
[2025-12-24T20:31:23.460065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2025-12-24T20:31:23.471754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2025-12-24T20:31:23.472116] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2025-12-24T20:31:23.472935] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2025-12-24T20:31:23.472991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:23.473023] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:23.473052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:23.473108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:23.529230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:23.530063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:23.530146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:23.530179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:23.648039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:23.648188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:23.648227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:23.648284] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:23.651600] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: DOWN (p=24.15%)
[2025-12-24T20:31:23.651880] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2025-12-24T20:31:23.652000] [INFO ] [sig       ] SCVL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:23.789838] [INFO ] [LOCAL     ] Saved forecast: SCVL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SCVL.txt
[2025-12-24T20:31:23.789959] [INFO ] [sig       ] [2817/3551] Completed SCVL in 0.3s | 2.88 sym/s | Total: 16.3m | ETA: 4.3m
[2025-12-24T20:31:23.789998] [INFO ] [sig       ] [2818/3551] Forecasting SCZ...
[2025-12-24T20:31:23.790027] [INFO ] [sig       ] Generating forecast for: SCZ
[2025-12-24T20:31:23.790057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2025-12-24T20:31:23.800956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2025-12-24T20:31:23.801231] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2025-12-24T20:31:23.802007] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2025-12-24T20:31:23.802059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:23.802091] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:23.802117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:23.802174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:23.861714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:23.862547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:23.862654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:23.862691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:23.978824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:23.978960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:23.978998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:23.979026] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:23.982331] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: DOWN (p=6.45%)
[2025-12-24T20:31:23.982612] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2025-12-24T20:31:23.982739] [INFO ] [sig       ] SCZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:24.124859] [INFO ] [LOCAL     ] Saved forecast: SCZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SCZ.txt
[2025-12-24T20:31:24.125024] [INFO ] [sig       ] [2818/3551] Completed SCZ in 0.3s | 2.88 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-24T20:31:24.125065] [INFO ] [sig       ] [2819/3551] Forecasting SD...
[2025-12-24T20:31:24.125095] [INFO ] [sig       ] Generating forecast for: SD
[2025-12-24T20:31:24.125125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-12-24T20:31:24.136993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2025-12-24T20:31:24.137292] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-12-24T20:31:24.138242] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-12-24T20:31:24.138294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:24.138325] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:24.138352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:24.138412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:24.195851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:24.196682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:24.196960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:24.196994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:24.318555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:24.318722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:24.318778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:24.318810] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:24.322124] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: UP (p=78.52%)
[2025-12-24T20:31:24.322395] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-12-24T20:31:24.322517] [INFO ] [sig       ] SD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:24.462726] [INFO ] [LOCAL     ] Saved forecast: SD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SD.txt
[2025-12-24T20:31:24.462882] [INFO ] [sig       ] [2819/3551] Completed SD in 0.3s | 2.88 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-24T20:31:24.462933] [INFO ] [sig       ] [2820/3551] Forecasting SDA...
[2025-12-24T20:31:24.462971] [INFO ] [sig       ] Generating forecast for: SDA
[2025-12-24T20:31:24.463004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2025-12-24T20:31:24.475408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2025-12-24T20:31:24.475786] [INFO ] [FORECASTER] Starting predict_future for SDA
[2025-12-24T20:31:24.476655] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2025-12-24T20:31:24.476718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:24.476763] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:24.476803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:24.476875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:24.543381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:24.544222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:24.544314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:24.544359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:24.677163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:24.677325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:24.677383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:24.677418] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:24.681211] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: UP (p=81.16%)
[2025-12-24T20:31:24.681529] [INFO ] [FORECASTER] Completed predict_future for SDA
[2025-12-24T20:31:24.681680] [INFO ] [sig       ] SDA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:24.835846] [INFO ] [LOCAL     ] Saved forecast: SDA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SDA.txt
[2025-12-24T20:31:24.836006] [INFO ] [sig       ] [2820/3551] Completed SDA in 0.4s | 2.88 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-24T20:31:24.836047] [INFO ] [sig       ] [2821/3551] Forecasting SDHY...
[2025-12-24T20:31:24.836078] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-12-24T20:31:24.836108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-12-24T20:31:24.848875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2025-12-24T20:31:24.849202] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-12-24T20:31:24.850416] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-12-24T20:31:24.850474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:24.850520] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:24.850776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:24.850857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:24.912063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:24.912798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:24.912883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:24.912918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:25.039645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:25.039804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:25.039845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:25.039875] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:25.043284] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: DOWN (p=40.01%)
[2025-12-24T20:31:25.043590] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-12-24T20:31:25.043720] [INFO ] [sig       ] SDHY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:25.195083] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SDHY.txt
[2025-12-24T20:31:25.195224] [INFO ] [sig       ] [2821/3551] Completed SDHY in 0.4s | 2.88 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-24T20:31:25.195266] [INFO ] [sig       ] [2822/3551] Forecasting SDRL...
[2025-12-24T20:31:25.195296] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-12-24T20:31:25.195327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-12-24T20:31:25.207537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2025-12-24T20:31:25.207913] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-12-24T20:31:25.208699] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-12-24T20:31:25.208751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:25.208783] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:25.208810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:25.208866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:25.267768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:25.268954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:25.269036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:25.269069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:25.388534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:25.388707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:25.388747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:25.388775] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:25.392072] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: UP (p=87.07%)
[2025-12-24T20:31:25.392334] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-12-24T20:31:25.392459] [INFO ] [sig       ] SDRL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:25.536614] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SDRL.txt
[2025-12-24T20:31:25.536755] [INFO ] [sig       ] [2822/3551] Completed SDRL in 0.3s | 2.88 sym/s | Total: 16.3m | ETA: 4.2m
[2025-12-24T20:31:25.536798] [INFO ] [sig       ] [2823/3551] Forecasting SDVY...
[2025-12-24T20:31:25.536828] [INFO ] [sig       ] Generating forecast for: SDVY
[2025-12-24T20:31:25.536859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2025-12-24T20:31:25.550834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2025-12-24T20:31:25.551295] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2025-12-24T20:31:25.552408] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2025-12-24T20:31:25.552478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:25.552535] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:25.552593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:25.552682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:25.621565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:25.622411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:25.622494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:25.622528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:25.745770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:25.745940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:25.745983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:25.746014] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:25.749413] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: DOWN (p=5.72%)
[2025-12-24T20:31:25.749717] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2025-12-24T20:31:25.749842] [INFO ] [sig       ] SDVY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:25.892132] [INFO ] [LOCAL     ] Saved forecast: SDVY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SDVY.txt
[2025-12-24T20:31:25.892253] [INFO ] [sig       ] [2823/3551] Completed SDVY in 0.4s | 2.88 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-24T20:31:25.892292] [INFO ] [sig       ] [2824/3551] Forecasting SE...
[2025-12-24T20:31:25.892321] [INFO ] [sig       ] Generating forecast for: SE
[2025-12-24T20:31:25.892351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-12-24T20:31:25.903649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2025-12-24T20:31:25.903912] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-12-24T20:31:25.904656] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-12-24T20:31:25.904708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:25.904740] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:25.904767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:25.904823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:25.961862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:25.962497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:25.962619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:25.962657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:26.086976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:26.087123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:26.087163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:26.087193] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:26.090631] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: DOWN (p=25.78%)
[2025-12-24T20:31:26.090911] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-12-24T20:31:26.091033] [INFO ] [sig       ] SE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:26.231872] [INFO ] [LOCAL     ] Saved forecast: SE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SE.txt
[2025-12-24T20:31:26.232003] [INFO ] [sig       ] [2824/3551] Completed SE in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-24T20:31:26.232044] [INFO ] [sig       ] [2825/3551] Forecasting SEDG...
[2025-12-24T20:31:26.232075] [INFO ] [sig       ] Generating forecast for: SEDG
[2025-12-24T20:31:26.232107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2025-12-24T20:31:26.247008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2025-12-24T20:31:26.247473] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2025-12-24T20:31:26.248533] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2025-12-24T20:31:26.248624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:26.248677] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:26.248723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:26.248814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:26.312720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:26.313796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:26.313879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:26.313912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:26.435912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:26.436068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:26.436109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:26.436139] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:26.439565] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: DOWN (p=0.68%)
[2025-12-24T20:31:26.439919] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2025-12-24T20:31:26.440048] [INFO ] [sig       ] SEDG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:26.588177] [INFO ] [LOCAL     ] Saved forecast: SEDG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SEDG.txt
[2025-12-24T20:31:26.588358] [INFO ] [sig       ] [2825/3551] Completed SEDG in 0.4s | 2.88 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-24T20:31:26.588419] [INFO ] [sig       ] [2826/3551] Forecasting SEE...
[2025-12-24T20:31:26.588451] [INFO ] [sig       ] Generating forecast for: SEE
[2025-12-24T20:31:26.588481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-12-24T20:31:26.600521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2025-12-24T20:31:26.600965] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-12-24T20:31:26.601811] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-12-24T20:31:26.601866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:26.601898] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:26.601927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:26.601985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:26.660521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:26.661866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:26.661965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:26.662000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:26.801195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:26.801349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:26.801388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:26.801418] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:26.804811] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: DOWN (p=10.48%)
[2025-12-24T20:31:26.805095] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-12-24T20:31:26.805218] [INFO ] [sig       ] SEE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:26.945526] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SEE.txt
[2025-12-24T20:31:26.945668] [INFO ] [sig       ] [2826/3551] Completed SEE in 0.4s | 2.88 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-24T20:31:26.945711] [INFO ] [sig       ] [2827/3551] Forecasting SEIC...
[2025-12-24T20:31:26.945747] [INFO ] [sig       ] Generating forecast for: SEIC
[2025-12-24T20:31:26.945778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2025-12-24T20:31:26.957258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2025-12-24T20:31:26.957636] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2025-12-24T20:31:26.958415] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2025-12-24T20:31:26.958469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:26.958502] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:26.958529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:26.958610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:27.016153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:27.016907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:27.016991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:27.017025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:27.135169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:27.135318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:27.135358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:27.135389] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:27.138762] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: DOWN (p=9.98%)
[2025-12-24T20:31:27.139043] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2025-12-24T20:31:27.139172] [INFO ] [sig       ] SEIC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:27.283215] [INFO ] [LOCAL     ] Saved forecast: SEIC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SEIC.txt
[2025-12-24T20:31:27.283367] [INFO ] [sig       ] [2827/3551] Completed SEIC in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-24T20:31:27.283408] [INFO ] [sig       ] [2828/3551] Forecasting SELF...
[2025-12-24T20:31:27.283437] [INFO ] [sig       ] Generating forecast for: SELF
[2025-12-24T20:31:27.283467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2025-12-24T20:31:27.294092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2025-12-24T20:31:27.294371] [INFO ] [FORECASTER] Starting predict_future for SELF
[2025-12-24T20:31:27.295139] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2025-12-24T20:31:27.295190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:27.295222] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:27.295248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:27.295305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:27.352029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:27.352701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:27.352783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:27.352817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:27.462881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:27.463028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:27.463068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:27.463097] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:27.466663] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: UP (p=64.33%)
[2025-12-24T20:31:27.466953] [INFO ] [FORECASTER] Completed predict_future for SELF
[2025-12-24T20:31:27.467108] [INFO ] [sig       ] SELF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:27.610624] [INFO ] [LOCAL     ] Saved forecast: SELF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SELF.txt
[2025-12-24T20:31:27.610944] [INFO ] [sig       ] [2828/3551] Completed SELF in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-24T20:31:27.610984] [INFO ] [sig       ] [2829/3551] Forecasting SEM...
[2025-12-24T20:31:27.611014] [INFO ] [sig       ] Generating forecast for: SEM
[2025-12-24T20:31:27.611045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-12-24T20:31:27.622390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2025-12-24T20:31:27.622669] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-12-24T20:31:27.623428] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-12-24T20:31:27.623482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:27.623516] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:27.623543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:27.623620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:27.680216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:27.680904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:27.680987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:27.681020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:27.800872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:27.801029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:27.801067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:27.801096] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:27.804431] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: UP (p=50.96%)
[2025-12-24T20:31:27.804722] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-12-24T20:31:27.804846] [INFO ] [sig       ] SEM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:27.944435] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SEM.txt
[2025-12-24T20:31:27.944597] [INFO ] [sig       ] [2829/3551] Completed SEM in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-24T20:31:27.944639] [INFO ] [sig       ] [2830/3551] Forecasting SENEA...
[2025-12-24T20:31:27.944669] [INFO ] [sig       ] Generating forecast for: SENEA
[2025-12-24T20:31:27.944699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2025-12-24T20:31:27.955440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2025-12-24T20:31:27.955747] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2025-12-24T20:31:27.956485] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2025-12-24T20:31:27.956547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:27.956630] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:27.956667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:27.956742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:28.013830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:28.014617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:28.014702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:28.014736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:28.128537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:28.128702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:28.128741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:28.128789] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:28.132132] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: DOWN (p=21.70%)
[2025-12-24T20:31:28.132395] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2025-12-24T20:31:28.132515] [INFO ] [sig       ] SENEA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:28.276448] [INFO ] [LOCAL     ] Saved forecast: SENEA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SENEA.txt
[2025-12-24T20:31:28.276654] [INFO ] [sig       ] [2830/3551] Completed SENEA in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-24T20:31:28.276706] [INFO ] [sig       ] [2831/3551] Forecasting SENS...
[2025-12-24T20:31:28.276735] [INFO ] [sig       ] Generating forecast for: SENS
[2025-12-24T20:31:28.276764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2025-12-24T20:31:28.288636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2025-12-24T20:31:28.288986] [INFO ] [FORECASTER] Starting predict_future for SENS
[2025-12-24T20:31:28.289823] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2025-12-24T20:31:28.289876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:28.289939] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:28.289967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:28.290023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:28.345958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:28.346675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:28.346757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:28.346790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:28.472844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:28.473016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:28.473059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:28.473089] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:28.476678] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: DOWN (p=40.92%)
[2025-12-24T20:31:28.477012] [INFO ] [FORECASTER] Completed predict_future for SENS
[2025-12-24T20:31:28.477174] [INFO ] [sig       ] SENS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:28.628378] [INFO ] [LOCAL     ] Saved forecast: SENS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SENS.txt
[2025-12-24T20:31:28.628532] [INFO ] [sig       ] [2831/3551] Completed SENS in 0.4s | 2.88 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-24T20:31:28.628594] [INFO ] [sig       ] [2832/3551] Forecasting SERA...
[2025-12-24T20:31:28.628628] [INFO ] [sig       ] Generating forecast for: SERA
[2025-12-24T20:31:28.628672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2025-12-24T20:31:28.640787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2025-12-24T20:31:28.641078] [INFO ] [FORECASTER] Starting predict_future for SERA
[2025-12-24T20:31:28.641907] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2025-12-24T20:31:28.641960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:28.641993] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:28.642019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:28.642080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:28.700024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:28.700891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:28.700996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:28.701031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:28.829861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:28.830017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:28.830060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:28.830096] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:28.833556] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: DOWN (p=1.14%)
[2025-12-24T20:31:28.833851] [INFO ] [FORECASTER] Completed predict_future for SERA
[2025-12-24T20:31:28.833974] [INFO ] [sig       ] SERA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:28.982180] [INFO ] [LOCAL     ] Saved forecast: SERA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SERA.txt
[2025-12-24T20:31:28.982359] [INFO ] [sig       ] [2832/3551] Completed SERA in 0.4s | 2.88 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-24T20:31:28.982409] [INFO ] [sig       ] [2833/3551] Forecasting SES...
[2025-12-24T20:31:28.982441] [INFO ] [sig       ] Generating forecast for: SES
[2025-12-24T20:31:28.982473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-12-24T20:31:28.994641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2025-12-24T20:31:28.995037] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-12-24T20:31:28.996296] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-12-24T20:31:28.996360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:28.996401] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:28.996435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:28.996512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:29.057118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:29.057960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:29.058045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:29.058081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:29.181087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:29.181230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:29.181271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:29.181301] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:29.184719] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: UP (p=77.57%)
[2025-12-24T20:31:29.185006] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-12-24T20:31:29.185130] [INFO ] [sig       ] SES: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:29.325670] [INFO ] [LOCAL     ] Saved forecast: SES	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SES.txt
[2025-12-24T20:31:29.325800] [INFO ] [sig       ] [2833/3551] Completed SES in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-24T20:31:29.325842] [INFO ] [sig       ] [2834/3551] Forecasting SEVN...
[2025-12-24T20:31:29.325873] [INFO ] [sig       ] Generating forecast for: SEVN
[2025-12-24T20:31:29.325905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2025-12-24T20:31:29.337253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2025-12-24T20:31:29.337553] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2025-12-24T20:31:29.338320] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2025-12-24T20:31:29.338372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:29.338404] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:29.338449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:29.338509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:29.394054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:29.394796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:29.394879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:29.394911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:29.512181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:29.512330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:29.512370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:29.512433] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:29.516459] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2025-12-24T20:31:29.516935] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2025-12-24T20:31:29.517061] [INFO ] [sig       ] SEVN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:29.657701] [INFO ] [LOCAL     ] Saved forecast: SEVN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SEVN.txt
[2025-12-24T20:31:29.657841] [INFO ] [sig       ] [2834/3551] Completed SEVN in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.2m
[2025-12-24T20:31:29.657880] [INFO ] [sig       ] [2835/3551] Forecasting SEZL...
[2025-12-24T20:31:29.657910] [INFO ] [sig       ] Generating forecast for: SEZL
[2025-12-24T20:31:29.657940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2025-12-24T20:31:29.670518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2025-12-24T20:31:29.670859] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2025-12-24T20:31:29.671649] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2025-12-24T20:31:29.671702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:29.671735] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:29.671762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:29.671819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:29.736598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:29.737438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:29.737539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:29.737616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:29.856844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:29.856986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:29.857026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:29.857056] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:29.860745] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-12-24T20:31:29.861043] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2025-12-24T20:31:29.861171] [INFO ] [sig       ] SEZL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:30.017144] [INFO ] [LOCAL     ] Saved forecast: SEZL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SEZL.txt
[2025-12-24T20:31:30.017305] [INFO ] [sig       ] [2835/3551] Completed SEZL in 0.4s | 2.88 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-24T20:31:30.017353] [INFO ] [sig       ] [2836/3551] Forecasting SF...
[2025-12-24T20:31:30.017384] [INFO ] [sig       ] Generating forecast for: SF
[2025-12-24T20:31:30.017415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-12-24T20:31:30.028935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2025-12-24T20:31:30.029216] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-12-24T20:31:30.030180] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-12-24T20:31:30.030234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:30.030266] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:30.030293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:30.030352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:30.098098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:30.099070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:30.099168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:30.099203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:30.220619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:30.220768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:30.220809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:30.220839] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:30.224499] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-12-24T20:31:30.224785] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-12-24T20:31:30.224904] [INFO ] [sig       ] SF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:30.362046] [INFO ] [LOCAL     ] Saved forecast: SF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SF.txt
[2025-12-24T20:31:30.362155] [INFO ] [sig       ] [2836/3551] Completed SF in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-24T20:31:30.362193] [INFO ] [sig       ] [2837/3551] Forecasting SFB...
[2025-12-24T20:31:30.362221] [INFO ] [sig       ] Generating forecast for: SFB
[2025-12-24T20:31:30.362251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-12-24T20:31:30.373135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2025-12-24T20:31:30.373411] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-12-24T20:31:30.374167] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-12-24T20:31:30.374219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:30.374250] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:30.374277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:30.374333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:30.430606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:30.431249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:30.431333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:30.431364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:30.538588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:30.538730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:30.538771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:30.538800] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:30.542104] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: UP (p=93.15%)
[2025-12-24T20:31:30.542374] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-12-24T20:31:30.542497] [INFO ] [sig       ] SFB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:30.680392] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SFB.txt
[2025-12-24T20:31:30.680514] [INFO ] [sig       ] [2837/3551] Completed SFB in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-24T20:31:30.680554] [INFO ] [sig       ] [2838/3551] Forecasting SFBS...
[2025-12-24T20:31:30.680603] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-12-24T20:31:30.680642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-12-24T20:31:30.691635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2025-12-24T20:31:30.692119] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-12-24T20:31:30.692892] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-12-24T20:31:30.692944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:30.692977] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:30.693003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:30.693060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:30.748651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:30.749245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:30.749343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:30.749375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:30.870219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:30.870361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:30.870399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:30.870427] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:30.873732] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: DOWN (p=39.64%)
[2025-12-24T20:31:30.874004] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-12-24T20:31:30.874130] [INFO ] [sig       ] SFBS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:31.012520] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SFBS.txt
[2025-12-24T20:31:31.012677] [INFO ] [sig       ] [2838/3551] Completed SFBS in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-24T20:31:31.012718] [INFO ] [sig       ] [2839/3551] Forecasting SFIX...
[2025-12-24T20:31:31.012748] [INFO ] [sig       ] Generating forecast for: SFIX
[2025-12-24T20:31:31.012776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2025-12-24T20:31:31.023952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2025-12-24T20:31:31.024284] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2025-12-24T20:31:31.025263] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2025-12-24T20:31:31.025316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:31.025347] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:31.025373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:31.025431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:31.081528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:31.082197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:31.082281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:31.082313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:31.199399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:31.199536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:31.199593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:31.199624] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:31.202901] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: DOWN (p=29.44%)
[2025-12-24T20:31:31.203169] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2025-12-24T20:31:31.203288] [INFO ] [sig       ] SFIX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:31.343744] [INFO ] [LOCAL     ] Saved forecast: SFIX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SFIX.txt
[2025-12-24T20:31:31.344036] [INFO ] [sig       ] [2839/3551] Completed SFIX in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-24T20:31:31.344075] [INFO ] [sig       ] [2840/3551] Forecasting SFL...
[2025-12-24T20:31:31.344104] [INFO ] [sig       ] Generating forecast for: SFL
[2025-12-24T20:31:31.344134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-12-24T20:31:31.356848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2025-12-24T20:31:31.357120] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-12-24T20:31:31.357886] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-12-24T20:31:31.357937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:31.357969] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:31.357996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:31.358056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:31.418472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:31.419229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:31.419335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:31.419375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:31.542204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:31.542346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:31.542387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:31.542416] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:31.545800] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: UP (p=88.52%)
[2025-12-24T20:31:31.546063] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-12-24T20:31:31.546189] [INFO ] [sig       ] SFL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:31.684999] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SFL.txt
[2025-12-24T20:31:31.685125] [INFO ] [sig       ] [2840/3551] Completed SFL in 0.3s | 2.88 sym/s | Total: 16.4m | ETA: 4.1m
[2025-12-24T20:31:31.685165] [INFO ] [sig       ] [2841/3551] Forecasting SFLO...
[2025-12-24T20:31:31.685194] [INFO ] [sig       ] Generating forecast for: SFLO
[2025-12-24T20:31:31.685224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2025-12-24T20:31:31.696334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2025-12-24T20:31:31.696671] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2025-12-24T20:31:31.697456] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2025-12-24T20:31:31.697508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:31.697540] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:31.697568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:31.697659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:31.754972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:31.755861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:31.755980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:31.756029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:31.885491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:31.885657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:31.885698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:31.885727] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:31.889059] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: DOWN (p=42.88%)
[2025-12-24T20:31:31.889372] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2025-12-24T20:31:31.889505] [INFO ] [sig       ] SFLO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:32.029193] [INFO ] [LOCAL     ] Saved forecast: SFLO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SFLO.txt
[2025-12-24T20:31:32.029352] [INFO ] [sig       ] [2841/3551] Completed SFLO in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-24T20:31:32.029393] [INFO ] [sig       ] [2842/3551] Forecasting SFM...
[2025-12-24T20:31:32.029424] [INFO ] [sig       ] Generating forecast for: SFM
[2025-12-24T20:31:32.029455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2025-12-24T20:31:32.041000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2025-12-24T20:31:32.041359] [INFO ] [FORECASTER] Starting predict_future for SFM
[2025-12-24T20:31:32.042187] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2025-12-24T20:31:32.042243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:32.042275] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:32.042302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:32.042358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:32.098518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:32.099209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:32.099304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:32.099338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:32.216189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:32.216338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:32.216376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:32.216405] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:32.219694] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: UP (p=66.12%)
[2025-12-24T20:31:32.219962] [INFO ] [FORECASTER] Completed predict_future for SFM
[2025-12-24T20:31:32.220082] [INFO ] [sig       ] SFM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:32.358454] [INFO ] [LOCAL     ] Saved forecast: SFM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SFM.txt
[2025-12-24T20:31:32.358602] [INFO ] [sig       ] [2842/3551] Completed SFM in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-24T20:31:32.358645] [INFO ] [sig       ] [2843/3551] Forecasting SFNC...
[2025-12-24T20:31:32.358677] [INFO ] [sig       ] Generating forecast for: SFNC
[2025-12-24T20:31:32.358710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2025-12-24T20:31:32.369881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2025-12-24T20:31:32.370196] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2025-12-24T20:31:32.371008] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2025-12-24T20:31:32.371062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:32.371093] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:32.371121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:32.371179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:32.427438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:32.428092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:32.428171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:32.428203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:32.547224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:32.547372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:32.547411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:32.547440] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:32.550929] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: UP (p=99.28%)
[2025-12-24T20:31:32.551207] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2025-12-24T20:31:32.551329] [INFO ] [sig       ] SFNC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:32.690206] [INFO ] [LOCAL     ] Saved forecast: SFNC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SFNC.txt
[2025-12-24T20:31:32.690346] [INFO ] [sig       ] [2843/3551] Completed SFNC in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-24T20:31:32.690384] [INFO ] [sig       ] [2844/3551] Forecasting SG...
[2025-12-24T20:31:32.690414] [INFO ] [sig       ] Generating forecast for: SG
[2025-12-24T20:31:32.690444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-12-24T20:31:32.702085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2025-12-24T20:31:32.702443] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-12-24T20:31:32.703270] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-12-24T20:31:32.703323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:32.703356] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:32.703384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:32.703441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:32.760881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:32.761694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:32.761779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:32.761812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:32.881305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:32.881454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:32.881492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:32.881520] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:32.884843] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: UP (p=53.21%)
[2025-12-24T20:31:32.885112] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-12-24T20:31:32.885233] [INFO ] [sig       ] SG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:33.023263] [INFO ] [LOCAL     ] Saved forecast: SG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SG.txt
[2025-12-24T20:31:33.023424] [INFO ] [sig       ] [2844/3551] Completed SG in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-24T20:31:33.023465] [INFO ] [sig       ] [2845/3551] Forecasting SGBX...
[2025-12-24T20:31:33.023494] [INFO ] [sig       ] Generating forecast for: SGBX
[2025-12-24T20:31:33.023524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'.
[2025-12-24T20:31:33.034980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGBX'.
[2025-12-24T20:31:33.035282] [INFO ] [FORECASTER] Starting predict_future for SGBX
[2025-12-24T20:31:33.036137] [DEBUG] [LOCAL     ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt
[2025-12-24T20:31:33.036191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:33.036224] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:33.036253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:33.036310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:33.092323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:33.092937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:33.093017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:33.093049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:33.212361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:33.212509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:33.212549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:33.212600] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:33.215962] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: DOWN (p=38.39%)
[2025-12-24T20:31:33.216226] [INFO ] [FORECASTER] Completed predict_future for SGBX
[2025-12-24T20:31:33.216343] [INFO ] [sig       ] SGBX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:33.356433] [INFO ] [LOCAL     ] Saved forecast: SGBX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SGBX.txt
[2025-12-24T20:31:33.356558] [INFO ] [sig       ] [2845/3551] Completed SGBX in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-24T20:31:33.356615] [INFO ] [sig       ] [2846/3551] Forecasting SGC...
[2025-12-24T20:31:33.356645] [INFO ] [sig       ] Generating forecast for: SGC
[2025-12-24T20:31:33.356674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2025-12-24T20:31:33.368079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2025-12-24T20:31:33.368536] [INFO ] [FORECASTER] Starting predict_future for SGC
[2025-12-24T20:31:33.369426] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2025-12-24T20:31:33.369489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:33.369522] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:33.369549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:33.369629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:33.427137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:33.427992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:33.428098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:33.428133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:33.552533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:33.552708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:33.552750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:33.552779] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:33.557390] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: DOWN (p=19.53%)
[2025-12-24T20:31:33.557716] [INFO ] [FORECASTER] Completed predict_future for SGC
[2025-12-24T20:31:33.557867] [INFO ] [sig       ] SGC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:33.708797] [INFO ] [LOCAL     ] Saved forecast: SGC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SGC.txt
[2025-12-24T20:31:33.708959] [INFO ] [sig       ] [2846/3551] Completed SGC in 0.4s | 2.88 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-24T20:31:33.709000] [INFO ] [sig       ] [2847/3551] Forecasting SGHC...
[2025-12-24T20:31:33.709029] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-12-24T20:31:33.709059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-12-24T20:31:33.720650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2025-12-24T20:31:33.720977] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-12-24T20:31:33.721772] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-12-24T20:31:33.721839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:33.721874] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:33.721902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:33.721959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:33.781159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:33.782022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:33.782105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:33.782138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:33.908902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:33.909064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:33.909104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:33.909134] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:33.913203] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: UP (p=99.35%)
[2025-12-24T20:31:33.913523] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-12-24T20:31:33.913687] [INFO ] [sig       ] SGHC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:34.058955] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SGHC.txt
[2025-12-24T20:31:34.059105] [INFO ] [sig       ] [2847/3551] Completed SGHC in 0.4s | 2.88 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-24T20:31:34.059143] [INFO ] [sig       ] [2848/3551] Forecasting SGRY...
[2025-12-24T20:31:34.059175] [INFO ] [sig       ] Generating forecast for: SGRY
[2025-12-24T20:31:34.059206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2025-12-24T20:31:34.074207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2025-12-24T20:31:34.074635] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2025-12-24T20:31:34.075539] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2025-12-24T20:31:34.075627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:34.075722] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:34.075762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:34.075851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:34.137746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:34.138653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:34.138739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:34.138771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:34.262529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:34.262704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:34.262744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:34.262772] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:34.266443] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: DOWN (p=5.48%)
[2025-12-24T20:31:34.266749] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2025-12-24T20:31:34.266871] [INFO ] [sig       ] SGRY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:34.407110] [INFO ] [LOCAL     ] Saved forecast: SGRY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SGRY.txt
[2025-12-24T20:31:34.407266] [INFO ] [sig       ] [2848/3551] Completed SGRY in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-24T20:31:34.407309] [INFO ] [sig       ] [2849/3551] Forecasting SHAK...
[2025-12-24T20:31:34.407338] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-12-24T20:31:34.407368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-12-24T20:31:34.423360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2025-12-24T20:31:34.423952] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-12-24T20:31:34.425098] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-12-24T20:31:34.425157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:34.425192] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:34.425220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:34.425281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:34.487113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:34.488384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:34.488487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:34.488523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:34.619946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:34.620182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:34.620231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:34.620263] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:34.624367] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: DOWN (p=3.65%)
[2025-12-24T20:31:34.624817] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-12-24T20:31:34.624962] [INFO ] [sig       ] SHAK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:34.773499] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SHAK.txt
[2025-12-24T20:31:34.773740] [INFO ] [sig       ] [2849/3551] Completed SHAK in 0.4s | 2.88 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-24T20:31:34.773794] [INFO ] [sig       ] [2850/3551] Forecasting SHBI...
[2025-12-24T20:31:34.773825] [INFO ] [sig       ] Generating forecast for: SHBI
[2025-12-24T20:31:34.773865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2025-12-24T20:31:34.787723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2025-12-24T20:31:34.788099] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2025-12-24T20:31:34.789022] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2025-12-24T20:31:34.789078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:34.789114] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:34.789143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:34.789203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:34.849764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:34.850942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:34.851046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:34.851082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:34.984836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:34.985072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:34.985119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:34.985149] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:34.989742] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: DOWN (p=41.06%)
[2025-12-24T20:31:34.990281] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2025-12-24T20:31:34.990444] [INFO ] [sig       ] SHBI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:35.142461] [INFO ] [LOCAL     ] Saved forecast: SHBI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SHBI.txt
[2025-12-24T20:31:35.142674] [INFO ] [sig       ] [2850/3551] Completed SHBI in 0.4s | 2.88 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-24T20:31:35.142729] [INFO ] [sig       ] [2851/3551] Forecasting SHC...
[2025-12-24T20:31:35.142762] [INFO ] [sig       ] Generating forecast for: SHC
[2025-12-24T20:31:35.142793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2025-12-24T20:31:35.154550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2025-12-24T20:31:35.154919] [INFO ] [FORECASTER] Starting predict_future for SHC
[2025-12-24T20:31:35.155759] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2025-12-24T20:31:35.155811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:35.155844] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:35.155871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:35.155927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:35.212035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:35.212909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:35.212998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:35.213031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:35.333393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:35.333551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:35.333610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:35.333674] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:35.337016] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: DOWN (p=4.76%)
[2025-12-24T20:31:35.337314] [INFO ] [FORECASTER] Completed predict_future for SHC
[2025-12-24T20:31:35.337437] [INFO ] [sig       ] SHC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:35.478115] [INFO ] [LOCAL     ] Saved forecast: SHC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SHC.txt
[2025-12-24T20:31:35.478261] [INFO ] [sig       ] [2851/3551] Completed SHC in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.1m
[2025-12-24T20:31:35.478302] [INFO ] [sig       ] [2852/3551] Forecasting SHCO...
[2025-12-24T20:31:35.478332] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-12-24T20:31:35.478363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-12-24T20:31:35.490539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHCO'.
[2025-12-24T20:31:35.490932] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-12-24T20:31:35.491728] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-12-24T20:31:35.491790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:35.491833] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:35.491859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:35.491915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:35.550245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:35.551156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:35.551247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:35.551279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:35.675755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:35.675911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:35.675951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:35.675978] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:35.679302] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=68.22%)
[2025-12-24T20:31:35.679602] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-12-24T20:31:35.679732] [INFO ] [sig       ] SHCO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:35.821528] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SHCO.txt
[2025-12-24T20:31:35.821672] [INFO ] [sig       ] [2852/3551] Completed SHCO in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-24T20:31:35.821713] [INFO ] [sig       ] [2853/3551] Forecasting SHEL...
[2025-12-24T20:31:35.821743] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-12-24T20:31:35.821772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-12-24T20:31:35.833494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2025-12-24T20:31:35.833792] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-12-24T20:31:35.834751] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-12-24T20:31:35.834801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:35.834833] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:35.834859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:35.834916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:35.893329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:35.893950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:35.894032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:35.894063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:36.019989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:36.020140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:36.020184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:36.020215] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:36.023771] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: UP (p=76.60%)
[2025-12-24T20:31:36.024219] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-12-24T20:31:36.024362] [INFO ] [sig       ] SHEL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:36.164370] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SHEL.txt
[2025-12-24T20:31:36.164496] [INFO ] [sig       ] [2853/3551] Completed SHEL in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-24T20:31:36.164535] [INFO ] [sig       ] [2854/3551] Forecasting SHEN...
[2025-12-24T20:31:36.164565] [INFO ] [sig       ] Generating forecast for: SHEN
[2025-12-24T20:31:36.164614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2025-12-24T20:31:36.176639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2025-12-24T20:31:36.176934] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2025-12-24T20:31:36.177698] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2025-12-24T20:31:36.177749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:36.177780] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:36.177806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:36.177862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:36.236062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:36.236732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:36.236814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:36.236847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:36.360409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:36.360561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:36.360633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:36.360666] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:36.364260] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: UP (p=75.21%)
[2025-12-24T20:31:36.364526] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2025-12-24T20:31:36.364672] [INFO ] [sig       ] SHEN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:36.509612] [INFO ] [LOCAL     ] Saved forecast: SHEN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SHEN.txt
[2025-12-24T20:31:36.509802] [INFO ] [sig       ] [2854/3551] Completed SHEN in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-24T20:31:36.509857] [INFO ] [sig       ] [2855/3551] Forecasting SHFS...
[2025-12-24T20:31:36.510090] [INFO ] [sig       ] Generating forecast for: SHFS
[2025-12-24T20:31:36.510131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'.
[2025-12-24T20:31:36.522276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHFS'.
[2025-12-24T20:31:36.522591] [INFO ] [FORECASTER] Starting predict_future for SHFS
[2025-12-24T20:31:36.523354] [DEBUG] [LOCAL     ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt
[2025-12-24T20:31:36.523407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:36.523440] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:36.523468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:36.523526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:36.582209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:36.583182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:36.583268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:36.583301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:36.703272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:36.703438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:36.703479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:36.703507] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:36.707321] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: UP (p=94.80%)
[2025-12-24T20:31:36.707616] [INFO ] [FORECASTER] Completed predict_future for SHFS
[2025-12-24T20:31:36.707742] [INFO ] [sig       ] SHFS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:36.852300] [INFO ] [LOCAL     ] Saved forecast: SHFS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SHFS.txt
[2025-12-24T20:31:36.852465] [INFO ] [sig       ] [2855/3551] Completed SHFS in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-24T20:31:36.852508] [INFO ] [sig       ] [2856/3551] Forecasting SHG...
[2025-12-24T20:31:36.852539] [INFO ] [sig       ] Generating forecast for: SHG
[2025-12-24T20:31:36.852589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-12-24T20:31:36.864634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2025-12-24T20:31:36.865040] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-12-24T20:31:36.865876] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-12-24T20:31:36.865932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:36.865964] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:36.865991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:36.866048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:36.923161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:36.924074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:36.924163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:36.924197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:37.047265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:37.047427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:37.047469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:37.047498] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:37.052415] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: DOWN (p=16.36%)
[2025-12-24T20:31:37.052860] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-12-24T20:31:37.053019] [INFO ] [sig       ] SHG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:37.196318] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SHG.txt
[2025-12-24T20:31:37.196438] [INFO ] [sig       ] [2856/3551] Completed SHG in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-24T20:31:37.196476] [INFO ] [sig       ] [2857/3551] Forecasting SHIP...
[2025-12-24T20:31:37.196506] [INFO ] [sig       ] Generating forecast for: SHIP
[2025-12-24T20:31:37.196536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2025-12-24T20:31:37.208360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2025-12-24T20:31:37.208650] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2025-12-24T20:31:37.209414] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2025-12-24T20:31:37.209465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:37.209496] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:37.209522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:37.209599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:37.267365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:37.268121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:37.268202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:37.268234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:37.388557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:37.388726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:37.388766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:37.388793] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:37.392183] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: DOWN (p=13.05%)
[2025-12-24T20:31:37.392445] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2025-12-24T20:31:37.392563] [INFO ] [sig       ] SHIP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:37.531966] [INFO ] [LOCAL     ] Saved forecast: SHIP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SHIP.txt
[2025-12-24T20:31:37.532103] [INFO ] [sig       ] [2857/3551] Completed SHIP in 0.3s | 2.88 sym/s | Total: 16.5m | ETA: 4.0m
[2025-12-24T20:31:37.532142] [INFO ] [sig       ] [2858/3551] Forecasting SHLS...
[2025-12-24T20:31:37.532171] [INFO ] [sig       ] Generating forecast for: SHLS
[2025-12-24T20:31:37.532202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2025-12-24T20:31:37.544113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2025-12-24T20:31:37.544452] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2025-12-24T20:31:37.545212] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2025-12-24T20:31:37.545263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:37.545306] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:37.545336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:37.545392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:37.603244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:37.604059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:37.604177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:37.604212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:37.727980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:37.728172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:37.728228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:37.728268] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:37.732566] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: DOWN (p=41.95%)
[2025-12-24T20:31:37.732887] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2025-12-24T20:31:37.733018] [INFO ] [sig       ] SHLS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:37.886090] [INFO ] [LOCAL     ] Saved forecast: SHLS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SHLS.txt
[2025-12-24T20:31:37.886261] [INFO ] [sig       ] [2858/3551] Completed SHLS in 0.4s | 2.88 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-24T20:31:37.886306] [INFO ] [sig       ] [2859/3551] Forecasting SHO...
[2025-12-24T20:31:37.886337] [INFO ] [sig       ] Generating forecast for: SHO
[2025-12-24T20:31:37.886368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-12-24T20:31:37.898959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2025-12-24T20:31:37.899382] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-12-24T20:31:37.900229] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-12-24T20:31:37.900283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:37.900316] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:37.900343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:37.900399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:37.963059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:37.963957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:37.964056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:37.964091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:38.098917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:38.099081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:38.099120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:38.099149] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:38.102616] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: UP (p=57.94%)
[2025-12-24T20:31:38.102896] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-12-24T20:31:38.103024] [INFO ] [sig       ] SHO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:38.261597] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SHO.txt
[2025-12-24T20:31:38.261764] [INFO ] [sig       ] [2859/3551] Completed SHO in 0.4s | 2.88 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-24T20:31:38.261807] [INFO ] [sig       ] [2860/3551] Forecasting SHOC...
[2025-12-24T20:31:38.261839] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-12-24T20:31:38.261870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-12-24T20:31:38.274117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2025-12-24T20:31:38.274488] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-12-24T20:31:38.275591] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-12-24T20:31:38.275646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:38.275687] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:38.275729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:38.275816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:38.339812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:38.340712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:38.340824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:38.340859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:38.463003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:38.463167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:38.463230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:38.463277] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:38.467088] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: UP (p=96.65%)
[2025-12-24T20:31:38.467406] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-12-24T20:31:38.467549] [INFO ] [sig       ] SHOC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:38.620348] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SHOC.txt
[2025-12-24T20:31:38.620532] [INFO ] [sig       ] [2860/3551] Completed SHOC in 0.4s | 2.88 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-24T20:31:38.620608] [INFO ] [sig       ] [2861/3551] Forecasting SHOO...
[2025-12-24T20:31:38.620644] [INFO ] [sig       ] Generating forecast for: SHOO
[2025-12-24T20:31:38.620684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2025-12-24T20:31:38.632928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2025-12-24T20:31:38.633330] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2025-12-24T20:31:38.634149] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2025-12-24T20:31:38.634202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:38.634235] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:38.634261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:38.634317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:38.702438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:38.703454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:38.703547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:38.703601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:38.822144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:38.822300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:38.822340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:38.822369] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:38.825781] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: DOWN (p=0.73%)
[2025-12-24T20:31:38.826085] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2025-12-24T20:31:38.826209] [INFO ] [sig       ] SHOO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:38.965224] [INFO ] [LOCAL     ] Saved forecast: SHOO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SHOO.txt
[2025-12-24T20:31:38.965375] [INFO ] [sig       ] [2861/3551] Completed SHOO in 0.3s | 2.88 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-24T20:31:38.965431] [INFO ] [sig       ] [2862/3551] Forecasting SHOP...
[2025-12-24T20:31:38.965463] [INFO ] [sig       ] Generating forecast for: SHOP
[2025-12-24T20:31:38.965494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2025-12-24T20:31:38.977210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2025-12-24T20:31:38.977554] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2025-12-24T20:31:38.978343] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2025-12-24T20:31:38.978397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:38.978431] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:38.978458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:38.978516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:39.036827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:39.037516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:39.037624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:39.037660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:39.183547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:39.183734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:39.183777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:39.183808] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:39.187326] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: DOWN (p=9.98%)
[2025-12-24T20:31:39.187628] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2025-12-24T20:31:39.187754] [INFO ] [sig       ] SHOP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:39.330510] [INFO ] [LOCAL     ] Saved forecast: SHOP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SHOP.txt
[2025-12-24T20:31:39.330683] [INFO ] [sig       ] [2862/3551] Completed SHOP in 0.4s | 2.88 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-24T20:31:39.330727] [INFO ] [sig       ] [2863/3551] Forecasting SHY...
[2025-12-24T20:31:39.330760] [INFO ] [sig       ] Generating forecast for: SHY
[2025-12-24T20:31:39.330792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2025-12-24T20:31:39.342544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2025-12-24T20:31:39.342957] [INFO ] [FORECASTER] Starting predict_future for SHY
[2025-12-24T20:31:39.343746] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2025-12-24T20:31:39.343799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:39.343832] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:39.343861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:39.343920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:39.404742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:39.405567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:39.405670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:39.405702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:39.531408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:39.531598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:39.531653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:39.531683] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:39.535776] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=99.82%)
[2025-12-24T20:31:39.536077] [INFO ] [FORECASTER] Completed predict_future for SHY
[2025-12-24T20:31:39.536209] [INFO ] [sig       ] SHY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:39.686693] [INFO ] [LOCAL     ] Saved forecast: SHY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SHY.txt
[2025-12-24T20:31:39.686863] [INFO ] [sig       ] [2863/3551] Completed SHY in 0.4s | 2.88 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-24T20:31:39.686921] [INFO ] [sig       ] [2864/3551] Forecasting SIBN...
[2025-12-24T20:31:39.686958] [INFO ] [sig       ] Generating forecast for: SIBN
[2025-12-24T20:31:39.687000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2025-12-24T20:31:39.699756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2025-12-24T20:31:39.700153] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2025-12-24T20:31:39.700960] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2025-12-24T20:31:39.701014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:39.701047] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:39.701073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:39.701129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:39.759099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:39.760113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:39.760251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:39.760290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:39.893420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:39.893632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:39.893701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:39.893752] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:39.898941] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=3.83%)
[2025-12-24T20:31:39.899440] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2025-12-24T20:31:39.899665] [INFO ] [sig       ] SIBN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:40.131722] [INFO ] [LOCAL     ] Saved forecast: SIBN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SIBN.txt
[2025-12-24T20:31:40.131945] [INFO ] [sig       ] [2864/3551] Completed SIBN in 0.4s | 2.88 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-24T20:31:40.132011] [INFO ] [sig       ] [2865/3551] Forecasting SID...
[2025-12-24T20:31:40.132060] [INFO ] [sig       ] Generating forecast for: SID
[2025-12-24T20:31:40.132109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-12-24T20:31:40.156954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2025-12-24T20:31:40.157477] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-12-24T20:31:40.158679] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-12-24T20:31:40.158749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:40.158836] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:40.158875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:40.158957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:40.245210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:40.246528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:40.246674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:40.246718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:40.411764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:40.411953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:40.412006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:40.412077] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:40.416812] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: UP (p=81.43%)
[2025-12-24T20:31:40.417233] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-12-24T20:31:40.417428] [INFO ] [sig       ] SID: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:40.612448] [INFO ] [LOCAL     ] Saved forecast: SID	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SID.txt
[2025-12-24T20:31:40.612632] [INFO ] [sig       ] [2865/3551] Completed SID in 0.5s | 2.88 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-24T20:31:40.612677] [INFO ] [sig       ] [2866/3551] Forecasting SIEB...
[2025-12-24T20:31:40.612710] [INFO ] [sig       ] Generating forecast for: SIEB
[2025-12-24T20:31:40.612742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2025-12-24T20:31:40.625104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2025-12-24T20:31:40.625474] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2025-12-24T20:31:40.626297] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2025-12-24T20:31:40.626352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:40.626384] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:40.626412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:40.626469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:40.702418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:40.703463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:40.703568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:40.703641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:40.840844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:40.841029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:40.841091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:40.841135] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:40.846096] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: UP (p=90.72%)
[2025-12-24T20:31:40.846475] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2025-12-24T20:31:40.846673] [INFO ] [sig       ] SIEB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:41.000634] [INFO ] [LOCAL     ] Saved forecast: SIEB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SIEB.txt
[2025-12-24T20:31:41.000799] [INFO ] [sig       ] [2866/3551] Completed SIEB in 0.4s | 2.88 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-24T20:31:41.000841] [INFO ] [sig       ] [2867/3551] Forecasting SIFY...
[2025-12-24T20:31:41.000876] [INFO ] [sig       ] Generating forecast for: SIFY
[2025-12-24T20:31:41.000908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2025-12-24T20:31:41.013335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2025-12-24T20:31:41.013748] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2025-12-24T20:31:41.014539] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2025-12-24T20:31:41.014613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:41.014649] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:41.014676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:41.014734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:41.076838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:41.077815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:41.077925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:41.077961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:41.203115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:41.203270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:41.203311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:41.203340] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:41.207008] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: UP (p=77.98%)
[2025-12-24T20:31:41.207288] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2025-12-24T20:31:41.207437] [INFO ] [sig       ] SIFY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:41.353746] [INFO ] [LOCAL     ] Saved forecast: SIFY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SIFY.txt
[2025-12-24T20:31:41.353888] [INFO ] [sig       ] [2867/3551] Completed SIFY in 0.4s | 2.88 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-24T20:31:41.353928] [INFO ] [sig       ] [2868/3551] Forecasting SIG...
[2025-12-24T20:31:41.353959] [INFO ] [sig       ] Generating forecast for: SIG
[2025-12-24T20:31:41.353989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-12-24T20:31:41.365424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2025-12-24T20:31:41.365782] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-12-24T20:31:41.366557] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-12-24T20:31:41.366634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:41.366667] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:41.366693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:41.366750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:41.423744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:41.424570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:41.424678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:41.424710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:41.539772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:41.539926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:41.539966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:41.540211] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:41.543839] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: DOWN (p=13.95%)
[2025-12-24T20:31:41.544116] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-12-24T20:31:41.544430] [INFO ] [sig       ] SIG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:41.696362] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SIG.txt
[2025-12-24T20:31:41.696511] [INFO ] [sig       ] [2868/3551] Completed SIG in 0.3s | 2.88 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-24T20:31:41.696552] [INFO ] [sig       ] [2869/3551] Forecasting SIGA...
[2025-12-24T20:31:41.696602] [INFO ] [sig       ] Generating forecast for: SIGA
[2025-12-24T20:31:41.696635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2025-12-24T20:31:41.709357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2025-12-24T20:31:41.709758] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2025-12-24T20:31:41.710620] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2025-12-24T20:31:41.710674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:41.710706] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:41.710753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:41.710829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:41.775876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:41.776780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:41.776873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:41.776906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:41.906257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:41.906412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:41.906452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:41.906480] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:41.910190] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: DOWN (p=46.10%)
[2025-12-24T20:31:41.910466] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2025-12-24T20:31:41.910609] [INFO ] [sig       ] SIGA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:42.061813] [INFO ] [LOCAL     ] Saved forecast: SIGA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SIGA.txt
[2025-12-24T20:31:42.061965] [INFO ] [sig       ] [2869/3551] Completed SIGA in 0.4s | 2.88 sym/s | Total: 16.6m | ETA: 4.0m
[2025-12-24T20:31:42.062006] [INFO ] [sig       ] [2870/3551] Forecasting SIGI...
[2025-12-24T20:31:42.062037] [INFO ] [sig       ] Generating forecast for: SIGI
[2025-12-24T20:31:42.062067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2025-12-24T20:31:42.074409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2025-12-24T20:31:42.074777] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2025-12-24T20:31:42.075549] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2025-12-24T20:31:42.075624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:42.075659] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:42.075686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:42.075758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:42.137058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:42.137915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:42.138005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:42.138051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:42.274551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:42.274727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:42.274768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:42.274799] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:42.279174] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: UP (p=95.09%)
[2025-12-24T20:31:42.279553] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2025-12-24T20:31:42.279737] [INFO ] [sig       ] SIGI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:42.433640] [INFO ] [LOCAL     ] Saved forecast: SIGI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SIGI.txt
[2025-12-24T20:31:42.433803] [INFO ] [sig       ] [2870/3551] Completed SIGI in 0.4s | 2.88 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-24T20:31:42.433843] [INFO ] [sig       ] [2871/3551] Forecasting SII...
[2025-12-24T20:31:42.433874] [INFO ] [sig       ] Generating forecast for: SII
[2025-12-24T20:31:42.433905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-12-24T20:31:42.445270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2025-12-24T20:31:42.445679] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-12-24T20:31:42.446503] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-12-24T20:31:42.446556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:42.446609] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:42.446636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:42.446692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:42.503566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:42.504707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:42.504796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:42.504829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:42.621388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:42.621548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:42.621636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:42.621673] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:42.625104] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-12-24T20:31:42.625376] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-12-24T20:31:42.625500] [INFO ] [sig       ] SII: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:42.772127] [INFO ] [LOCAL     ] Saved forecast: SII	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SII.txt
[2025-12-24T20:31:42.772265] [INFO ] [sig       ] [2871/3551] Completed SII in 0.3s | 2.88 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-24T20:31:42.772306] [INFO ] [sig       ] [2872/3551] Forecasting SIMO...
[2025-12-24T20:31:42.772335] [INFO ] [sig       ] Generating forecast for: SIMO
[2025-12-24T20:31:42.772364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2025-12-24T20:31:42.784790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2025-12-24T20:31:42.785200] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2025-12-24T20:31:42.786206] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2025-12-24T20:31:42.786258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:42.786290] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:42.786317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:42.786372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:42.844697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:42.845513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:42.845617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:42.845655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:42.965277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:42.965421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:42.965462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:42.965492] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:42.968871] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: UP (p=96.14%)
[2025-12-24T20:31:42.969367] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2025-12-24T20:31:42.969496] [INFO ] [sig       ] SIMO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:43.111391] [INFO ] [LOCAL     ] Saved forecast: SIMO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SIMO.txt
[2025-12-24T20:31:43.111536] [INFO ] [sig       ] [2872/3551] Completed SIMO in 0.3s | 2.88 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-24T20:31:43.111602] [INFO ] [sig       ] [2873/3551] Forecasting SIRI...
[2025-12-24T20:31:43.111636] [INFO ] [sig       ] Generating forecast for: SIRI
[2025-12-24T20:31:43.111673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2025-12-24T20:31:43.122888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2025-12-24T20:31:43.123202] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2025-12-24T20:31:43.123987] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2025-12-24T20:31:43.124039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:43.124071] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:43.124098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:43.124153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:43.181484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:43.182326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:43.182414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:43.182449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:43.305478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:43.305654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:43.305698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:43.305728] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:43.309177] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: DOWN (p=49.69%)
[2025-12-24T20:31:43.309499] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2025-12-24T20:31:43.309650] [INFO ] [sig       ] SIRI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:43.463365] [INFO ] [LOCAL     ] Saved forecast: SIRI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SIRI.txt
[2025-12-24T20:31:43.463519] [INFO ] [sig       ] [2873/3551] Completed SIRI in 0.4s | 2.88 sym/s | Total: 16.6m | ETA: 3.9m
[2025-12-24T20:31:43.463560] [INFO ] [sig       ] [2874/3551] Forecasting SITC...
[2025-12-24T20:31:43.463610] [INFO ] [sig       ] Generating forecast for: SITC
[2025-12-24T20:31:43.463642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-12-24T20:31:43.477437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2025-12-24T20:31:43.477858] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-12-24T20:31:43.478877] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-12-24T20:31:43.478931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:43.478964] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:43.478993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:43.479236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:43.542038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:43.542975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:43.543063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:43.543097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:43.664779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:43.664931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:43.664971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:43.665000] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:43.668929] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: UP (p=93.10%)
[2025-12-24T20:31:43.669209] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-12-24T20:31:43.669361] [INFO ] [sig       ] SITC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:43.809831] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SITC.txt
[2025-12-24T20:31:43.809960] [INFO ] [sig       ] [2874/3551] Completed SITC in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-24T20:31:43.810000] [INFO ] [sig       ] [2875/3551] Forecasting SITE...
[2025-12-24T20:31:43.810029] [INFO ] [sig       ] Generating forecast for: SITE
[2025-12-24T20:31:43.810059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-12-24T20:31:43.823232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2025-12-24T20:31:43.823669] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-12-24T20:31:43.824454] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-12-24T20:31:43.824506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:43.824539] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:43.824566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:43.824642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:43.885592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:43.886478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:43.886617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:43.886673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:44.005496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:44.005670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:44.005712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:44.005742] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:44.009149] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-12-24T20:31:44.009470] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-12-24T20:31:44.009619] [INFO ] [sig       ] SITE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:44.151021] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SITE.txt
[2025-12-24T20:31:44.151356] [INFO ] [sig       ] [2875/3551] Completed SITE in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-24T20:31:44.151397] [INFO ] [sig       ] [2876/3551] Forecasting SITM...
[2025-12-24T20:31:44.151428] [INFO ] [sig       ] Generating forecast for: SITM
[2025-12-24T20:31:44.151460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2025-12-24T20:31:44.163831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2025-12-24T20:31:44.164085] [INFO ] [FORECASTER] Starting predict_future for SITM
[2025-12-24T20:31:44.164855] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2025-12-24T20:31:44.164908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:44.164942] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:44.164970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:44.165026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:44.224174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:44.225041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:44.225124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:44.225157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:44.350453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:44.350624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:44.350666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:44.350712] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:44.354038] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: DOWN (p=29.56%)
[2025-12-24T20:31:44.354303] [INFO ] [FORECASTER] Completed predict_future for SITM
[2025-12-24T20:31:44.354422] [INFO ] [sig       ] SITM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:44.499897] [INFO ] [LOCAL     ] Saved forecast: SITM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SITM.txt
[2025-12-24T20:31:44.500048] [INFO ] [sig       ] [2876/3551] Completed SITM in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-24T20:31:44.500088] [INFO ] [sig       ] [2877/3551] Forecasting SIXG...
[2025-12-24T20:31:44.500120] [INFO ] [sig       ] Generating forecast for: SIXG
[2025-12-24T20:31:44.500150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2025-12-24T20:31:44.511923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2025-12-24T20:31:44.512368] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2025-12-24T20:31:44.513131] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2025-12-24T20:31:44.513183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:44.513215] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:44.513242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:44.513297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:44.569926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:44.570811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:44.570900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:44.570933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:44.687097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:44.687253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:44.687293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:44.687322] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:44.690719] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: DOWN (p=25.48%)
[2025-12-24T20:31:44.691014] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2025-12-24T20:31:44.691136] [INFO ] [sig       ] SIXG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:44.835065] [INFO ] [LOCAL     ] Saved forecast: SIXG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SIXG.txt
[2025-12-24T20:31:44.835418] [INFO ] [sig       ] [2877/3551] Completed SIXG in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-24T20:31:44.835459] [INFO ] [sig       ] [2878/3551] Forecasting SJM...
[2025-12-24T20:31:44.835489] [INFO ] [sig       ] Generating forecast for: SJM
[2025-12-24T20:31:44.835519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-12-24T20:31:44.847096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2025-12-24T20:31:44.847459] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-12-24T20:31:44.848241] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-12-24T20:31:44.848292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:44.848324] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:44.848351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:44.848407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:44.904683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:44.905708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:44.905794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:44.905826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:45.027060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:45.027213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:45.027256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:45.027286] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:45.030686] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: DOWN (p=34.88%)
[2025-12-24T20:31:45.030991] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-12-24T20:31:45.031125] [INFO ] [sig       ] SJM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:45.170342] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SJM.txt
[2025-12-24T20:31:45.170510] [INFO ] [sig       ] [2878/3551] Completed SJM in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-24T20:31:45.170551] [INFO ] [sig       ] [2879/3551] Forecasting SKE...
[2025-12-24T20:31:45.170622] [INFO ] [sig       ] Generating forecast for: SKE
[2025-12-24T20:31:45.170669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-12-24T20:31:45.181886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2025-12-24T20:31:45.182191] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-12-24T20:31:45.182979] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-12-24T20:31:45.183031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:45.183063] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:45.183092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:45.183166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:45.240468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:45.241292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:45.241376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:45.241410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:45.359418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:45.359564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:45.359620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:45.359649] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:45.363005] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: DOWN (p=0.52%)
[2025-12-24T20:31:45.363289] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-12-24T20:31:45.363427] [INFO ] [sig       ] SKE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:45.502321] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SKE.txt
[2025-12-24T20:31:45.502458] [INFO ] [sig       ] [2879/3551] Completed SKE in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-24T20:31:45.502499] [INFO ] [sig       ] [2880/3551] Forecasting SKIL...
[2025-12-24T20:31:45.502528] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-12-24T20:31:45.502558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-12-24T20:31:45.513704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2025-12-24T20:31:45.513992] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-12-24T20:31:45.514760] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-12-24T20:31:45.514812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:45.514844] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:45.514872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:45.514939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:45.572152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:45.573015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:45.573093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:45.573125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:45.692290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:45.692456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:45.692496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:45.692526] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:45.695954] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=38.06%)
[2025-12-24T20:31:45.696234] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-12-24T20:31:45.696370] [INFO ] [sig       ] SKIL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:45.836046] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SKIL.txt
[2025-12-24T20:31:45.836183] [INFO ] [sig       ] [2880/3551] Completed SKIL in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-24T20:31:45.836223] [INFO ] [sig       ] [2881/3551] Forecasting SKIN...
[2025-12-24T20:31:45.836253] [INFO ] [sig       ] Generating forecast for: SKIN
[2025-12-24T20:31:45.836283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2025-12-24T20:31:45.847334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2025-12-24T20:31:45.847746] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2025-12-24T20:31:45.848541] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2025-12-24T20:31:45.848611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:45.848646] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:45.848674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:45.848732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:45.906460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:45.907393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:45.907507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:45.907547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:46.037653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:46.037805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:46.037845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:46.037876] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:46.041314] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: DOWN (p=30.22%)
[2025-12-24T20:31:46.041614] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2025-12-24T20:31:46.041742] [INFO ] [sig       ] SKIN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:46.239981] [INFO ] [LOCAL     ] Saved forecast: SKIN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SKIN.txt
[2025-12-24T20:31:46.240143] [INFO ] [sig       ] [2881/3551] Completed SKIN in 0.4s | 2.88 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-24T20:31:46.240183] [INFO ] [sig       ] [2882/3551] Forecasting SKLZ...
[2025-12-24T20:31:46.240217] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-12-24T20:31:46.240259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-12-24T20:31:46.251853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2025-12-24T20:31:46.252256] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-12-24T20:31:46.253055] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-12-24T20:31:46.253120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:46.253181] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:46.253211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:46.253270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:46.311484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:46.312444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:46.312542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:46.312601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:46.435604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:46.435755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:46.435795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:46.435824] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:46.439119] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: DOWN (p=3.74%)
[2025-12-24T20:31:46.439400] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-12-24T20:31:46.439522] [INFO ] [sig       ] SKLZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:46.577956] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SKLZ.txt
[2025-12-24T20:31:46.578104] [INFO ] [sig       ] [2882/3551] Completed SKLZ in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-24T20:31:46.578149] [INFO ] [sig       ] [2883/3551] Forecasting SKM...
[2025-12-24T20:31:46.578180] [INFO ] [sig       ] Generating forecast for: SKM
[2025-12-24T20:31:46.578212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-12-24T20:31:46.589837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2025-12-24T20:31:46.590153] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-12-24T20:31:46.590929] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-12-24T20:31:46.590982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:46.591018] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:46.591046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:46.591106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:46.650207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:46.651040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:46.651319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:46.651353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:46.771868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:46.772025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:46.772066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:46.772289] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:46.775980] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: DOWN (p=29.94%)
[2025-12-24T20:31:46.776435] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-12-24T20:31:46.776552] [INFO ] [sig       ] SKM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:46.917826] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SKM.txt
[2025-12-24T20:31:46.917976] [INFO ] [sig       ] [2883/3551] Completed SKM in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-24T20:31:46.918016] [INFO ] [sig       ] [2884/3551] Forecasting SKRE...
[2025-12-24T20:31:46.918047] [INFO ] [sig       ] Generating forecast for: SKRE
[2025-12-24T20:31:46.918077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2025-12-24T20:31:46.930381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2025-12-24T20:31:46.930677] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2025-12-24T20:31:46.931417] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2025-12-24T20:31:46.931468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:46.931500] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:46.931527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:46.931600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:46.988950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:46.989677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:46.989762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:46.989796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:47.111508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:47.111678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:47.111718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:47.111747] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:47.115158] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: UP (p=54.11%)
[2025-12-24T20:31:47.115428] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2025-12-24T20:31:47.115549] [INFO ] [sig       ] SKRE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:47.259547] [INFO ] [LOCAL     ] Saved forecast: SKRE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SKRE.txt
[2025-12-24T20:31:47.259718] [INFO ] [sig       ] [2884/3551] Completed SKRE in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-24T20:31:47.259759] [INFO ] [sig       ] [2885/3551] Forecasting SKWD...
[2025-12-24T20:31:47.259789] [INFO ] [sig       ] Generating forecast for: SKWD
[2025-12-24T20:31:47.259821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2025-12-24T20:31:47.271198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2025-12-24T20:31:47.271547] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2025-12-24T20:31:47.272328] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2025-12-24T20:31:47.272382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:47.272415] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:47.272444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:47.272501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:47.328876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:47.329786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:47.329874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:47.329906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:47.451233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:47.451388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:47.451429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:47.451490] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:47.454860] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: DOWN (p=5.55%)
[2025-12-24T20:31:47.455137] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2025-12-24T20:31:47.455261] [INFO ] [sig       ] SKWD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:47.598248] [INFO ] [LOCAL     ] Saved forecast: SKWD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SKWD.txt
[2025-12-24T20:31:47.598403] [INFO ] [sig       ] [2885/3551] Completed SKWD in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-24T20:31:47.598444] [INFO ] [sig       ] [2886/3551] Forecasting SKY...
[2025-12-24T20:31:47.598473] [INFO ] [sig       ] Generating forecast for: SKY
[2025-12-24T20:31:47.598504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-12-24T20:31:47.609433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2025-12-24T20:31:47.609747] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-12-24T20:31:47.610490] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-12-24T20:31:47.610541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:47.610592] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:47.610622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:47.610677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:47.667646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:47.668479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:47.668560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:47.668612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:47.795177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:47.795329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:47.795372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:47.795403] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:47.798865] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: DOWN (p=23.35%)
[2025-12-24T20:31:47.799148] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-12-24T20:31:47.799307] [INFO ] [sig       ] SKY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:47.945967] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SKY.txt
[2025-12-24T20:31:47.946099] [INFO ] [sig       ] [2886/3551] Completed SKY in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.9m
[2025-12-24T20:31:47.946140] [INFO ] [sig       ] [2887/3551] Forecasting SKYH...
[2025-12-24T20:31:47.946169] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-12-24T20:31:47.946198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-12-24T20:31:47.957309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2025-12-24T20:31:47.957640] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-12-24T20:31:47.958388] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-12-24T20:31:47.958440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:47.958472] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:47.958498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:47.958554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:48.013934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:48.014759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:48.014840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:48.014873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:48.131428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:48.131595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:48.131636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:48.131665] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:48.135026] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: UP (p=85.54%)
[2025-12-24T20:31:48.135316] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-12-24T20:31:48.135446] [INFO ] [sig       ] SKYH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:48.273941] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SKYH.txt
[2025-12-24T20:31:48.274075] [INFO ] [sig       ] [2887/3551] Completed SKYH in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-24T20:31:48.274114] [INFO ] [sig       ] [2888/3551] Forecasting SKYX...
[2025-12-24T20:31:48.274144] [INFO ] [sig       ] Generating forecast for: SKYX
[2025-12-24T20:31:48.274177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2025-12-24T20:31:48.285681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2025-12-24T20:31:48.285971] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2025-12-24T20:31:48.286738] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2025-12-24T20:31:48.286790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:48.286822] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:48.286849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:48.286906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:48.342141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:48.342879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:48.342958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:48.342991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:48.457227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:48.457381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:48.457421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:48.457450] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:48.460793] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: DOWN (p=9.67%)
[2025-12-24T20:31:48.461063] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2025-12-24T20:31:48.461187] [INFO ] [sig       ] SKYX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:48.601085] [INFO ] [LOCAL     ] Saved forecast: SKYX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SKYX.txt
[2025-12-24T20:31:48.601254] [INFO ] [sig       ] [2888/3551] Completed SKYX in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-24T20:31:48.601297] [INFO ] [sig       ] [2889/3551] Forecasting SKYY...
[2025-12-24T20:31:48.601331] [INFO ] [sig       ] Generating forecast for: SKYY
[2025-12-24T20:31:48.601369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2025-12-24T20:31:48.613702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2025-12-24T20:31:48.614077] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2025-12-24T20:31:48.615002] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2025-12-24T20:31:48.615057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:48.615090] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:48.615117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:48.615174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:48.671544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:48.672351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:48.672436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:48.672469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:48.795873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:48.796062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:48.796118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:48.796163] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:48.799745] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: UP (p=68.65%)
[2025-12-24T20:31:48.800048] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2025-12-24T20:31:48.800192] [INFO ] [sig       ] SKYY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:48.941218] [INFO ] [LOCAL     ] Saved forecast: SKYY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SKYY.txt
[2025-12-24T20:31:48.941343] [INFO ] [sig       ] [2889/3551] Completed SKYY in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-24T20:31:48.941381] [INFO ] [sig       ] [2890/3551] Forecasting SLAB...
[2025-12-24T20:31:48.941410] [INFO ] [sig       ] Generating forecast for: SLAB
[2025-12-24T20:31:48.941440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2025-12-24T20:31:48.952947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2025-12-24T20:31:48.953273] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2025-12-24T20:31:48.954049] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2025-12-24T20:31:48.954100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:48.954133] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:48.954159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:48.954215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:49.027469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:49.028325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:49.028411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:49.028446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:49.149586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:49.149730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:49.149771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:49.149801] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:49.153365] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: UP (p=67.44%)
[2025-12-24T20:31:49.153656] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2025-12-24T20:31:49.153784] [INFO ] [sig       ] SLAB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:49.299675] [INFO ] [LOCAL     ] Saved forecast: SLAB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SLAB.txt
[2025-12-24T20:31:49.299822] [INFO ] [sig       ] [2890/3551] Completed SLAB in 0.4s | 2.88 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-24T20:31:49.299863] [INFO ] [sig       ] [2891/3551] Forecasting SLB...
[2025-12-24T20:31:49.299893] [INFO ] [sig       ] Generating forecast for: SLB
[2025-12-24T20:31:49.299922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-12-24T20:31:49.311130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2025-12-24T20:31:49.311465] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-12-24T20:31:49.312265] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-12-24T20:31:49.312320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:49.312353] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:49.312380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:49.312437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:49.371515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:49.372367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:49.372459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:49.372492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:49.498549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:49.498720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:49.498769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:49.498800] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:49.502296] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: DOWN (p=16.82%)
[2025-12-24T20:31:49.502587] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-12-24T20:31:49.502716] [INFO ] [sig       ] SLB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:49.648076] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SLB.txt
[2025-12-24T20:31:49.648205] [INFO ] [sig       ] [2891/3551] Completed SLB in 0.3s | 2.88 sym/s | Total: 16.7m | ETA: 3.8m
[2025-12-24T20:31:49.648247] [INFO ] [sig       ] [2892/3551] Forecasting SLDB...
[2025-12-24T20:31:49.648277] [INFO ] [sig       ] Generating forecast for: SLDB
[2025-12-24T20:31:49.648308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2025-12-24T20:31:49.659508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2025-12-24T20:31:49.659825] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2025-12-24T20:31:49.660628] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2025-12-24T20:31:49.660689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:49.660727] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:49.660761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:49.660830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:49.720641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:49.721284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:49.721394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:49.721429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:49.842119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:49.842276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:49.842317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:49.842347] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:49.845745] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: DOWN (p=35.71%)
[2025-12-24T20:31:49.846014] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2025-12-24T20:31:49.846153] [INFO ] [sig       ] SLDB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:49.987228] [INFO ] [LOCAL     ] Saved forecast: SLDB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SLDB.txt
[2025-12-24T20:31:49.987372] [INFO ] [sig       ] [2892/3551] Completed SLDB in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-24T20:31:49.987413] [INFO ] [sig       ] [2893/3551] Forecasting SLDP...
[2025-12-24T20:31:49.987444] [INFO ] [sig       ] Generating forecast for: SLDP
[2025-12-24T20:31:49.987475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2025-12-24T20:31:49.999751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2025-12-24T20:31:50.000122] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2025-12-24T20:31:50.001087] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2025-12-24T20:31:50.001187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:50.001238] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:50.001280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:50.001367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:50.062985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:50.063902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:50.063990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:50.064022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:50.182422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:50.182546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:50.182605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:50.182638] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:50.186392] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: UP (p=50.15%)
[2025-12-24T20:31:50.186687] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2025-12-24T20:31:50.186811] [INFO ] [sig       ] SLDP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:50.329216] [INFO ] [LOCAL     ] Saved forecast: SLDP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SLDP.txt
[2025-12-24T20:31:50.329402] [INFO ] [sig       ] [2893/3551] Completed SLDP in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-24T20:31:50.329445] [INFO ] [sig       ] [2894/3551] Forecasting SLF...
[2025-12-24T20:31:50.329474] [INFO ] [sig       ] Generating forecast for: SLF
[2025-12-24T20:31:50.329504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-12-24T20:31:50.341220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2025-12-24T20:31:50.341511] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-12-24T20:31:50.342284] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-12-24T20:31:50.342335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:50.342367] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:50.342394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:50.342452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:50.399471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:50.400135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:50.400215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:50.400247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:50.528275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:50.528470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:50.528530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:50.528592] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:50.532527] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: DOWN (p=2.73%)
[2025-12-24T20:31:50.532832] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-12-24T20:31:50.532967] [INFO ] [sig       ] SLF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:50.683939] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SLF.txt
[2025-12-24T20:31:50.684113] [INFO ] [sig       ] [2894/3551] Completed SLF in 0.4s | 2.88 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-24T20:31:50.684157] [INFO ] [sig       ] [2895/3551] Forecasting SLG...
[2025-12-24T20:31:50.684189] [INFO ] [sig       ] Generating forecast for: SLG
[2025-12-24T20:31:50.684228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-12-24T20:31:50.698462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2025-12-24T20:31:50.698831] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-12-24T20:31:50.699701] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-12-24T20:31:50.699755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:50.699788] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:50.699814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:50.699884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:50.761067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:50.761956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:50.762043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:50.762078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:50.881045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:50.881198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:50.881239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:50.881268] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:50.884600] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: DOWN (p=9.16%)
[2025-12-24T20:31:50.884865] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-12-24T20:31:50.884988] [INFO ] [sig       ] SLG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:51.022932] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SLG.txt
[2025-12-24T20:31:51.023067] [INFO ] [sig       ] [2895/3551] Completed SLG in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-24T20:31:51.023107] [INFO ] [sig       ] [2896/3551] Forecasting SLGN...
[2025-12-24T20:31:51.023136] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-12-24T20:31:51.023165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-12-24T20:31:51.035343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2025-12-24T20:31:51.035745] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-12-24T20:31:51.036635] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-12-24T20:31:51.036690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:51.036724] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:51.036752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:51.036810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:51.092775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:51.093615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:51.093700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:51.093733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:51.209252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:51.209437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:51.209478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:51.209506] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:51.212990] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: DOWN (p=21.81%)
[2025-12-24T20:31:51.213268] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-12-24T20:31:51.213394] [INFO ] [sig       ] SLGN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:51.354102] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SLGN.txt
[2025-12-24T20:31:51.354259] [INFO ] [sig       ] [2896/3551] Completed SLGN in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-24T20:31:51.354308] [INFO ] [sig       ] [2897/3551] Forecasting SLM...
[2025-12-24T20:31:51.354338] [INFO ] [sig       ] Generating forecast for: SLM
[2025-12-24T20:31:51.354368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2025-12-24T20:31:51.365823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2025-12-24T20:31:51.366171] [INFO ] [FORECASTER] Starting predict_future for SLM
[2025-12-24T20:31:51.366960] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2025-12-24T20:31:51.367012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:51.367045] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:51.367077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:51.367134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:51.424491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:51.425283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:51.425367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:51.425402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:51.547022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:51.547183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:51.547225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:51.547254] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:51.550915] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: UP (p=81.12%)
[2025-12-24T20:31:51.551230] [INFO ] [FORECASTER] Completed predict_future for SLM
[2025-12-24T20:31:51.551365] [INFO ] [sig       ] SLM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:51.697777] [INFO ] [LOCAL     ] Saved forecast: SLM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SLM.txt
[2025-12-24T20:31:51.697910] [INFO ] [sig       ] [2897/3551] Completed SLM in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-24T20:31:51.697950] [INFO ] [sig       ] [2898/3551] Forecasting SLN...
[2025-12-24T20:31:51.697979] [INFO ] [sig       ] Generating forecast for: SLN
[2025-12-24T20:31:51.698009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2025-12-24T20:31:51.709473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2025-12-24T20:31:51.709780] [INFO ] [FORECASTER] Starting predict_future for SLN
[2025-12-24T20:31:51.710608] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2025-12-24T20:31:51.710663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:51.710697] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:51.710725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:51.710792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:51.768197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:51.769062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:51.769148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:51.769182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:51.886367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:51.886509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:51.886548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:51.886595] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:51.889890] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: DOWN (p=31.57%)
[2025-12-24T20:31:51.890152] [INFO ] [FORECASTER] Completed predict_future for SLN
[2025-12-24T20:31:51.890288] [INFO ] [sig       ] SLN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:52.028892] [INFO ] [LOCAL     ] Saved forecast: SLN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SLN.txt
[2025-12-24T20:31:52.029030] [INFO ] [sig       ] [2898/3551] Completed SLN in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-24T20:31:52.029069] [INFO ] [sig       ] [2899/3551] Forecasting SLNO...
[2025-12-24T20:31:52.029098] [INFO ] [sig       ] Generating forecast for: SLNO
[2025-12-24T20:31:52.029128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2025-12-24T20:31:52.040314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2025-12-24T20:31:52.040618] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2025-12-24T20:31:52.041350] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2025-12-24T20:31:52.041401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:52.041467] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:52.041506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:52.041605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:52.098562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:52.099242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:52.099343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:52.099378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:52.217249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:52.217377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:52.217413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:52.217442] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:52.220662] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: DOWN (p=49.31%)
[2025-12-24T20:31:52.220924] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2025-12-24T20:31:52.221043] [INFO ] [sig       ] SLNO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:52.359851] [INFO ] [LOCAL     ] Saved forecast: SLNO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SLNO.txt
[2025-12-24T20:31:52.360006] [INFO ] [sig       ] [2899/3551] Completed SLNO in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-24T20:31:52.360045] [INFO ] [sig       ] [2900/3551] Forecasting SLP...
[2025-12-24T20:31:52.360076] [INFO ] [sig       ] Generating forecast for: SLP
[2025-12-24T20:31:52.360106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2025-12-24T20:31:52.371415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2025-12-24T20:31:52.371767] [INFO ] [FORECASTER] Starting predict_future for SLP
[2025-12-24T20:31:52.372505] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2025-12-24T20:31:52.372556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:52.372611] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:52.372640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:52.372696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:52.428607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:52.429415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:52.429497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:52.429529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:52.545652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:52.545801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:52.545857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:52.545887] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:52.549158] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: DOWN (p=23.75%)
[2025-12-24T20:31:52.549448] [INFO ] [FORECASTER] Completed predict_future for SLP
[2025-12-24T20:31:52.549570] [INFO ] [sig       ] SLP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:52.691802] [INFO ] [LOCAL     ] Saved forecast: SLP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SLP.txt
[2025-12-24T20:31:52.691925] [INFO ] [sig       ] [2900/3551] Completed SLP in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-24T20:31:52.691964] [INFO ] [sig       ] [2901/3551] Forecasting SLQD...
[2025-12-24T20:31:52.691993] [INFO ] [sig       ] Generating forecast for: SLQD
[2025-12-24T20:31:52.692022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2025-12-24T20:31:52.703157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2025-12-24T20:31:52.703423] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2025-12-24T20:31:52.704215] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2025-12-24T20:31:52.704268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:52.704301] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:52.704328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:52.704385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:52.762887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:52.763665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:52.763763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:52.763799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:52.879933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:52.880092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:52.880131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:52.880159] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:52.883479] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: UP (p=99.52%)
[2025-12-24T20:31:52.883777] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2025-12-24T20:31:52.883903] [INFO ] [sig       ] SLQD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:53.022902] [INFO ] [LOCAL     ] Saved forecast: SLQD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SLQD.txt
[2025-12-24T20:31:53.023055] [INFO ] [sig       ] [2901/3551] Completed SLQD in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-24T20:31:53.023095] [INFO ] [sig       ] [2902/3551] Forecasting SLRC...
[2025-12-24T20:31:53.023124] [INFO ] [sig       ] Generating forecast for: SLRC
[2025-12-24T20:31:53.023155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2025-12-24T20:31:53.035213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2025-12-24T20:31:53.035564] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2025-12-24T20:31:53.036337] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2025-12-24T20:31:53.036389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:53.036421] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:53.036449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:53.036506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:53.094152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:53.095036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:53.095167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:53.095204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:53.214322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:53.214464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:53.214502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:53.214611] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:53.217983] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: DOWN (p=5.12%)
[2025-12-24T20:31:53.218252] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2025-12-24T20:31:53.218370] [INFO ] [sig       ] SLRC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:53.358376] [INFO ] [LOCAL     ] Saved forecast: SLRC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SLRC.txt
[2025-12-24T20:31:53.358492] [INFO ] [sig       ] [2902/3551] Completed SLRC in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-24T20:31:53.358532] [INFO ] [sig       ] [2903/3551] Forecasting SLS...
[2025-12-24T20:31:53.358561] [INFO ] [sig       ] Generating forecast for: SLS
[2025-12-24T20:31:53.358610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2025-12-24T20:31:53.369964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2025-12-24T20:31:53.370263] [INFO ] [FORECASTER] Starting predict_future for SLS
[2025-12-24T20:31:53.371021] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2025-12-24T20:31:53.371072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:53.371104] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:53.371131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:53.371187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:53.430075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:53.430734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:53.430827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:53.430861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:53.547230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:53.547385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:53.547424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:53.547453] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:53.550783] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: UP (p=93.81%)
[2025-12-24T20:31:53.551047] [INFO ] [FORECASTER] Completed predict_future for SLS
[2025-12-24T20:31:53.551168] [INFO ] [sig       ] SLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:53.691097] [INFO ] [LOCAL     ] Saved forecast: SLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SLS.txt
[2025-12-24T20:31:53.691253] [INFO ] [sig       ] [2903/3551] Completed SLS in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.8m
[2025-12-24T20:31:53.691294] [INFO ] [sig       ] [2904/3551] Forecasting SLVM...
[2025-12-24T20:31:53.691324] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-12-24T20:31:53.691354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-12-24T20:31:53.702692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2025-12-24T20:31:53.703031] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-12-24T20:31:53.703815] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-12-24T20:31:53.703867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:53.703911] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:53.703939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:53.703998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:53.761394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:53.762242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:53.762326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:53.762360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:53.881791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:53.881941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:53.881981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:53.882010] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:53.885296] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2025-12-24T20:31:53.885557] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-12-24T20:31:53.885694] [INFO ] [sig       ] SLVM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:54.023867] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SLVM.txt
[2025-12-24T20:31:54.023978] [INFO ] [sig       ] [2904/3551] Completed SLVM in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-24T20:31:54.024015] [INFO ] [sig       ] [2905/3551] Forecasting SLVO...
[2025-12-24T20:31:54.024044] [INFO ] [sig       ] Generating forecast for: SLVO
[2025-12-24T20:31:54.024075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2025-12-24T20:31:54.034903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2025-12-24T20:31:54.035162] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2025-12-24T20:31:54.036007] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2025-12-24T20:31:54.036061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:54.036093] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:54.036121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:54.036178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:54.091808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:54.092381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:54.092459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:54.092491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:54.211813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:54.211949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:54.211987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:54.212015] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:54.215696] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2025-12-24T20:31:54.215982] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2025-12-24T20:31:54.216099] [INFO ] [sig       ] SLVO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:54.356312] [INFO ] [LOCAL     ] Saved forecast: SLVO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SLVO.txt
[2025-12-24T20:31:54.356464] [INFO ] [sig       ] [2905/3551] Completed SLVO in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-24T20:31:54.356525] [INFO ] [sig       ] [2906/3551] Forecasting SLXN...
[2025-12-24T20:31:54.356556] [INFO ] [sig       ] Generating forecast for: SLXN
[2025-12-24T20:31:54.356604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2025-12-24T20:31:54.368299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2025-12-24T20:31:54.368731] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2025-12-24T20:31:54.369623] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2025-12-24T20:31:54.369679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:54.369712] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:54.369741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:54.369799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:54.427417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:54.428268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:54.428354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:54.428388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:54.543636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:54.543807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:54.543868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:54.543899] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:54.547214] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: DOWN (p=30.48%)
[2025-12-24T20:31:54.547486] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2025-12-24T20:31:54.547627] [INFO ] [sig       ] SLXN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:54.687517] [INFO ] [LOCAL     ] Saved forecast: SLXN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SLXN.txt
[2025-12-24T20:31:54.687665] [INFO ] [sig       ] [2906/3551] Completed SLXN in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-24T20:31:54.687708] [INFO ] [sig       ] [2907/3551] Forecasting SM...
[2025-12-24T20:31:54.687738] [INFO ] [sig       ] Generating forecast for: SM
[2025-12-24T20:31:54.687769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-12-24T20:31:54.698995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2025-12-24T20:31:54.699292] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-12-24T20:31:54.700130] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-12-24T20:31:54.700183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:54.700215] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:54.700243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:54.700301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:54.759112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:54.759748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:54.759828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:54.759860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:54.878308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:54.878462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:54.878501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:54.878531] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:54.881852] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: UP (p=83.47%)
[2025-12-24T20:31:54.882120] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-12-24T20:31:54.882240] [INFO ] [sig       ] SM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:55.023992] [INFO ] [LOCAL     ] Saved forecast: SM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SM.txt
[2025-12-24T20:31:55.024144] [INFO ] [sig       ] [2907/3551] Completed SM in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-24T20:31:55.024185] [INFO ] [sig       ] [2908/3551] Forecasting SMBC...
[2025-12-24T20:31:55.024215] [INFO ] [sig       ] Generating forecast for: SMBC
[2025-12-24T20:31:55.024252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2025-12-24T20:31:55.035298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2025-12-24T20:31:55.035550] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2025-12-24T20:31:55.036317] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2025-12-24T20:31:55.036369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:55.036401] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:55.036427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:55.036483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:55.092087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:55.092680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:55.092758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:55.092789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:55.211911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:55.212043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:55.212079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:55.212108] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:55.215321] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-12-24T20:31:55.215600] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2025-12-24T20:31:55.215720] [INFO ] [sig       ] SMBC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:55.354458] [INFO ] [LOCAL     ] Saved forecast: SMBC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SMBC.txt
[2025-12-24T20:31:55.354616] [INFO ] [sig       ] [2908/3551] Completed SMBC in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-24T20:31:55.354658] [INFO ] [sig       ] [2909/3551] Forecasting SMBK...
[2025-12-24T20:31:55.354687] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-12-24T20:31:55.354717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-12-24T20:31:55.365627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2025-12-24T20:31:55.365932] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-12-24T20:31:55.366689] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-12-24T20:31:55.366741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:55.366771] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:55.366799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:55.366856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:55.422946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:55.423785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:55.423924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:55.423958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:55.546347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:55.546501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:55.546540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:55.546591] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:55.549889] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-12-24T20:31:55.550157] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-12-24T20:31:55.550276] [INFO ] [sig       ] SMBK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:55.688237] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SMBK.txt
[2025-12-24T20:31:55.688352] [INFO ] [sig       ] [2909/3551] Completed SMBK in 0.3s | 2.88 sym/s | Total: 16.8m | ETA: 3.7m
[2025-12-24T20:31:55.688389] [INFO ] [sig       ] [2910/3551] Forecasting SMCI...
[2025-12-24T20:31:55.688420] [INFO ] [sig       ] Generating forecast for: SMCI
[2025-12-24T20:31:55.688449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2025-12-24T20:31:55.699332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCI'.
[2025-12-24T20:31:55.699601] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2025-12-24T20:31:55.700329] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2025-12-24T20:31:55.700380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:55.700412] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:55.700438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:55.700499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:55.755904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:55.756465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:55.756542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:55.756590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:55.884446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:55.884641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:55.884682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:55.884711] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:55.888085] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: UP (p=78.22%)
[2025-12-24T20:31:55.888352] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2025-12-24T20:31:55.888470] [INFO ] [sig       ] SMCI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:56.028333] [INFO ] [LOCAL     ] Saved forecast: SMCI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SMCI.txt
[2025-12-24T20:31:56.028705] [INFO ] [sig       ] [2910/3551] Completed SMCI in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-24T20:31:56.028746] [INFO ] [sig       ] [2911/3551] Forecasting SMCX...
[2025-12-24T20:31:56.028775] [INFO ] [sig       ] Generating forecast for: SMCX
[2025-12-24T20:31:56.028804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2025-12-24T20:31:56.041157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2025-12-24T20:31:56.041742] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2025-12-24T20:31:56.042705] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2025-12-24T20:31:56.042755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:56.042787] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:56.042813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:56.042869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:56.100006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:56.100850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:56.100935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:56.100967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:56.228408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:56.228538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:56.228591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:56.228638] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:56.231859] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: UP (p=97.50%)
[2025-12-24T20:31:56.232121] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2025-12-24T20:31:56.232245] [INFO ] [sig       ] SMCX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:56.375678] [INFO ] [LOCAL     ] Saved forecast: SMCX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SMCX.txt
[2025-12-24T20:31:56.375825] [INFO ] [sig       ] [2911/3551] Completed SMCX in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-24T20:31:56.375866] [INFO ] [sig       ] [2912/3551] Forecasting SMFG...
[2025-12-24T20:31:56.375895] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-12-24T20:31:56.375925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-12-24T20:31:56.390694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2025-12-24T20:31:56.391111] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-12-24T20:31:56.391985] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-12-24T20:31:56.392040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:56.392073] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:56.392102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:56.392159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:56.460654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:56.461639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:56.461726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:56.461759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:56.605637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:56.605824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:56.605876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:56.605908] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:56.609955] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: UP (p=53.65%)
[2025-12-24T20:31:56.610266] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-12-24T20:31:56.610419] [INFO ] [sig       ] SMFG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:56.764558] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SMFG.txt
[2025-12-24T20:31:56.764749] [INFO ] [sig       ] [2912/3551] Completed SMFG in 0.4s | 2.88 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-24T20:31:56.764799] [INFO ] [sig       ] [2913/3551] Forecasting SMH...
[2025-12-24T20:31:56.764841] [INFO ] [sig       ] Generating forecast for: SMH
[2025-12-24T20:31:56.764874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2025-12-24T20:31:56.778224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2025-12-24T20:31:56.778563] [INFO ] [FORECASTER] Starting predict_future for SMH
[2025-12-24T20:31:56.779461] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2025-12-24T20:31:56.779516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:56.779561] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:56.779629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:56.779697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:56.842890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:56.843555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:56.843654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:56.843713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:56.975244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:56.975385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:56.975440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:56.975486] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:56.979338] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: DOWN (p=3.19%)
[2025-12-24T20:31:56.979662] [INFO ] [FORECASTER] Completed predict_future for SMH
[2025-12-24T20:31:56.979793] [INFO ] [sig       ] SMH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:57.133408] [INFO ] [LOCAL     ] Saved forecast: SMH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SMH.txt
[2025-12-24T20:31:57.133556] [INFO ] [sig       ] [2913/3551] Completed SMH in 0.4s | 2.88 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-24T20:31:57.133617] [INFO ] [sig       ] [2914/3551] Forecasting SMHI...
[2025-12-24T20:31:57.133648] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-12-24T20:31:57.133680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-12-24T20:31:57.146318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2025-12-24T20:31:57.146707] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-12-24T20:31:57.147481] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-12-24T20:31:57.147541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:57.147610] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:57.147652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:57.147711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:57.208549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:57.209480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:57.209598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:57.209638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:57.337565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:57.337742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:57.337782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:57.337811] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:57.341617] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: UP (p=99.12%)
[2025-12-24T20:31:57.341938] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-12-24T20:31:57.342071] [INFO ] [sig       ] SMHI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:57.497492] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SMHI.txt
[2025-12-24T20:31:57.497661] [INFO ] [sig       ] [2914/3551] Completed SMHI in 0.4s | 2.88 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-24T20:31:57.497712] [INFO ] [sig       ] [2915/3551] Forecasting SMHX...
[2025-12-24T20:31:57.497748] [INFO ] [sig       ] Generating forecast for: SMHX
[2025-12-24T20:31:57.497788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2025-12-24T20:31:57.511249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2025-12-24T20:31:57.511596] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2025-12-24T20:31:57.512669] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2025-12-24T20:31:57.512722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:57.512757] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:57.512786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:57.512856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:57.574865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:57.575623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:57.575721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:57.575767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:57.702207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:57.702353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:57.702393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:57.702423] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:57.706357] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2025-12-24T20:31:57.706658] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2025-12-24T20:31:57.706783] [INFO ] [sig       ] SMHX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:57.859527] [INFO ] [LOCAL     ] Saved forecast: SMHX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SMHX.txt
[2025-12-24T20:31:57.859684] [INFO ] [sig       ] [2915/3551] Completed SMHX in 0.4s | 2.88 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-24T20:31:57.859729] [INFO ] [sig       ] [2916/3551] Forecasting SMID...
[2025-12-24T20:31:57.859758] [INFO ] [sig       ] Generating forecast for: SMID
[2025-12-24T20:31:57.859796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2025-12-24T20:31:57.872725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2025-12-24T20:31:57.873079] [INFO ] [FORECASTER] Starting predict_future for SMID
[2025-12-24T20:31:57.873979] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2025-12-24T20:31:57.874032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:57.874091] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:57.874121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:57.874180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:57.936467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:57.937342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:57.937427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:57.937461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:58.047003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:58.047160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:58.047199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:58.047230] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:58.050829] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: DOWN (p=2.62%)
[2025-12-24T20:31:58.051123] [INFO ] [FORECASTER] Completed predict_future for SMID
[2025-12-24T20:31:58.051250] [INFO ] [sig       ] SMID: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:58.212275] [INFO ] [LOCAL     ] Saved forecast: SMID	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SMID.txt
[2025-12-24T20:31:58.212453] [INFO ] [sig       ] [2916/3551] Completed SMID in 0.4s | 2.88 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-24T20:31:58.212498] [INFO ] [sig       ] [2917/3551] Forecasting SMPL...
[2025-12-24T20:31:58.212532] [INFO ] [sig       ] Generating forecast for: SMPL
[2025-12-24T20:31:58.212562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2025-12-24T20:31:58.226727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2025-12-24T20:31:58.227058] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2025-12-24T20:31:58.228166] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2025-12-24T20:31:58.228234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:58.228268] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:58.228297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:58.228354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:58.291642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:58.292393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:58.292476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:58.292510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:58.421012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:58.421184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:58.421239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:58.421278] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:58.424876] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: UP (p=88.25%)
[2025-12-24T20:31:58.425196] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2025-12-24T20:31:58.425332] [INFO ] [sig       ] SMPL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:58.581719] [INFO ] [LOCAL     ] Saved forecast: SMPL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SMPL.txt
[2025-12-24T20:31:58.581868] [INFO ] [sig       ] [2917/3551] Completed SMPL in 0.4s | 2.88 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-24T20:31:58.581921] [INFO ] [sig       ] [2918/3551] Forecasting SMTC...
[2025-12-24T20:31:58.581962] [INFO ] [sig       ] Generating forecast for: SMTC
[2025-12-24T20:31:58.581995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2025-12-24T20:31:58.594623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2025-12-24T20:31:58.594939] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2025-12-24T20:31:58.595746] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2025-12-24T20:31:58.595797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:58.595829] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:58.595856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:58.595912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:58.651925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:58.652832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:58.652921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:58.652953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:58.778077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:58.778252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:58.778297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:58.778327] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:58.781783] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: UP (p=89.24%)
[2025-12-24T20:31:58.782066] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2025-12-24T20:31:58.782194] [INFO ] [sig       ] SMTC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:58.923130] [INFO ] [LOCAL     ] Saved forecast: SMTC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SMTC.txt
[2025-12-24T20:31:58.923287] [INFO ] [sig       ] [2918/3551] Completed SMTC in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-24T20:31:58.923327] [INFO ] [sig       ] [2919/3551] Forecasting SMTI...
[2025-12-24T20:31:58.923357] [INFO ] [sig       ] Generating forecast for: SMTI
[2025-12-24T20:31:58.923388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2025-12-24T20:31:58.934953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2025-12-24T20:31:58.935285] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2025-12-24T20:31:58.936063] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2025-12-24T20:31:58.936114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:58.936145] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:58.936172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:58.936230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:58.993788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:58.994661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:58.994751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:58.994786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:59.116437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:59.116603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:59.116644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:59.116702] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:59.120262] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: UP (p=99.84%)
[2025-12-24T20:31:59.120541] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2025-12-24T20:31:59.120692] [INFO ] [sig       ] SMTI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:31:59.272136] [INFO ] [LOCAL     ] Saved forecast: SMTI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SMTI.txt
[2025-12-24T20:31:59.272303] [INFO ] [sig       ] [2919/3551] Completed SMTI in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-24T20:31:59.272349] [INFO ] [sig       ] [2920/3551] Forecasting SMWB...
[2025-12-24T20:31:59.272380] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-12-24T20:31:59.272413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-12-24T20:31:59.283986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2025-12-24T20:31:59.284364] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-12-24T20:31:59.285436] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-12-24T20:31:59.285491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:59.285525] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:59.285553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:59.285631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:59.345488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:59.346415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:59.346505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:59.346539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:59.468674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:59.468836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:59.468881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:59.468911] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:59.473246] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=24.78%)
[2025-12-24T20:31:59.473612] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-12-24T20:31:59.473762] [INFO ] [sig       ] SMWB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:59.613119] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SMWB.txt
[2025-12-24T20:31:59.613268] [INFO ] [sig       ] [2920/3551] Completed SMWB in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 3.7m
[2025-12-24T20:31:59.613308] [INFO ] [sig       ] [2921/3551] Forecasting SMX...
[2025-12-24T20:31:59.613336] [INFO ] [sig       ] Generating forecast for: SMX
[2025-12-24T20:31:59.613365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2025-12-24T20:31:59.625388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2025-12-24T20:31:59.625929] [INFO ] [FORECASTER] Starting predict_future for SMX
[2025-12-24T20:31:59.626727] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2025-12-24T20:31:59.626779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:59.626811] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:59.626837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:59.626894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:31:59.684832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:31:59.685674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:31:59.685759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:31:59.685793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:31:59.789850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:31:59.790018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:31:59.790069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:31:59.790100] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:31:59.793533] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: DOWN (p=1.39%)
[2025-12-24T20:31:59.793837] [INFO ] [FORECASTER] Completed predict_future for SMX
[2025-12-24T20:31:59.793966] [INFO ] [sig       ] SMX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:31:59.935360] [INFO ] [LOCAL     ] Saved forecast: SMX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SMX.txt
[2025-12-24T20:31:59.935517] [INFO ] [sig       ] [2921/3551] Completed SMX in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-24T20:31:59.935557] [INFO ] [sig       ] [2922/3551] Forecasting SN...
[2025-12-24T20:31:59.935630] [INFO ] [sig       ] Generating forecast for: SN
[2025-12-24T20:31:59.935685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-12-24T20:31:59.947288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2025-12-24T20:31:59.947630] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-12-24T20:31:59.948369] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-12-24T20:31:59.948421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:31:59.948452] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:31:59.948479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:31:59.948535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:00.007679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:00.008532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:00.008658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:00.008708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:00.137126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:00.137278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:00.137319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:00.137348] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:00.140766] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: UP (p=75.93%)
[2025-12-24T20:32:00.141096] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-12-24T20:32:00.141241] [INFO ] [sig       ] SN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:00.281504] [INFO ] [LOCAL     ] Saved forecast: SN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SN.txt
[2025-12-24T20:32:00.281650] [INFO ] [sig       ] [2922/3551] Completed SN in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-24T20:32:00.281690] [INFO ] [sig       ] [2923/3551] Forecasting SNA...
[2025-12-24T20:32:00.281720] [INFO ] [sig       ] Generating forecast for: SNA
[2025-12-24T20:32:00.281750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-12-24T20:32:00.292768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2025-12-24T20:32:00.293073] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-12-24T20:32:00.293851] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-12-24T20:32:00.293903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:00.293935] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:00.293962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:00.294018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:00.350228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:00.350881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:00.350960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:00.350992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:00.469354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:00.469499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:00.469538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:00.469566] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:00.472932] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: DOWN (p=26.27%)
[2025-12-24T20:32:00.473202] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-12-24T20:32:00.473322] [INFO ] [sig       ] SNA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:00.613142] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SNA.txt
[2025-12-24T20:32:00.613263] [INFO ] [sig       ] [2923/3551] Completed SNA in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-24T20:32:00.613303] [INFO ] [sig       ] [2924/3551] Forecasting SNAP...
[2025-12-24T20:32:00.613332] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-12-24T20:32:00.613361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-12-24T20:32:00.624749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2025-12-24T20:32:00.625025] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-12-24T20:32:00.625784] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-12-24T20:32:00.625835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:00.625867] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:00.625893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:00.625949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:00.687771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:00.688707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:00.688789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:00.688823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:00.808177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:00.808389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:00.808429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:00.808457] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:00.812025] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=74.89%)
[2025-12-24T20:32:00.812315] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-12-24T20:32:00.812657] [INFO ] [sig       ] SNAP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:00.954751] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SNAP.txt
[2025-12-24T20:32:00.954880] [INFO ] [sig       ] [2924/3551] Completed SNAP in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-24T20:32:00.954920] [INFO ] [sig       ] [2925/3551] Forecasting SNCY...
[2025-12-24T20:32:00.954950] [INFO ] [sig       ] Generating forecast for: SNCY
[2025-12-24T20:32:00.954979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2025-12-24T20:32:00.966042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2025-12-24T20:32:00.966318] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2025-12-24T20:32:00.967098] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2025-12-24T20:32:00.967149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:00.967179] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:00.967206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:00.967262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:01.022416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:01.023019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:01.023098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:01.023131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:01.143990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:01.144151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:01.144190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:01.144218] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:01.147668] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2025-12-24T20:32:01.148001] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2025-12-24T20:32:01.148136] [INFO ] [sig       ] SNCY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:01.292950] [INFO ] [LOCAL     ] Saved forecast: SNCY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SNCY.txt
[2025-12-24T20:32:01.293110] [INFO ] [sig       ] [2925/3551] Completed SNCY in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-24T20:32:01.293149] [INFO ] [sig       ] [2926/3551] Forecasting SND...
[2025-12-24T20:32:01.293180] [INFO ] [sig       ] Generating forecast for: SND
[2025-12-24T20:32:01.293211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2025-12-24T20:32:01.304443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2025-12-24T20:32:01.304744] [INFO ] [FORECASTER] Starting predict_future for SND
[2025-12-24T20:32:01.305709] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2025-12-24T20:32:01.305761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:01.305794] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:01.305822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:01.305879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:01.363134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:01.363886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:01.363995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:01.364031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:01.485284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:01.485451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:01.485490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:01.485518] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:01.488898] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: DOWN (p=36.07%)
[2025-12-24T20:32:01.489169] [INFO ] [FORECASTER] Completed predict_future for SND
[2025-12-24T20:32:01.489314] [INFO ] [sig       ] SND: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:01.633490] [INFO ] [LOCAL     ] Saved forecast: SND	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SND.txt
[2025-12-24T20:32:01.633678] [INFO ] [sig       ] [2926/3551] Completed SND in 0.3s | 2.88 sym/s | Total: 16.9m | ETA: 3.6m
[2025-12-24T20:32:01.633721] [INFO ] [sig       ] [2927/3551] Forecasting SNDL...
[2025-12-24T20:32:01.633754] [INFO ] [sig       ] Generating forecast for: SNDL
[2025-12-24T20:32:01.633784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2025-12-24T20:32:01.645863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2025-12-24T20:32:01.646233] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2025-12-24T20:32:01.647039] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2025-12-24T20:32:01.647092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:01.647124] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:01.647153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:01.647210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:01.708264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:01.709140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:01.709222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:01.709255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:01.839710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:01.839888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:01.839946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:01.839993] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:01.843978] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: DOWN (p=32.93%)
[2025-12-24T20:32:01.844277] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2025-12-24T20:32:01.844416] [INFO ] [sig       ] SNDL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:01.996527] [INFO ] [LOCAL     ] Saved forecast: SNDL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SNDL.txt
[2025-12-24T20:32:01.996706] [INFO ] [sig       ] [2927/3551] Completed SNDL in 0.4s | 2.88 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-24T20:32:01.996752] [INFO ] [sig       ] [2928/3551] Forecasting SNDX...
[2025-12-24T20:32:01.996782] [INFO ] [sig       ] Generating forecast for: SNDX
[2025-12-24T20:32:01.996814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2025-12-24T20:32:02.009119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2025-12-24T20:32:02.009512] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2025-12-24T20:32:02.010354] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2025-12-24T20:32:02.010409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:02.010454] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:02.010484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:02.010542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:02.072690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:02.073520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:02.073627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:02.073664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:02.207545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:02.207728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:02.207770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:02.207800] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:02.211703] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: UP (p=65.40%)
[2025-12-24T20:32:02.212056] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2025-12-24T20:32:02.212195] [INFO ] [sig       ] SNDX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:02.364824] [INFO ] [LOCAL     ] Saved forecast: SNDX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SNDX.txt
[2025-12-24T20:32:02.364982] [INFO ] [sig       ] [2928/3551] Completed SNDX in 0.4s | 2.88 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-24T20:32:02.365024] [INFO ] [sig       ] [2929/3551] Forecasting SNES...
[2025-12-24T20:32:02.365054] [INFO ] [sig       ] Generating forecast for: SNES
[2025-12-24T20:32:02.365085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2025-12-24T20:32:02.380334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2025-12-24T20:32:02.380978] [INFO ] [FORECASTER] Starting predict_future for SNES
[2025-12-24T20:32:02.382195] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2025-12-24T20:32:02.382259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:02.382307] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:02.382348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:02.382434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:02.445978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:02.447085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:02.447173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:02.447206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:02.562412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:02.562588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:02.562630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:02.562661] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:02.566245] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: DOWN (p=5.76%)
[2025-12-24T20:32:02.566518] [INFO ] [FORECASTER] Completed predict_future for SNES
[2025-12-24T20:32:02.566659] [INFO ] [sig       ] SNES: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:02.709471] [INFO ] [LOCAL     ] Saved forecast: SNES	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SNES.txt
[2025-12-24T20:32:02.709688] [INFO ] [sig       ] [2929/3551] Completed SNES in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-24T20:32:02.709734] [INFO ] [sig       ] [2930/3551] Forecasting SNEX...
[2025-12-24T20:32:02.709764] [INFO ] [sig       ] Generating forecast for: SNEX
[2025-12-24T20:32:02.709793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2025-12-24T20:32:02.721111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2025-12-24T20:32:02.721415] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2025-12-24T20:32:02.722175] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2025-12-24T20:32:02.722227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:02.722259] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:02.722286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:02.722343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:02.784484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:02.785783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:02.785869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:02.785904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:02.913087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:02.913254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:02.913295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:02.913325] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:02.916694] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: UP (p=86.17%)
[2025-12-24T20:32:02.916973] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2025-12-24T20:32:02.917098] [INFO ] [sig       ] SNEX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:03.061610] [INFO ] [LOCAL     ] Saved forecast: SNEX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SNEX.txt
[2025-12-24T20:32:03.061747] [INFO ] [sig       ] [2930/3551] Completed SNEX in 0.4s | 2.88 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-24T20:32:03.061785] [INFO ] [sig       ] [2931/3551] Forecasting SNFCA...
[2025-12-24T20:32:03.061814] [INFO ] [sig       ] Generating forecast for: SNFCA
[2025-12-24T20:32:03.061844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2025-12-24T20:32:03.073705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2025-12-24T20:32:03.074050] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2025-12-24T20:32:03.074853] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2025-12-24T20:32:03.074906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:03.074939] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:03.074967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:03.075024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:03.133711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:03.134598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:03.134685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:03.134718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:03.253066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:03.253184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:03.253221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:03.253250] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:03.256675] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: UP (p=51.33%)
[2025-12-24T20:32:03.256950] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2025-12-24T20:32:03.257073] [INFO ] [sig       ] SNFCA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:03.401163] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SNFCA.txt
[2025-12-24T20:32:03.401309] [INFO ] [sig       ] [2931/3551] Completed SNFCA in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-24T20:32:03.401356] [INFO ] [sig       ] [2932/3551] Forecasting SNGX...
[2025-12-24T20:32:03.401387] [INFO ] [sig       ] Generating forecast for: SNGX
[2025-12-24T20:32:03.401417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2025-12-24T20:32:03.413711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2025-12-24T20:32:03.414157] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2025-12-24T20:32:03.414974] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2025-12-24T20:32:03.415029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:03.415062] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:03.415089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:03.415145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:03.471779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:03.472634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:03.472721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:03.472753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:03.593930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:03.594109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:03.594150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:03.594179] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:03.597640] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: UP (p=97.30%)
[2025-12-24T20:32:03.597948] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2025-12-24T20:32:03.598079] [INFO ] [sig       ] SNGX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:03.742428] [INFO ] [LOCAL     ] Saved forecast: SNGX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SNGX.txt
[2025-12-24T20:32:03.742600] [INFO ] [sig       ] [2932/3551] Completed SNGX in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-24T20:32:03.742642] [INFO ] [sig       ] [2933/3551] Forecasting SNN...
[2025-12-24T20:32:03.742673] [INFO ] [sig       ] Generating forecast for: SNN
[2025-12-24T20:32:03.742702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-12-24T20:32:03.754927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2025-12-24T20:32:03.755273] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-12-24T20:32:03.756077] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-12-24T20:32:03.756131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:03.756194] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:03.756224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:03.756283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:03.816364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:03.817273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:03.817362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:03.817398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:03.934839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:03.934987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:03.935026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:03.935053] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:03.938332] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: UP (p=76.59%)
[2025-12-24T20:32:03.938623] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-12-24T20:32:03.938759] [INFO ] [sig       ] SNN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:04.077612] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SNN.txt
[2025-12-24T20:32:04.077750] [INFO ] [sig       ] [2933/3551] Completed SNN in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-24T20:32:04.077792] [INFO ] [sig       ] [2934/3551] Forecasting SNOA...
[2025-12-24T20:32:04.077824] [INFO ] [sig       ] Generating forecast for: SNOA
[2025-12-24T20:32:04.077856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2025-12-24T20:32:04.088726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2025-12-24T20:32:04.089034] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2025-12-24T20:32:04.089865] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2025-12-24T20:32:04.089918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:04.089951] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:04.089979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:04.090036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:04.150397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:04.151170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:04.151257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:04.151292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:04.273846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:04.273999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:04.274040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:04.274069] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:04.277479] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: UP (p=77.93%)
[2025-12-24T20:32:04.277771] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2025-12-24T20:32:04.277897] [INFO ] [sig       ] SNOA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:04.422439] [INFO ] [LOCAL     ] Saved forecast: SNOA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SNOA.txt
[2025-12-24T20:32:04.422595] [INFO ] [sig       ] [2934/3551] Completed SNOA in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-24T20:32:04.422642] [INFO ] [sig       ] [2935/3551] Forecasting SNPS...
[2025-12-24T20:32:04.422680] [INFO ] [sig       ] Generating forecast for: SNPS
[2025-12-24T20:32:04.422713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2025-12-24T20:32:04.434816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2025-12-24T20:32:04.435141] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2025-12-24T20:32:04.435934] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2025-12-24T20:32:04.435987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:04.436022] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:04.436052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:04.436114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:04.496952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:04.497631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:04.497715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:04.497749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:04.618338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:04.618491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:04.618550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:04.618601] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:04.622425] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: DOWN (p=20.01%)
[2025-12-24T20:32:04.622736] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2025-12-24T20:32:04.622873] [INFO ] [sig       ] SNPS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:04.772205] [INFO ] [LOCAL     ] Saved forecast: SNPS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SNPS.txt
[2025-12-24T20:32:04.772370] [INFO ] [sig       ] [2935/3551] Completed SNPS in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-24T20:32:04.772411] [INFO ] [sig       ] [2936/3551] Forecasting SNTI...
[2025-12-24T20:32:04.772441] [INFO ] [sig       ] Generating forecast for: SNTI
[2025-12-24T20:32:04.772471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'.
[2025-12-24T20:32:04.784121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNTI'.
[2025-12-24T20:32:04.784416] [INFO ] [FORECASTER] Starting predict_future for SNTI
[2025-12-24T20:32:04.785199] [DEBUG] [LOCAL     ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt
[2025-12-24T20:32:04.785251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:04.785285] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:04.785313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:04.785370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:04.843124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:04.843960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:04.844049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:04.844082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:04.970808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:04.970962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:04.971001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:04.971067] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:04.974545] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: DOWN (p=25.60%)
[2025-12-24T20:32:04.974876] [INFO ] [FORECASTER] Completed predict_future for SNTI
[2025-12-24T20:32:04.975015] [INFO ] [sig       ] SNTI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:05.115282] [INFO ] [LOCAL     ] Saved forecast: SNTI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SNTI.txt
[2025-12-24T20:32:05.115433] [INFO ] [sig       ] [2936/3551] Completed SNTI in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-24T20:32:05.115474] [INFO ] [sig       ] [2937/3551] Forecasting SNX...
[2025-12-24T20:32:05.115503] [INFO ] [sig       ] Generating forecast for: SNX
[2025-12-24T20:32:05.115534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-12-24T20:32:05.129788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2025-12-24T20:32:05.130452] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-12-24T20:32:05.131935] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-12-24T20:32:05.131997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:05.132034] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:05.132064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:05.132126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:05.191624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:05.193376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:05.193555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:05.193608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:05.313862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:05.314020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:05.314061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:05.314090] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:05.317409] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=7.63%)
[2025-12-24T20:32:05.317712] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-12-24T20:32:05.317839] [INFO ] [sig       ] SNX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:05.458164] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SNX.txt
[2025-12-24T20:32:05.458321] [INFO ] [sig       ] [2937/3551] Completed SNX in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-24T20:32:05.458361] [INFO ] [sig       ] [2938/3551] Forecasting SNY...
[2025-12-24T20:32:05.458391] [INFO ] [sig       ] Generating forecast for: SNY
[2025-12-24T20:32:05.458421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2025-12-24T20:32:05.469364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2025-12-24T20:32:05.469680] [INFO ] [FORECASTER] Starting predict_future for SNY
[2025-12-24T20:32:05.470450] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2025-12-24T20:32:05.470504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:05.470538] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:05.470567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:05.470658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:05.529984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:05.530775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:05.530858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:05.530892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:05.649132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:05.649336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:05.649381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:05.649415] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:05.652932] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: DOWN (p=11.13%)
[2025-12-24T20:32:05.653228] [INFO ] [FORECASTER] Completed predict_future for SNY
[2025-12-24T20:32:05.653360] [INFO ] [sig       ] SNY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:05.796860] [INFO ] [LOCAL     ] Saved forecast: SNY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SNY.txt
[2025-12-24T20:32:05.797020] [INFO ] [sig       ] [2938/3551] Completed SNY in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.6m
[2025-12-24T20:32:05.797060] [INFO ] [sig       ] [2939/3551] Forecasting SO...
[2025-12-24T20:32:05.797089] [INFO ] [sig       ] Generating forecast for: SO
[2025-12-24T20:32:05.797121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-12-24T20:32:05.808981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2025-12-24T20:32:05.809361] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-12-24T20:32:05.810162] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-12-24T20:32:05.810215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:05.810259] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:05.810289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:05.810348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:05.873806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:05.874717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:05.874806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:05.874840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:05.999143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:05.999322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:05.999362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:05.999391] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:06.002870] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: DOWN (p=27.84%)
[2025-12-24T20:32:06.003153] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-12-24T20:32:06.003279] [INFO ] [sig       ] SO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:06.150753] [INFO ] [LOCAL     ] Saved forecast: SO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SO.txt
[2025-12-24T20:32:06.150927] [INFO ] [sig       ] [2939/3551] Completed SO in 0.4s | 2.88 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-24T20:32:06.150968] [INFO ] [sig       ] [2940/3551] Forecasting SOCL...
[2025-12-24T20:32:06.151001] [INFO ] [sig       ] Generating forecast for: SOCL
[2025-12-24T20:32:06.151033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2025-12-24T20:32:06.162258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2025-12-24T20:32:06.162640] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2025-12-24T20:32:06.163453] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2025-12-24T20:32:06.163508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:06.163542] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:06.163590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:06.163661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:06.220848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:06.221734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:06.221822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:06.221856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:06.327306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:06.327459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:06.327497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:06.327525] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:06.331658] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: DOWN (p=7.98%)
[2025-12-24T20:32:06.331977] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2025-12-24T20:32:06.332118] [INFO ] [sig       ] SOCL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:06.471991] [INFO ] [LOCAL     ] Saved forecast: SOCL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SOCL.txt
[2025-12-24T20:32:06.472120] [INFO ] [sig       ] [2940/3551] Completed SOCL in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-24T20:32:06.472161] [INFO ] [sig       ] [2941/3551] Forecasting SOFI...
[2025-12-24T20:32:06.472189] [INFO ] [sig       ] Generating forecast for: SOFI
[2025-12-24T20:32:06.472220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2025-12-24T20:32:06.483970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2025-12-24T20:32:06.484288] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2025-12-24T20:32:06.485114] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2025-12-24T20:32:06.485176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:06.485212] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:06.485275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:06.485336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:06.543325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:06.543970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:06.544053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:06.544087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:06.670261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:06.670462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:06.670502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:06.670531] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:06.674417] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: DOWN (p=30.27%)
[2025-12-24T20:32:06.674798] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2025-12-24T20:32:06.674951] [INFO ] [sig       ] SOFI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:06.822106] [INFO ] [LOCAL     ] Saved forecast: SOFI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SOFI.txt
[2025-12-24T20:32:06.822260] [INFO ] [sig       ] [2941/3551] Completed SOFI in 0.4s | 2.88 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-24T20:32:06.822301] [INFO ] [sig       ] [2942/3551] Forecasting SOGP...
[2025-12-24T20:32:06.822331] [INFO ] [sig       ] Generating forecast for: SOGP
[2025-12-24T20:32:06.822361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2025-12-24T20:32:06.834393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2025-12-24T20:32:06.834708] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2025-12-24T20:32:06.835508] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2025-12-24T20:32:06.835562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:06.835629] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:06.835662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:06.835722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:06.893108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:06.893983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:06.894075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:06.894110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:07.013724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:07.013879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:07.013920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:07.013951] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:07.018143] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: DOWN (p=6.71%)
[2025-12-24T20:32:07.018419] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2025-12-24T20:32:07.018544] [INFO ] [sig       ] SOGP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:07.161611] [INFO ] [LOCAL     ] Saved forecast: SOGP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SOGP.txt
[2025-12-24T20:32:07.161960] [INFO ] [sig       ] [2942/3551] Completed SOGP in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-24T20:32:07.162001] [INFO ] [sig       ] [2943/3551] Forecasting SOJC...
[2025-12-24T20:32:07.162039] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-12-24T20:32:07.162070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-12-24T20:32:07.173358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2025-12-24T20:32:07.173676] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-12-24T20:32:07.174420] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-12-24T20:32:07.174472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:07.174503] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:07.174529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:07.174608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:07.230765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:07.231548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:07.231677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:07.231710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:07.354546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:07.354912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:07.354953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:07.354981] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:07.358967] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: DOWN (p=32.09%)
[2025-12-24T20:32:07.359247] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-12-24T20:32:07.359396] [INFO ] [sig       ] SOJC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:07.504314] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SOJC.txt
[2025-12-24T20:32:07.504456] [INFO ] [sig       ] [2943/3551] Completed SOJC in 0.3s | 2.88 sym/s | Total: 17.0m | ETA: 3.5m
[2025-12-24T20:32:07.504496] [INFO ] [sig       ] [2944/3551] Forecasting SOJD...
[2025-12-24T20:32:07.504525] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-12-24T20:32:07.504556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-12-24T20:32:07.517038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2025-12-24T20:32:07.517347] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-12-24T20:32:07.518104] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-12-24T20:32:07.518156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:07.518187] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:07.518213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:07.518269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:07.574184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:07.574840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:07.574918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:07.574951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:07.691409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:07.691563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:07.691621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:07.691650] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:07.694944] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: DOWN (p=13.13%)
[2025-12-24T20:32:07.695215] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-12-24T20:32:07.695336] [INFO ] [sig       ] SOJD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:07.836450] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SOJD.txt
[2025-12-24T20:32:07.836603] [INFO ] [sig       ] [2944/3551] Completed SOJD in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-24T20:32:07.836644] [INFO ] [sig       ] [2945/3551] Forecasting SOJE...
[2025-12-24T20:32:07.836673] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-12-24T20:32:07.836701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-12-24T20:32:07.848489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2025-12-24T20:32:07.848905] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-12-24T20:32:07.849717] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-12-24T20:32:07.849770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:07.849801] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:07.849827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:07.849883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:07.905621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:07.906506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:07.906800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:07.906835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:08.027219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:08.027371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:08.027410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:08.027439] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:08.030899] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=10.21%)
[2025-12-24T20:32:08.031186] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-12-24T20:32:08.031317] [INFO ] [sig       ] SOJE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:08.178081] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SOJE.txt
[2025-12-24T20:32:08.178222] [INFO ] [sig       ] [2945/3551] Completed SOJE in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-24T20:32:08.178262] [INFO ] [sig       ] [2946/3551] Forecasting SON...
[2025-12-24T20:32:08.178292] [INFO ] [sig       ] Generating forecast for: SON
[2025-12-24T20:32:08.178322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-12-24T20:32:08.189792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2025-12-24T20:32:08.190086] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-12-24T20:32:08.190892] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-12-24T20:32:08.190946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:08.190979] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:08.191006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:08.191063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:08.254410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:08.255324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:08.255412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:08.255446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:08.376375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:08.376526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:08.376786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:08.376837] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:08.380689] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: DOWN (p=35.19%)
[2025-12-24T20:32:08.380955] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-12-24T20:32:08.381078] [INFO ] [sig       ] SON: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:08.521729] [INFO ] [LOCAL     ] Saved forecast: SON	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SON.txt
[2025-12-24T20:32:08.521882] [INFO ] [sig       ] [2946/3551] Completed SON in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-24T20:32:08.521923] [INFO ] [sig       ] [2947/3551] Forecasting SONO...
[2025-12-24T20:32:08.521954] [INFO ] [sig       ] Generating forecast for: SONO
[2025-12-24T20:32:08.521984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2025-12-24T20:32:08.534190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2025-12-24T20:32:08.534504] [INFO ] [FORECASTER] Starting predict_future for SONO
[2025-12-24T20:32:08.535266] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2025-12-24T20:32:08.535318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:08.535350] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:08.535377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:08.535433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:08.592349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:08.593302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:08.593385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:08.593417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:08.714664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:08.714827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:08.714866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:08.714895] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:08.718211] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: UP (p=88.78%)
[2025-12-24T20:32:08.718486] [INFO ] [FORECASTER] Completed predict_future for SONO
[2025-12-24T20:32:08.718628] [INFO ] [sig       ] SONO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:08.856210] [INFO ] [LOCAL     ] Saved forecast: SONO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SONO.txt
[2025-12-24T20:32:08.856368] [INFO ] [sig       ] [2947/3551] Completed SONO in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-24T20:32:08.856409] [INFO ] [sig       ] [2948/3551] Forecasting SOPA...
[2025-12-24T20:32:08.856439] [INFO ] [sig       ] Generating forecast for: SOPA
[2025-12-24T20:32:08.856469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2025-12-24T20:32:08.868556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPA'.
[2025-12-24T20:32:08.868924] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2025-12-24T20:32:08.869773] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2025-12-24T20:32:08.869826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:08.869858] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:08.869885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:08.869943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:08.926984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:08.927718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:08.927801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:08.927853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:09.046193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:09.046326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:09.046366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:09.046396] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:09.049850] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: UP (p=86.00%)
[2025-12-24T20:32:09.050126] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2025-12-24T20:32:09.050251] [INFO ] [sig       ] SOPA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:09.192607] [INFO ] [LOCAL     ] Saved forecast: SOPA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SOPA.txt
[2025-12-24T20:32:09.192767] [INFO ] [sig       ] [2948/3551] Completed SOPA in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-24T20:32:09.192809] [INFO ] [sig       ] [2949/3551] Forecasting SOPH...
[2025-12-24T20:32:09.192838] [INFO ] [sig       ] Generating forecast for: SOPH
[2025-12-24T20:32:09.192869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2025-12-24T20:32:09.203957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2025-12-24T20:32:09.204400] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2025-12-24T20:32:09.205225] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2025-12-24T20:32:09.205280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:09.205314] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:09.205342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:09.205400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:09.264630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:09.265475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:09.265556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:09.265610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:09.381017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:09.381147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:09.381187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:09.381218] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:09.384680] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: UP (p=84.99%)
[2025-12-24T20:32:09.384955] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2025-12-24T20:32:09.385077] [INFO ] [sig       ] SOPH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:09.525624] [INFO ] [LOCAL     ] Saved forecast: SOPH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SOPH.txt
[2025-12-24T20:32:09.525759] [INFO ] [sig       ] [2949/3551] Completed SOPH in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-24T20:32:09.525799] [INFO ] [sig       ] [2950/3551] Forecasting SOUN...
[2025-12-24T20:32:09.525828] [INFO ] [sig       ] Generating forecast for: SOUN
[2025-12-24T20:32:09.525858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2025-12-24T20:32:09.541722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOUN'.
[2025-12-24T20:32:09.542204] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2025-12-24T20:32:09.543284] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2025-12-24T20:32:09.543349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:09.543430] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:09.543509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:09.543595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:09.600825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:09.601535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:09.601638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:09.601672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:09.720653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:09.720811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:09.720853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:09.720882] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:09.724904] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: DOWN (p=21.23%)
[2025-12-24T20:32:09.725182] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2025-12-24T20:32:09.725308] [INFO ] [sig       ] SOUN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:09.863409] [INFO ] [LOCAL     ] Saved forecast: SOUN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SOUN.txt
[2025-12-24T20:32:09.863530] [INFO ] [sig       ] [2950/3551] Completed SOUN in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-24T20:32:09.863586] [INFO ] [sig       ] [2951/3551] Forecasting SOXQ...
[2025-12-24T20:32:09.863619] [INFO ] [sig       ] Generating forecast for: SOXQ
[2025-12-24T20:32:09.863648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2025-12-24T20:32:09.874591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2025-12-24T20:32:09.874873] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2025-12-24T20:32:09.875635] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2025-12-24T20:32:09.875687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:09.875719] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:09.875746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:09.875802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:09.931270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:09.931918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:09.931998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:09.932031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:10.058108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:10.058266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:10.058307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:10.058336] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:10.061769] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: UP (p=71.59%)
[2025-12-24T20:32:10.062044] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2025-12-24T20:32:10.062169] [INFO ] [sig       ] SOXQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:10.202892] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SOXQ.txt
[2025-12-24T20:32:10.203038] [INFO ] [sig       ] [2951/3551] Completed SOXQ in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-24T20:32:10.203078] [INFO ] [sig       ] [2952/3551] Forecasting SOXX...
[2025-12-24T20:32:10.203107] [INFO ] [sig       ] Generating forecast for: SOXX
[2025-12-24T20:32:10.203137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2025-12-24T20:32:10.216951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2025-12-24T20:32:10.217358] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2025-12-24T20:32:10.218272] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2025-12-24T20:32:10.218337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:10.218380] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:10.218410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:10.218489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:10.275024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:10.275677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:10.275757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:10.275791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:10.395899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:10.396051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:10.396090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:10.396118] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:10.399473] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: DOWN (p=6.61%)
[2025-12-24T20:32:10.399761] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2025-12-24T20:32:10.399881] [INFO ] [sig       ] SOXX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:10.537279] [INFO ] [LOCAL     ] Saved forecast: SOXX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SOXX.txt
[2025-12-24T20:32:10.537397] [INFO ] [sig       ] [2952/3551] Completed SOXX in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-24T20:32:10.537434] [INFO ] [sig       ] [2953/3551] Forecasting SPAI...
[2025-12-24T20:32:10.537463] [INFO ] [sig       ] Generating forecast for: SPAI
[2025-12-24T20:32:10.537495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2025-12-24T20:32:10.548262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2025-12-24T20:32:10.548539] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2025-12-24T20:32:10.549480] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2025-12-24T20:32:10.549531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:10.549562] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:10.549610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:10.549666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:10.604824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:10.605532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:10.605634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:10.605668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:10.722694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:10.722850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:10.722892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:10.722956] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:10.726349] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: UP (p=89.43%)
[2025-12-24T20:32:10.726642] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2025-12-24T20:32:10.726768] [INFO ] [sig       ] SPAI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:10.865133] [INFO ] [LOCAL     ] Saved forecast: SPAI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SPAI.txt
[2025-12-24T20:32:10.865262] [INFO ] [sig       ] [2953/3551] Completed SPAI in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-24T20:32:10.865300] [INFO ] [sig       ] [2954/3551] Forecasting SPB...
[2025-12-24T20:32:10.865330] [INFO ] [sig       ] Generating forecast for: SPB
[2025-12-24T20:32:10.865367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-12-24T20:32:10.876431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2025-12-24T20:32:10.876739] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-12-24T20:32:10.877542] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-12-24T20:32:10.877615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:10.877650] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:10.877678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:10.877737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:10.933285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:10.933920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:10.934000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:10.934034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:11.052968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:11.053103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:11.053141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:11.053171] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:11.056437] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: UP (p=56.35%)
[2025-12-24T20:32:11.056722] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-12-24T20:32:11.056844] [INFO ] [sig       ] SPB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:11.199420] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SPB.txt
[2025-12-24T20:32:11.199598] [INFO ] [sig       ] [2954/3551] Completed SPB in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-24T20:32:11.199639] [INFO ] [sig       ] [2955/3551] Forecasting SPCB...
[2025-12-24T20:32:11.199669] [INFO ] [sig       ] Generating forecast for: SPCB
[2025-12-24T20:32:11.199699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2025-12-24T20:32:11.211295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2025-12-24T20:32:11.211611] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2025-12-24T20:32:11.212374] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2025-12-24T20:32:11.212427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:11.212460] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:11.212488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:11.212546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:11.271168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:11.271957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:11.272048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:11.272089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:11.392745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:11.392898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:11.392946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:11.392977] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:11.396479] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: DOWN (p=36.94%)
[2025-12-24T20:32:11.396798] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2025-12-24T20:32:11.396917] [INFO ] [sig       ] SPCB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:11.540491] [INFO ] [LOCAL     ] Saved forecast: SPCB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SPCB.txt
[2025-12-24T20:32:11.540642] [INFO ] [sig       ] [2955/3551] Completed SPCB in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.5m
[2025-12-24T20:32:11.540684] [INFO ] [sig       ] [2956/3551] Forecasting SPCE...
[2025-12-24T20:32:11.540714] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-12-24T20:32:11.540743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-12-24T20:32:11.552396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2025-12-24T20:32:11.552712] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-12-24T20:32:11.553478] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-12-24T20:32:11.553531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:11.553564] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:11.553609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:11.553685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:11.610552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:11.611489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:11.611570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:11.611622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:11.731075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:11.731223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:11.731262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:11.731290] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:11.734606] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: UP (p=84.06%)
[2025-12-24T20:32:11.734872] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-12-24T20:32:11.734990] [INFO ] [sig       ] SPCE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:11.874992] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SPCE.txt
[2025-12-24T20:32:11.875141] [INFO ] [sig       ] [2956/3551] Completed SPCE in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-24T20:32:11.875182] [INFO ] [sig       ] [2957/3551] Forecasting SPE...
[2025-12-24T20:32:11.875212] [INFO ] [sig       ] Generating forecast for: SPE
[2025-12-24T20:32:11.875242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-12-24T20:32:11.887488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2025-12-24T20:32:11.887900] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-12-24T20:32:11.888728] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-12-24T20:32:11.888790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:11.888832] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:11.888865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:11.888924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:11.950045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:11.951082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:11.951169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:11.951204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:12.075664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:12.075814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:12.075856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:12.075888] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:12.079387] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: DOWN (p=15.05%)
[2025-12-24T20:32:12.079755] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-12-24T20:32:12.079887] [INFO ] [sig       ] SPE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:12.222144] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SPE.txt
[2025-12-24T20:32:12.222302] [INFO ] [sig       ] [2957/3551] Completed SPE in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-24T20:32:12.222345] [INFO ] [sig       ] [2958/3551] Forecasting SPFI...
[2025-12-24T20:32:12.222377] [INFO ] [sig       ] Generating forecast for: SPFI
[2025-12-24T20:32:12.222410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2025-12-24T20:32:12.233736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2025-12-24T20:32:12.234039] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2025-12-24T20:32:12.234895] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2025-12-24T20:32:12.234949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:12.234982] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:12.235010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:12.235067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:12.296296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:12.297152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:12.297237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:12.297271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:12.413815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:12.413964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:12.414004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:12.414036] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:12.417476] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: DOWN (p=7.65%)
[2025-12-24T20:32:12.417775] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2025-12-24T20:32:12.417900] [INFO ] [sig       ] SPFI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:12.556132] [INFO ] [LOCAL     ] Saved forecast: SPFI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SPFI.txt
[2025-12-24T20:32:12.556286] [INFO ] [sig       ] [2958/3551] Completed SPFI in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-24T20:32:12.556324] [INFO ] [sig       ] [2959/3551] Forecasting SPG...
[2025-12-24T20:32:12.556354] [INFO ] [sig       ] Generating forecast for: SPG
[2025-12-24T20:32:12.556386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-12-24T20:32:12.567589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2025-12-24T20:32:12.567875] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-12-24T20:32:12.568640] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-12-24T20:32:12.568691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:12.568723] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:12.568750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:12.568806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:12.627079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:12.627964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:12.628053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:12.628089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:12.750003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:12.750160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:12.750203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:12.750234] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:12.753638] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-24T20:32:12.753919] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-12-24T20:32:12.754046] [INFO ] [sig       ] SPG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:12.894024] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SPG.txt
[2025-12-24T20:32:12.894185] [INFO ] [sig       ] [2959/3551] Completed SPG in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-24T20:32:12.894224] [INFO ] [sig       ] [2960/3551] Forecasting SPGI...
[2025-12-24T20:32:12.894254] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-12-24T20:32:12.894284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-12-24T20:32:12.906067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2025-12-24T20:32:12.906465] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-12-24T20:32:12.907269] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-12-24T20:32:12.907320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:12.907351] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:12.907378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:12.907433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:12.963093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:12.963804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:12.963916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:12.963952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:13.084867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:13.085029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:13.085069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:13.085099] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:13.088612] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: DOWN (p=2.93%)
[2025-12-24T20:32:13.088893] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-12-24T20:32:13.089022] [INFO ] [sig       ] SPGI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:13.230518] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SPGI.txt
[2025-12-24T20:32:13.230676] [INFO ] [sig       ] [2960/3551] Completed SPGI in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-24T20:32:13.230716] [INFO ] [sig       ] [2961/3551] Forecasting SPH...
[2025-12-24T20:32:13.230745] [INFO ] [sig       ] Generating forecast for: SPH
[2025-12-24T20:32:13.230776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-12-24T20:32:13.242261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2025-12-24T20:32:13.242548] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-12-24T20:32:13.243321] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-12-24T20:32:13.243372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:13.243404] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:13.243431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:13.243497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:13.301199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:13.302047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:13.302135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:13.302169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:13.419060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:13.419209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:13.419249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:13.419312] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:13.422851] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-12-24T20:32:13.423124] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-12-24T20:32:13.423244] [INFO ] [sig       ] SPH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:13.564134] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SPH.txt
[2025-12-24T20:32:13.564259] [INFO ] [sig       ] [2961/3551] Completed SPH in 0.3s | 2.88 sym/s | Total: 17.1m | ETA: 3.4m
[2025-12-24T20:32:13.564298] [INFO ] [sig       ] [2962/3551] Forecasting SPOK...
[2025-12-24T20:32:13.564326] [INFO ] [sig       ] Generating forecast for: SPOK
[2025-12-24T20:32:13.564356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2025-12-24T20:32:13.575361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2025-12-24T20:32:13.575679] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2025-12-24T20:32:13.576419] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2025-12-24T20:32:13.576470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:13.576501] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:13.576528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:13.576608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:13.634974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:13.635779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:13.635865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:13.635899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:13.757686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:13.757835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:13.757876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:13.757906] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:13.761347] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: UP (p=63.35%)
[2025-12-24T20:32:13.761689] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2025-12-24T20:32:13.761837] [INFO ] [sig       ] SPOK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:13.905697] [INFO ] [LOCAL     ] Saved forecast: SPOK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SPOK.txt
[2025-12-24T20:32:13.905830] [INFO ] [sig       ] [2962/3551] Completed SPOK in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-24T20:32:13.905868] [INFO ] [sig       ] [2963/3551] Forecasting SPRC...
[2025-12-24T20:32:13.905897] [INFO ] [sig       ] Generating forecast for: SPRC
[2025-12-24T20:32:13.905929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'.
[2025-12-24T20:32:13.916956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRC'.
[2025-12-24T20:32:13.917259] [INFO ] [FORECASTER] Starting predict_future for SPRC
[2025-12-24T20:32:13.918064] [DEBUG] [LOCAL     ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt
[2025-12-24T20:32:13.918150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:13.918187] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:13.918215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:13.918274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:13.976512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:13.977396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:13.977479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:13.977512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:14.093648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:14.093801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:14.093841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:14.093871] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:14.097525] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: DOWN (p=1.16%)
[2025-12-24T20:32:14.097810] [INFO ] [FORECASTER] Completed predict_future for SPRC
[2025-12-24T20:32:14.097931] [INFO ] [sig       ] SPRC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:14.239174] [INFO ] [LOCAL     ] Saved forecast: SPRC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SPRC.txt
[2025-12-24T20:32:14.239361] [INFO ] [sig       ] [2963/3551] Completed SPRC in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-24T20:32:14.239402] [INFO ] [sig       ] [2964/3551] Forecasting SPRO...
[2025-12-24T20:32:14.239432] [INFO ] [sig       ] Generating forecast for: SPRO
[2025-12-24T20:32:14.239462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2025-12-24T20:32:14.250904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2025-12-24T20:32:14.251227] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2025-12-24T20:32:14.252049] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2025-12-24T20:32:14.252103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:14.252137] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:14.252165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:14.252223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:14.313113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:14.313886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:14.313967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:14.313999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:14.437058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:14.437219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:14.437260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:14.437290] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:14.440915] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: UP (p=62.53%)
[2025-12-24T20:32:14.441201] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2025-12-24T20:32:14.441345] [INFO ] [sig       ] SPRO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:14.584140] [INFO ] [LOCAL     ] Saved forecast: SPRO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SPRO.txt
[2025-12-24T20:32:14.584335] [INFO ] [sig       ] [2964/3551] Completed SPRO in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-24T20:32:14.584387] [INFO ] [sig       ] [2965/3551] Forecasting SPRX...
[2025-12-24T20:32:14.584418] [INFO ] [sig       ] Generating forecast for: SPRX
[2025-12-24T20:32:14.584452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2025-12-24T20:32:14.597525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2025-12-24T20:32:14.597927] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2025-12-24T20:32:14.598778] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2025-12-24T20:32:14.598835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:14.598868] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:14.598897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:14.598955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:14.657486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:14.658539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:14.658647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:14.658683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:14.784050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:14.784215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:14.784256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:14.784285] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:14.787600] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-24T20:32:14.787873] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2025-12-24T20:32:14.787995] [INFO ] [sig       ] SPRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:14.929060] [INFO ] [LOCAL     ] Saved forecast: SPRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SPRX.txt
[2025-12-24T20:32:14.929192] [INFO ] [sig       ] [2965/3551] Completed SPRX in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-24T20:32:14.929231] [INFO ] [sig       ] [2966/3551] Forecasting SPRY...
[2025-12-24T20:32:14.929260] [INFO ] [sig       ] Generating forecast for: SPRY
[2025-12-24T20:32:14.929317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2025-12-24T20:32:14.941780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2025-12-24T20:32:14.942070] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2025-12-24T20:32:14.942848] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2025-12-24T20:32:14.942900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:14.942932] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:14.942959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:14.943203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:15.000045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:15.001085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:15.001168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:15.001200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:15.122826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:15.123173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:15.123213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:15.123243] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:15.126737] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: DOWN (p=5.65%)
[2025-12-24T20:32:15.127002] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2025-12-24T20:32:15.127120] [INFO ] [sig       ] SPRY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:15.266745] [INFO ] [LOCAL     ] Saved forecast: SPRY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SPRY.txt
[2025-12-24T20:32:15.266914] [INFO ] [sig       ] [2966/3551] Completed SPRY in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-24T20:32:15.266956] [INFO ] [sig       ] [2967/3551] Forecasting SPSC...
[2025-12-24T20:32:15.266985] [INFO ] [sig       ] Generating forecast for: SPSC
[2025-12-24T20:32:15.267015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2025-12-24T20:32:15.278668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2025-12-24T20:32:15.279029] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2025-12-24T20:32:15.279878] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2025-12-24T20:32:15.279931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:15.279990] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:15.280018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:15.280075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:15.337078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:15.337986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:15.338074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:15.338107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:15.458266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:15.458430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:15.458469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:15.458497] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:15.462267] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: DOWN (p=6.11%)
[2025-12-24T20:32:15.462544] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2025-12-24T20:32:15.462688] [INFO ] [sig       ] SPSC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:15.600086] [INFO ] [LOCAL     ] Saved forecast: SPSC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SPSC.txt
[2025-12-24T20:32:15.600234] [INFO ] [sig       ] [2967/3551] Completed SPSC in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-24T20:32:15.600275] [INFO ] [sig       ] [2968/3551] Forecasting SPWH...
[2025-12-24T20:32:15.600304] [INFO ] [sig       ] Generating forecast for: SPWH
[2025-12-24T20:32:15.600334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2025-12-24T20:32:15.617427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2025-12-24T20:32:15.618240] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2025-12-24T20:32:15.619559] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2025-12-24T20:32:15.619668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:15.619704] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:15.619733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:15.619799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:15.678188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:15.679175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:15.679289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:15.679325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:15.799460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:15.799628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:15.799671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:15.799700] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:15.803118] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: UP (p=85.73%)
[2025-12-24T20:32:15.803413] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2025-12-24T20:32:15.803538] [INFO ] [sig       ] SPWH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:15.940905] [INFO ] [LOCAL     ] Saved forecast: SPWH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SPWH.txt
[2025-12-24T20:32:15.941027] [INFO ] [sig       ] [2968/3551] Completed SPWH in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-24T20:32:15.941066] [INFO ] [sig       ] [2969/3551] Forecasting SPXC...
[2025-12-24T20:32:15.941096] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-12-24T20:32:15.941126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-12-24T20:32:15.952976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2025-12-24T20:32:15.953220] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-12-24T20:32:15.953993] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-12-24T20:32:15.954045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:15.954078] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:15.954104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:15.954159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:16.009340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:16.009954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:16.010031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:16.010063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:16.132189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:16.132354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:16.132394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:16.132422] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:16.135791] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=22.80%)
[2025-12-24T20:32:16.136066] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-12-24T20:32:16.136190] [INFO ] [sig       ] SPXC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:16.274066] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SPXC.txt
[2025-12-24T20:32:16.274201] [INFO ] [sig       ] [2969/3551] Completed SPXC in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-24T20:32:16.274240] [INFO ] [sig       ] [2970/3551] Forecasting SPXX...
[2025-12-24T20:32:16.274269] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-12-24T20:32:16.274301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-12-24T20:32:16.286208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2025-12-24T20:32:16.286490] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-12-24T20:32:16.287277] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-12-24T20:32:16.287329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:16.287361] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:16.287388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:16.287444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:16.342642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:16.343294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:16.343375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:16.343407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:16.463953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:16.464105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:16.464144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:16.464200] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:16.467457] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: DOWN (p=47.53%)
[2025-12-24T20:32:16.467747] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-12-24T20:32:16.467869] [INFO ] [sig       ] SPXX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:16.606920] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SPXX.txt
[2025-12-24T20:32:16.607069] [INFO ] [sig       ] [2970/3551] Completed SPXX in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-24T20:32:16.607109] [INFO ] [sig       ] [2971/3551] Forecasting SQM...
[2025-12-24T20:32:16.607139] [INFO ] [sig       ] Generating forecast for: SQM
[2025-12-24T20:32:16.607169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-12-24T20:32:16.618989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2025-12-24T20:32:16.619316] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-12-24T20:32:16.620086] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-12-24T20:32:16.620138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:16.620170] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:16.620196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:16.620252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:16.675144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:16.675750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:16.675830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:16.675861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:16.794137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:16.794288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:16.794327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:16.794356] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:16.797633] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: DOWN (p=12.49%)
[2025-12-24T20:32:16.797903] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-12-24T20:32:16.798024] [INFO ] [sig       ] SQM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:16.935135] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SQM.txt
[2025-12-24T20:32:16.935275] [INFO ] [sig       ] [2971/3551] Completed SQM in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-24T20:32:16.935315] [INFO ] [sig       ] [2972/3551] Forecasting SQNS...
[2025-12-24T20:32:16.935343] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-12-24T20:32:16.935375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-12-24T20:32:16.946623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2025-12-24T20:32:16.946894] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-12-24T20:32:16.947661] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-12-24T20:32:16.947712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:16.947743] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:16.947770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:16.947826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:17.002657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:17.003398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:17.003479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:17.003510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:17.120345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:17.120502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:17.120541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:17.120598] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:17.123911] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: UP (p=88.81%)
[2025-12-24T20:32:17.124181] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-12-24T20:32:17.124301] [INFO ] [sig       ] SQNS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:17.262749] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SQNS.txt
[2025-12-24T20:32:17.262897] [INFO ] [sig       ] [2972/3551] Completed SQNS in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.4m
[2025-12-24T20:32:17.262936] [INFO ] [sig       ] [2973/3551] Forecasting SQQQ...
[2025-12-24T20:32:17.262965] [INFO ] [sig       ] Generating forecast for: SQQQ
[2025-12-24T20:32:17.262996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2025-12-24T20:32:17.274822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2025-12-24T20:32:17.275146] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2025-12-24T20:32:17.275912] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2025-12-24T20:32:17.275963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:17.275994] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:17.276020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:17.276080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:17.335523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:17.336528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:17.336643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:17.336679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:17.456503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:17.456680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:17.456722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:17.456750] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:17.460116] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: UP (p=91.03%)
[2025-12-24T20:32:17.460409] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2025-12-24T20:32:17.460531] [INFO ] [sig       ] SQQQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:17.601815] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SQQQ.txt
[2025-12-24T20:32:17.601977] [INFO ] [sig       ] [2973/3551] Completed SQQQ in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-24T20:32:17.602018] [INFO ] [sig       ] [2974/3551] Forecasting SRAD...
[2025-12-24T20:32:17.602048] [INFO ] [sig       ] Generating forecast for: SRAD
[2025-12-24T20:32:17.602080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2025-12-24T20:32:17.614392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2025-12-24T20:32:17.614736] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2025-12-24T20:32:17.615497] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2025-12-24T20:32:17.615548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:17.615610] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:17.615658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:17.615715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:17.672412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:17.673273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:17.673354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:17.673386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:17.794866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:17.795030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:17.795068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:17.795097] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:17.798479] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: DOWN (p=36.07%)
[2025-12-24T20:32:17.798777] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2025-12-24T20:32:17.798905] [INFO ] [sig       ] SRAD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:17.941729] [INFO ] [LOCAL     ] Saved forecast: SRAD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SRAD.txt
[2025-12-24T20:32:17.941885] [INFO ] [sig       ] [2974/3551] Completed SRAD in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-24T20:32:17.941925] [INFO ] [sig       ] [2975/3551] Forecasting SRBK...
[2025-12-24T20:32:17.941955] [INFO ] [sig       ] Generating forecast for: SRBK
[2025-12-24T20:32:17.941985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2025-12-24T20:32:17.953645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2025-12-24T20:32:17.954195] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2025-12-24T20:32:17.955103] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2025-12-24T20:32:17.955157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:17.955189] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:17.955216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:17.955272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:18.011317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:18.012206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:18.012293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:18.012325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:18.127506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:18.127691] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-24T20:32:18.127732] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:18.127760] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:18.131301] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: UP (p=71.77%)
[2025-12-24T20:32:18.131592] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2025-12-24T20:32:18.131717] [INFO ] [sig       ] SRBK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:18.275213] [INFO ] [LOCAL     ] Saved forecast: SRBK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SRBK.txt
[2025-12-24T20:32:18.275370] [INFO ] [sig       ] [2975/3551] Completed SRBK in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-24T20:32:18.275411] [INFO ] [sig       ] [2976/3551] Forecasting SRCE...
[2025-12-24T20:32:18.275440] [INFO ] [sig       ] Generating forecast for: SRCE
[2025-12-24T20:32:18.275471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2025-12-24T20:32:18.287092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2025-12-24T20:32:18.287433] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2025-12-24T20:32:18.288287] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2025-12-24T20:32:18.288343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:18.288376] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:18.288404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:18.288462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:18.348314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:18.349224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:18.349328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:18.349363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:18.476796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:18.476965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:18.477009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:18.477037] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:18.481098] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: UP (p=50.54%)
[2025-12-24T20:32:18.481410] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2025-12-24T20:32:18.481544] [INFO ] [sig       ] SRCE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:18.630341] [INFO ] [LOCAL     ] Saved forecast: SRCE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SRCE.txt
[2025-12-24T20:32:18.630500] [INFO ] [sig       ] [2976/3551] Completed SRCE in 0.4s | 2.88 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-24T20:32:18.630541] [INFO ] [sig       ] [2977/3551] Forecasting SRE...
[2025-12-24T20:32:18.630588] [INFO ] [sig       ] Generating forecast for: SRE
[2025-12-24T20:32:18.630623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-12-24T20:32:18.643787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2025-12-24T20:32:18.644149] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-12-24T20:32:18.644959] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-12-24T20:32:18.645013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:18.645047] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:18.645076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:18.645135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:18.703797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:18.704859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:18.704982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:18.705018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:18.821647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:18.821812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:18.821852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:18.821880] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:18.825610] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: UP (p=86.11%)
[2025-12-24T20:32:18.825886] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-12-24T20:32:18.826011] [INFO ] [sig       ] SRE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:18.970661] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SRE.txt
[2025-12-24T20:32:18.970829] [INFO ] [sig       ] [2977/3551] Completed SRE in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-24T20:32:18.970878] [INFO ] [sig       ] [2978/3551] Forecasting SREA...
[2025-12-24T20:32:18.970911] [INFO ] [sig       ] Generating forecast for: SREA
[2025-12-24T20:32:18.970942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-12-24T20:32:18.983633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2025-12-24T20:32:18.984175] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-12-24T20:32:18.984939] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-12-24T20:32:18.984990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:18.985022] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:18.985049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:18.985105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:19.044058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:19.044907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:19.045028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:19.045063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:19.164489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:19.164669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:19.164711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:19.164743] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:19.168165] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: DOWN (p=46.50%)
[2025-12-24T20:32:19.168492] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-12-24T20:32:19.168650] [INFO ] [sig       ] SREA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:19.314889] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SREA.txt
[2025-12-24T20:32:19.315042] [INFO ] [sig       ] [2978/3551] Completed SREA in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-24T20:32:19.315082] [INFO ] [sig       ] [2979/3551] Forecasting SRFM...
[2025-12-24T20:32:19.315112] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-12-24T20:32:19.315141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-12-24T20:32:19.326734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2025-12-24T20:32:19.327065] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-12-24T20:32:19.327834] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-12-24T20:32:19.327887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:19.327919] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:19.327945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:19.328001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:19.387139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:19.387998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:19.388085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:19.388118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:19.512373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:19.512533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:19.512590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:19.512621] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:19.515958] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: UP (p=54.17%)
[2025-12-24T20:32:19.516232] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-12-24T20:32:19.516377] [INFO ] [sig       ] SRFM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:19.660701] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SRFM.txt
[2025-12-24T20:32:19.660861] [INFO ] [sig       ] [2979/3551] Completed SRFM in 0.3s | 2.88 sym/s | Total: 17.2m | ETA: 3.3m
[2025-12-24T20:32:19.660902] [INFO ] [sig       ] [2980/3551] Forecasting SRG...
[2025-12-24T20:32:19.661128] [INFO ] [sig       ] Generating forecast for: SRG
[2025-12-24T20:32:19.661171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-12-24T20:32:19.673114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2025-12-24T20:32:19.673530] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-12-24T20:32:19.674436] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-12-24T20:32:19.674498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:19.674532] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:19.674561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:19.674652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:19.733884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:19.734762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:19.734849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:19.734884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:19.859427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:19.859611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:19.859656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:19.859686] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:19.863108] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: UP (p=99.55%)
[2025-12-24T20:32:19.863386] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-12-24T20:32:19.863516] [INFO ] [sig       ] SRG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:20.009206] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SRG.txt
[2025-12-24T20:32:20.009417] [INFO ] [sig       ] [2980/3551] Completed SRG in 0.3s | 2.88 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-24T20:32:20.009459] [INFO ] [sig       ] [2981/3551] Forecasting SRI...
[2025-12-24T20:32:20.009490] [INFO ] [sig       ] Generating forecast for: SRI
[2025-12-24T20:32:20.009519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-12-24T20:32:20.020930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2025-12-24T20:32:20.021305] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-12-24T20:32:20.022105] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-12-24T20:32:20.022158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:20.022190] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:20.022216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:20.022272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:20.080591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:20.081443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:20.081527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:20.081559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:20.200229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:20.200378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:20.200436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:20.200466] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:20.203773] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: UP (p=93.05%)
[2025-12-24T20:32:20.204038] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-12-24T20:32:20.204160] [INFO ] [sig       ] SRI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:20.344352] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SRI.txt
[2025-12-24T20:32:20.344492] [INFO ] [sig       ] [2981/3551] Completed SRI in 0.3s | 2.88 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-24T20:32:20.344530] [INFO ] [sig       ] [2982/3551] Forecasting SRRK...
[2025-12-24T20:32:20.344561] [INFO ] [sig       ] Generating forecast for: SRRK
[2025-12-24T20:32:20.344611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2025-12-24T20:32:20.354825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2025-12-24T20:32:20.355114] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2025-12-24T20:32:20.355896] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2025-12-24T20:32:20.355948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:20.355979] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:20.356006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:20.356062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:20.413183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:20.414001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:20.414087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:20.414118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:20.536443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:20.536608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:20.536649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:20.536677] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:20.540350] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: DOWN (p=4.70%)
[2025-12-24T20:32:20.540650] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2025-12-24T20:32:20.540770] [INFO ] [sig       ] SRRK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:20.679907] [INFO ] [LOCAL     ] Saved forecast: SRRK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SRRK.txt
[2025-12-24T20:32:20.680041] [INFO ] [sig       ] [2982/3551] Completed SRRK in 0.3s | 2.88 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-24T20:32:20.680083] [INFO ] [sig       ] [2983/3551] Forecasting SRTS...
[2025-12-24T20:32:20.680112] [INFO ] [sig       ] Generating forecast for: SRTS
[2025-12-24T20:32:20.680142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2025-12-24T20:32:20.691897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2025-12-24T20:32:20.692208] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2025-12-24T20:32:20.693003] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2025-12-24T20:32:20.693056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:20.693089] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:20.693118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:20.693179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:20.756785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:20.758064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:20.758214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:20.758255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:20.879936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:20.880078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:20.880116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:20.880146] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:20.883405] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: DOWN (p=37.73%)
[2025-12-24T20:32:20.883699] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2025-12-24T20:32:20.883821] [INFO ] [sig       ] SRTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:21.022774] [INFO ] [LOCAL     ] Saved forecast: SRTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SRTS.txt
[2025-12-24T20:32:21.022897] [INFO ] [sig       ] [2983/3551] Completed SRTS in 0.3s | 2.88 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-24T20:32:21.023116] [INFO ] [sig       ] [2984/3551] Forecasting SSB...
[2025-12-24T20:32:21.023145] [INFO ] [sig       ] Generating forecast for: SSB
[2025-12-24T20:32:21.023175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-12-24T20:32:21.034484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2025-12-24T20:32:21.034776] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-12-24T20:32:21.035517] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-12-24T20:32:21.035585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:21.035642] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:21.035671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:21.035727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:21.092818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:21.093638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:21.093717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:21.093748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:21.212141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:21.212259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:21.212296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:21.212324] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:21.215477] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=17.56%)
[2025-12-24T20:32:21.215758] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-12-24T20:32:21.215877] [INFO ] [sig       ] SSB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:21.355670] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SSB.txt
[2025-12-24T20:32:21.355802] [INFO ] [sig       ] [2984/3551] Completed SSB in 0.3s | 2.88 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-24T20:32:21.355840] [INFO ] [sig       ] [2985/3551] Forecasting SSD...
[2025-12-24T20:32:21.355869] [INFO ] [sig       ] Generating forecast for: SSD
[2025-12-24T20:32:21.355899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-12-24T20:32:21.369941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2025-12-24T20:32:21.370234] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-12-24T20:32:21.371082] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-12-24T20:32:21.371135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:21.371178] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:21.371206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:21.371264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:21.430924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:21.431780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:21.431870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:21.431902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:21.555877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:21.556022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:21.556061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:21.556089] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:21.559634] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=3.19%)
[2025-12-24T20:32:21.559906] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-12-24T20:32:21.560030] [INFO ] [sig       ] SSD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:21.701137] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SSD.txt
[2025-12-24T20:32:21.701283] [INFO ] [sig       ] [2985/3551] Completed SSD in 0.3s | 2.88 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-24T20:32:21.701323] [INFO ] [sig       ] [2986/3551] Forecasting SSL...
[2025-12-24T20:32:21.701354] [INFO ] [sig       ] Generating forecast for: SSL
[2025-12-24T20:32:21.701384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-12-24T20:32:21.714407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2025-12-24T20:32:21.714795] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-12-24T20:32:21.715602] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-12-24T20:32:21.715658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:21.715694] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:21.715732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:21.715806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:21.773044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:21.773912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:21.773997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:21.774030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:21.893519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:21.893668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:21.893707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:21.893735] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:21.896976] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: DOWN (p=11.90%)
[2025-12-24T20:32:21.897240] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-12-24T20:32:21.897356] [INFO ] [sig       ] SSL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:22.037764] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SSL.txt
[2025-12-24T20:32:22.037897] [INFO ] [sig       ] [2986/3551] Completed SSL in 0.3s | 2.88 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-24T20:32:22.037937] [INFO ] [sig       ] [2987/3551] Forecasting SSNC...
[2025-12-24T20:32:22.037966] [INFO ] [sig       ] Generating forecast for: SSNC
[2025-12-24T20:32:22.037996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2025-12-24T20:32:22.050024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2025-12-24T20:32:22.050326] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2025-12-24T20:32:22.051090] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2025-12-24T20:32:22.051141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:22.051172] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:22.051199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:22.051259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:22.109612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:22.110291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:22.110373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:22.110404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:22.234022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:22.234160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:22.234197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:22.234257] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:22.237537] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: DOWN (p=21.76%)
[2025-12-24T20:32:22.237846] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2025-12-24T20:32:22.237971] [INFO ] [sig       ] SSNC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:22.378633] [INFO ] [LOCAL     ] Saved forecast: SSNC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SSNC.txt
[2025-12-24T20:32:22.378754] [INFO ] [sig       ] [2987/3551] Completed SSNC in 0.3s | 2.88 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-24T20:32:22.378792] [INFO ] [sig       ] [2988/3551] Forecasting SSP...
[2025-12-24T20:32:22.378823] [INFO ] [sig       ] Generating forecast for: SSP
[2025-12-24T20:32:22.378853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2025-12-24T20:32:22.391289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2025-12-24T20:32:22.391646] [INFO ] [FORECASTER] Starting predict_future for SSP
[2025-12-24T20:32:22.392624] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2025-12-24T20:32:22.392676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:22.392708] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:22.392734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:22.392794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:22.451979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:22.452876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:22.452962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:22.452997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:22.573189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:22.573342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:22.573385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:22.573415] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:22.577024] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: DOWN (p=18.68%)
[2025-12-24T20:32:22.577300] [INFO ] [FORECASTER] Completed predict_future for SSP
[2025-12-24T20:32:22.577423] [INFO ] [sig       ] SSP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:22.719464] [INFO ] [LOCAL     ] Saved forecast: SSP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SSP.txt
[2025-12-24T20:32:22.719607] [INFO ] [sig       ] [2988/3551] Completed SSP in 0.3s | 2.88 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-24T20:32:22.719647] [INFO ] [sig       ] [2989/3551] Forecasting SSRM...
[2025-12-24T20:32:22.719677] [INFO ] [sig       ] Generating forecast for: SSRM
[2025-12-24T20:32:22.719712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2025-12-24T20:32:22.732023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2025-12-24T20:32:22.732403] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2025-12-24T20:32:22.733198] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2025-12-24T20:32:22.733251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:22.733283] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:22.733309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:22.733366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:22.789066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:22.789879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:22.789963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:22.789994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:22.907270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:22.907426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:22.907465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:22.907494] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:22.911193] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: DOWN (p=43.93%)
[2025-12-24T20:32:22.911462] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2025-12-24T20:32:22.911598] [INFO ] [sig       ] SSRM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:23.059925] [INFO ] [LOCAL     ] Saved forecast: SSRM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SSRM.txt
[2025-12-24T20:32:23.060096] [INFO ] [sig       ] [2989/3551] Completed SSRM in 0.3s | 2.88 sym/s | Total: 17.3m | ETA: 3.3m
[2025-12-24T20:32:23.060147] [INFO ] [sig       ] [2990/3551] Forecasting SSSS...
[2025-12-24T20:32:23.060205] [INFO ] [sig       ] Generating forecast for: SSSS
[2025-12-24T20:32:23.060247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2025-12-24T20:32:23.072222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2025-12-24T20:32:23.072700] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2025-12-24T20:32:23.073500] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2025-12-24T20:32:23.073555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:23.073617] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:23.073647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:23.073703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:23.134113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:23.135013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:23.135145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:23.135193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:23.266207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:23.266362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:23.266404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:23.266433] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:23.270338] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: UP (p=54.98%)
[2025-12-24T20:32:23.270662] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2025-12-24T20:32:23.270797] [INFO ] [sig       ] SSSS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:23.417687] [INFO ] [LOCAL     ] Saved forecast: SSSS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SSSS.txt
[2025-12-24T20:32:23.417842] [INFO ] [sig       ] [2990/3551] Completed SSSS in 0.4s | 2.88 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-24T20:32:23.417882] [INFO ] [sig       ] [2991/3551] Forecasting SSTI...
[2025-12-24T20:32:23.417912] [INFO ] [sig       ] Generating forecast for: SSTI
[2025-12-24T20:32:23.417941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2025-12-24T20:32:23.429358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2025-12-24T20:32:23.429664] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2025-12-24T20:32:23.430431] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2025-12-24T20:32:23.430482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:23.430513] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:23.430540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:23.430620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:23.487140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:23.487779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:23.487862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:23.487897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:23.613026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:23.613379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:23.613420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:23.613448] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:23.617147] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: DOWN (p=6.51%)
[2025-12-24T20:32:23.617431] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2025-12-24T20:32:23.617561] [INFO ] [sig       ] SSTI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:23.760403] [INFO ] [LOCAL     ] Saved forecast: SSTI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SSTI.txt
[2025-12-24T20:32:23.760562] [INFO ] [sig       ] [2991/3551] Completed SSTI in 0.3s | 2.88 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-24T20:32:23.760620] [INFO ] [sig       ] [2992/3551] Forecasting SSTK...
[2025-12-24T20:32:23.760651] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-12-24T20:32:23.760680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-12-24T20:32:23.772115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2025-12-24T20:32:23.772379] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-12-24T20:32:23.773147] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-12-24T20:32:23.773199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:23.773231] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:23.773258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:23.773335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:23.830251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:23.831056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:23.831141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:23.831177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:23.955312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:23.955471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:23.955512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:23.955562] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:23.959100] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: UP (p=89.10%)
[2025-12-24T20:32:23.959429] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-12-24T20:32:23.959560] [INFO ] [sig       ] SSTK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:24.108192] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SSTK.txt
[2025-12-24T20:32:24.108352] [INFO ] [sig       ] [2992/3551] Completed SSTK in 0.3s | 2.88 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-24T20:32:24.108393] [INFO ] [sig       ] [2993/3551] Forecasting SSYS...
[2025-12-24T20:32:24.108425] [INFO ] [sig       ] Generating forecast for: SSYS
[2025-12-24T20:32:24.108454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2025-12-24T20:32:24.121028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2025-12-24T20:32:24.121615] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2025-12-24T20:32:24.122666] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2025-12-24T20:32:24.122721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:24.122753] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:24.122779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:24.122835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:24.186850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:24.187743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:24.187836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:24.187878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:24.313197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:24.313352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:24.313393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:24.313423] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:24.317013] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: UP (p=95.88%)
[2025-12-24T20:32:24.317312] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2025-12-24T20:32:24.317445] [INFO ] [sig       ] SSYS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:24.467313] [INFO ] [LOCAL     ] Saved forecast: SSYS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SSYS.txt
[2025-12-24T20:32:24.467507] [INFO ] [sig       ] [2993/3551] Completed SSYS in 0.4s | 2.88 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-24T20:32:24.467564] [INFO ] [sig       ] [2994/3551] Forecasting STAA...
[2025-12-24T20:32:24.467631] [INFO ] [sig       ] Generating forecast for: STAA
[2025-12-24T20:32:24.467664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2025-12-24T20:32:24.480361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2025-12-24T20:32:24.480771] [INFO ] [FORECASTER] Starting predict_future for STAA
[2025-12-24T20:32:24.481562] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2025-12-24T20:32:24.481635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:24.481668] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:24.481698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:24.481756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:24.548731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:24.549724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:24.549869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:24.549923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:24.681345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:24.681500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:24.681541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:24.681588] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:24.685544] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: DOWN (p=1.55%)
[2025-12-24T20:32:24.685901] [INFO ] [FORECASTER] Completed predict_future for STAA
[2025-12-24T20:32:24.686054] [INFO ] [sig       ] STAA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:24.844639] [INFO ] [LOCAL     ] Saved forecast: STAA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STAA.txt
[2025-12-24T20:32:24.844804] [INFO ] [sig       ] [2994/3551] Completed STAA in 0.4s | 2.88 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-24T20:32:24.844846] [INFO ] [sig       ] [2995/3551] Forecasting STAG...
[2025-12-24T20:32:24.844876] [INFO ] [sig       ] Generating forecast for: STAG
[2025-12-24T20:32:24.844907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-12-24T20:32:24.856977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2025-12-24T20:32:24.857359] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-12-24T20:32:24.858170] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-12-24T20:32:24.858224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:24.858256] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:24.858284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:24.858343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:24.922057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:24.923097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:24.923198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:24.923237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:25.056829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:25.056986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:25.057027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:25.057056] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:25.060649] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: DOWN (p=6.55%)
[2025-12-24T20:32:25.060928] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-12-24T20:32:25.061070] [INFO ] [sig       ] STAG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:25.215177] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STAG.txt
[2025-12-24T20:32:25.215355] [INFO ] [sig       ] [2995/3551] Completed STAG in 0.4s | 2.88 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-24T20:32:25.215413] [INFO ] [sig       ] [2996/3551] Forecasting STBA...
[2025-12-24T20:32:25.215460] [INFO ] [sig       ] Generating forecast for: STBA
[2025-12-24T20:32:25.215507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2025-12-24T20:32:25.228914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2025-12-24T20:32:25.229534] [INFO ] [FORECASTER] Starting predict_future for STBA
[2025-12-24T20:32:25.230639] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2025-12-24T20:32:25.230695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:25.230728] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:25.230755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:25.230845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:25.297450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:25.298418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:25.298517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:25.298552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:25.414951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:25.415109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:25.415150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:25.415180] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:25.418733] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: UP (p=91.28%)
[2025-12-24T20:32:25.419050] [INFO ] [FORECASTER] Completed predict_future for STBA
[2025-12-24T20:32:25.419196] [INFO ] [sig       ] STBA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:25.567331] [INFO ] [LOCAL     ] Saved forecast: STBA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/STBA.txt
[2025-12-24T20:32:25.567482] [INFO ] [sig       ] [2996/3551] Completed STBA in 0.4s | 2.88 sym/s | Total: 17.3m | ETA: 3.2m
[2025-12-24T20:32:25.567523] [INFO ] [sig       ] [2997/3551] Forecasting STC...
[2025-12-24T20:32:25.567554] [INFO ] [sig       ] Generating forecast for: STC
[2025-12-24T20:32:25.567603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-12-24T20:32:25.579222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2025-12-24T20:32:25.579626] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-12-24T20:32:25.580394] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-12-24T20:32:25.580446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:25.580479] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:25.580506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:25.580563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:25.640419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:25.641303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:25.641389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:25.641425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:25.760891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:25.761040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:25.761262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:25.761292] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:25.764762] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: DOWN (p=37.27%)
[2025-12-24T20:32:25.765033] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-12-24T20:32:25.765155] [INFO ] [sig       ] STC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:25.915946] [INFO ] [LOCAL     ] Saved forecast: STC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STC.txt
[2025-12-24T20:32:25.916132] [INFO ] [sig       ] [2997/3551] Completed STC in 0.3s | 2.88 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-24T20:32:25.916174] [INFO ] [sig       ] [2998/3551] Forecasting STE...
[2025-12-24T20:32:25.916205] [INFO ] [sig       ] Generating forecast for: STE
[2025-12-24T20:32:25.916235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-12-24T20:32:25.928591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2025-12-24T20:32:25.928865] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-12-24T20:32:25.929654] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-12-24T20:32:25.929717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:25.929750] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:25.929776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:25.929832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:25.990449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:25.991310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:25.991400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:25.991435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:26.117977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:26.118149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:26.118196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:26.118226] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:26.122029] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: DOWN (p=1.81%)
[2025-12-24T20:32:26.122303] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-12-24T20:32:26.122425] [INFO ] [sig       ] STE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:26.261811] [INFO ] [LOCAL     ] Saved forecast: STE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STE.txt
[2025-12-24T20:32:26.261937] [INFO ] [sig       ] [2998/3551] Completed STE in 0.3s | 2.88 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-24T20:32:26.261976] [INFO ] [sig       ] [2999/3551] Forecasting STEL...
[2025-12-24T20:32:26.262005] [INFO ] [sig       ] Generating forecast for: STEL
[2025-12-24T20:32:26.262035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-12-24T20:32:26.273405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2025-12-24T20:32:26.273726] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-12-24T20:32:26.274466] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-12-24T20:32:26.274516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:26.274547] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:26.274597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:26.274657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:26.331792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:26.332472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:26.332552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:26.332602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:26.451632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:26.451771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:26.451810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:26.451838] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:26.455127] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=30.29%)
[2025-12-24T20:32:26.455394] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-12-24T20:32:26.455515] [INFO ] [sig       ] STEL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:26.594797] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STEL.txt
[2025-12-24T20:32:26.594935] [INFO ] [sig       ] [2999/3551] Completed STEL in 0.3s | 2.88 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-24T20:32:26.594974] [INFO ] [sig       ] [3000/3551] Forecasting STEM...
[2025-12-24T20:32:26.595003] [INFO ] [sig       ] Generating forecast for: STEM
[2025-12-24T20:32:26.595034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-12-24T20:32:26.606240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2025-12-24T20:32:26.606640] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-12-24T20:32:26.607396] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-12-24T20:32:26.607447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:26.607478] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:26.607504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:26.607560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:26.666077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:26.667132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:26.667234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:26.667273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:26.785943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:26.786093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:26.786132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:26.786161] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:26.789468] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: DOWN (p=21.42%)
[2025-12-24T20:32:26.789749] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-12-24T20:32:26.789872] [INFO ] [sig       ] STEM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:26.933151] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STEM.txt
[2025-12-24T20:32:26.933286] [INFO ] [sig       ] [3000/3551] Completed STEM in 0.3s | 2.88 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-24T20:32:26.933332] [INFO ] [sig       ] [3001/3551] Forecasting STEP...
[2025-12-24T20:32:26.933372] [INFO ] [sig       ] Generating forecast for: STEP
[2025-12-24T20:32:26.933402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2025-12-24T20:32:26.944772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2025-12-24T20:32:26.945054] [INFO ] [FORECASTER] Starting predict_future for STEP
[2025-12-24T20:32:26.946013] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2025-12-24T20:32:26.946063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:26.946129] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:26.946156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:26.946212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:27.002764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:27.003686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:27.003769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:27.003801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:27.120904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:27.121062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:27.121102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:27.121130] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:27.124453] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-12-24T20:32:27.124751] [INFO ] [FORECASTER] Completed predict_future for STEP
[2025-12-24T20:32:27.124876] [INFO ] [sig       ] STEP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:27.267166] [INFO ] [LOCAL     ] Saved forecast: STEP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STEP.txt
[2025-12-24T20:32:27.267349] [INFO ] [sig       ] [3001/3551] Completed STEP in 0.3s | 2.88 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-24T20:32:27.267398] [INFO ] [sig       ] [3002/3551] Forecasting STHO...
[2025-12-24T20:32:27.267429] [INFO ] [sig       ] Generating forecast for: STHO
[2025-12-24T20:32:27.267459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2025-12-24T20:32:27.279220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2025-12-24T20:32:27.279618] [INFO ] [FORECASTER] Starting predict_future for STHO
[2025-12-24T20:32:27.280373] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2025-12-24T20:32:27.280425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:27.280456] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:27.280483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:27.280539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:27.336431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:27.337295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:27.337384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:27.337417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:27.453881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:27.454067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:27.454119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:27.454155] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:27.458863] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: UP (p=96.57%)
[2025-12-24T20:32:27.459243] [INFO ] [FORECASTER] Completed predict_future for STHO
[2025-12-24T20:32:27.459431] [INFO ] [sig       ] STHO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:27.646696] [INFO ] [LOCAL     ] Saved forecast: STHO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/STHO.txt
[2025-12-24T20:32:27.646926] [INFO ] [sig       ] [3002/3551] Completed STHO in 0.4s | 2.88 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-24T20:32:27.646982] [INFO ] [sig       ] [3003/3551] Forecasting STI...
[2025-12-24T20:32:27.647023] [INFO ] [sig       ] Generating forecast for: STI
[2025-12-24T20:32:27.647063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2025-12-24T20:32:27.668486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2025-12-24T20:32:27.669374] [INFO ] [FORECASTER] Starting predict_future for STI
[2025-12-24T20:32:27.671251] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2025-12-24T20:32:27.671375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:27.671428] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:27.671471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:27.671569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:27.745772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:27.747229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:27.747429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:27.747475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:27.926409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:27.926719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:27.926790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:27.926841] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:27.933362] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-12-24T20:32:27.934058] [INFO ] [FORECASTER] Completed predict_future for STI
[2025-12-24T20:32:27.934320] [INFO ] [sig       ] STI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:28.160158] [INFO ] [LOCAL     ] Saved forecast: STI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STI.txt
[2025-12-24T20:32:28.160464] [INFO ] [sig       ] [3003/3551] Completed STI in 0.5s | 2.88 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-24T20:32:28.160543] [INFO ] [sig       ] [3004/3551] Forecasting STIM...
[2025-12-24T20:32:28.160625] [INFO ] [sig       ] Generating forecast for: STIM
[2025-12-24T20:32:28.160682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2025-12-24T20:32:28.178429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2025-12-24T20:32:28.178981] [INFO ] [FORECASTER] Starting predict_future for STIM
[2025-12-24T20:32:28.179958] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2025-12-24T20:32:28.180019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:28.180052] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:28.180079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:28.180137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:28.256395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:28.257455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:28.257614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:28.257663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:28.398327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:28.398492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:28.398537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:28.398625] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:28.403012] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: UP (p=87.24%)
[2025-12-24T20:32:28.403488] [INFO ] [FORECASTER] Completed predict_future for STIM
[2025-12-24T20:32:28.403728] [INFO ] [sig       ] STIM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:28.594247] [INFO ] [LOCAL     ] Saved forecast: STIM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/STIM.txt
[2025-12-24T20:32:28.594434] [INFO ] [sig       ] [3004/3551] Completed STIM in 0.4s | 2.88 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-24T20:32:28.594482] [INFO ] [sig       ] [3005/3551] Forecasting STK...
[2025-12-24T20:32:28.594513] [INFO ] [sig       ] Generating forecast for: STK
[2025-12-24T20:32:28.594544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-12-24T20:32:28.607700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2025-12-24T20:32:28.608119] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-12-24T20:32:28.608992] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-12-24T20:32:28.609047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:28.609083] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:28.609121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:28.609185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:28.669209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:28.670222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:28.670314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:28.670348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:28.791473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:28.791665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:28.791708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:28.791739] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:28.795210] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: DOWN (p=37.29%)
[2025-12-24T20:32:28.795510] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-12-24T20:32:28.795661] [INFO ] [sig       ] STK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:28.939607] [INFO ] [LOCAL     ] Saved forecast: STK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STK.txt
[2025-12-24T20:32:28.939765] [INFO ] [sig       ] [3005/3551] Completed STK in 0.3s | 2.88 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-24T20:32:28.939805] [INFO ] [sig       ] [3006/3551] Forecasting STKH...
[2025-12-24T20:32:28.939835] [INFO ] [sig       ] Generating forecast for: STKH
[2025-12-24T20:32:28.939866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2025-12-24T20:32:28.954911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2025-12-24T20:32:28.955451] [INFO ] [FORECASTER] Starting predict_future for STKH
[2025-12-24T20:32:28.956518] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2025-12-24T20:32:28.956606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:28.956649] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:28.956686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:28.956765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:29.018617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:29.019525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:29.019630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:29.019666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:29.126115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:29.126267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:29.126311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:29.126341] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:29.129691] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: DOWN (p=10.11%)
[2025-12-24T20:32:29.129964] [INFO ] [FORECASTER] Completed predict_future for STKH
[2025-12-24T20:32:29.130089] [INFO ] [sig       ] STKH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:29.272171] [INFO ] [LOCAL     ] Saved forecast: STKH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STKH.txt
[2025-12-24T20:32:29.272324] [INFO ] [sig       ] [3006/3551] Completed STKH in 0.3s | 2.88 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-24T20:32:29.272363] [INFO ] [sig       ] [3007/3551] Forecasting STKL...
[2025-12-24T20:32:29.272393] [INFO ] [sig       ] Generating forecast for: STKL
[2025-12-24T20:32:29.272424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2025-12-24T20:32:29.287419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2025-12-24T20:32:29.287997] [INFO ] [FORECASTER] Starting predict_future for STKL
[2025-12-24T20:32:29.288974] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2025-12-24T20:32:29.289029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:29.289063] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:29.289089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:29.289147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:29.350080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:29.351283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:29.351386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:29.351420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:29.486715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:29.486937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:29.486981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:29.487010] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:29.491065] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: DOWN (p=45.81%)
[2025-12-24T20:32:29.491390] [INFO ] [FORECASTER] Completed predict_future for STKL
[2025-12-24T20:32:29.491537] [INFO ] [sig       ] STKL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:29.638566] [INFO ] [LOCAL     ] Saved forecast: STKL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STKL.txt
[2025-12-24T20:32:29.638780] [INFO ] [sig       ] [3007/3551] Completed STKL in 0.4s | 2.88 sym/s | Total: 17.4m | ETA: 3.2m
[2025-12-24T20:32:29.638822] [INFO ] [sig       ] [3008/3551] Forecasting STKS...
[2025-12-24T20:32:29.638854] [INFO ] [sig       ] Generating forecast for: STKS
[2025-12-24T20:32:29.638885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2025-12-24T20:32:29.651733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2025-12-24T20:32:29.652231] [INFO ] [FORECASTER] Starting predict_future for STKS
[2025-12-24T20:32:29.653101] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2025-12-24T20:32:29.653155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:29.653187] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:29.653213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:29.653270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:29.712905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:29.714072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:29.714174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:29.714208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:29.836669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:29.836899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:29.836943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:29.836972] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:29.840923] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: DOWN (p=47.71%)
[2025-12-24T20:32:29.841249] [INFO ] [FORECASTER] Completed predict_future for STKS
[2025-12-24T20:32:29.841388] [INFO ] [sig       ] STKS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:29.987869] [INFO ] [LOCAL     ] Saved forecast: STKS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STKS.txt
[2025-12-24T20:32:29.988081] [INFO ] [sig       ] [3008/3551] Completed STKS in 0.3s | 2.88 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-24T20:32:29.988126] [INFO ] [sig       ] [3009/3551] Forecasting STLA...
[2025-12-24T20:32:29.988160] [INFO ] [sig       ] Generating forecast for: STLA
[2025-12-24T20:32:29.988192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-12-24T20:32:30.002363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2025-12-24T20:32:30.002957] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-12-24T20:32:30.003924] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-12-24T20:32:30.004003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:30.004038] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:30.004066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:30.004127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:30.064088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:30.065671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:30.065775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:30.065809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:30.191549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:30.191797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:30.191842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:30.191877] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:30.196270] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=95.88%)
[2025-12-24T20:32:30.196633] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-12-24T20:32:30.196783] [INFO ] [sig       ] STLA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:30.346261] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/STLA.txt
[2025-12-24T20:32:30.346480] [INFO ] [sig       ] [3009/3551] Completed STLA in 0.4s | 2.88 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-24T20:32:30.346525] [INFO ] [sig       ] [3010/3551] Forecasting STLD...
[2025-12-24T20:32:30.346556] [INFO ] [sig       ] Generating forecast for: STLD
[2025-12-24T20:32:30.346614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2025-12-24T20:32:30.362078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2025-12-24T20:32:30.362589] [INFO ] [FORECASTER] Starting predict_future for STLD
[2025-12-24T20:32:30.363471] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2025-12-24T20:32:30.363527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:30.363566] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:30.363626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:30.363695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:30.424656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:30.426103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:30.426223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:30.426259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:30.550124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:30.550613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:30.550666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:30.550697] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:30.555399] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: UP (p=90.96%)
[2025-12-24T20:32:30.555762] [INFO ] [FORECASTER] Completed predict_future for STLD
[2025-12-24T20:32:30.555914] [INFO ] [sig       ] STLD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:30.702959] [INFO ] [LOCAL     ] Saved forecast: STLD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/STLD.txt
[2025-12-24T20:32:30.703169] [INFO ] [sig       ] [3010/3551] Completed STLD in 0.4s | 2.88 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-24T20:32:30.703214] [INFO ] [sig       ] [3011/3551] Forecasting STM...
[2025-12-24T20:32:30.703247] [INFO ] [sig       ] Generating forecast for: STM
[2025-12-24T20:32:30.703281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-12-24T20:32:30.716538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2025-12-24T20:32:30.717099] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-12-24T20:32:30.718048] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-12-24T20:32:30.718107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:30.718142] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:30.718171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:30.718232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:30.777292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:30.778427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:30.778606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:30.778646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:30.904838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:30.905088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:30.905135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:30.905168] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:30.909011] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: DOWN (p=37.80%)
[2025-12-24T20:32:30.909445] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-12-24T20:32:30.909617] [INFO ] [sig       ] STM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:31.059632] [INFO ] [LOCAL     ] Saved forecast: STM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STM.txt
[2025-12-24T20:32:31.059836] [INFO ] [sig       ] [3011/3551] Completed STM in 0.4s | 2.88 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-24T20:32:31.059879] [INFO ] [sig       ] [3012/3551] Forecasting STN...
[2025-12-24T20:32:31.059910] [INFO ] [sig       ] Generating forecast for: STN
[2025-12-24T20:32:31.059941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-12-24T20:32:31.074013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2025-12-24T20:32:31.074482] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-12-24T20:32:31.075370] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-12-24T20:32:31.075428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:31.075482] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:31.075533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:31.075620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:31.140694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:31.142177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:31.142291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:31.142330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:31.267427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:31.267683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:31.267734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:31.267764] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:31.271942] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=22.25%)
[2025-12-24T20:32:31.272277] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-12-24T20:32:31.272430] [INFO ] [sig       ] STN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:31.520089] [INFO ] [LOCAL     ] Saved forecast: STN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STN.txt
[2025-12-24T20:32:31.520308] [INFO ] [sig       ] [3012/3551] Completed STN in 0.5s | 2.88 sym/s | Total: 17.4m | ETA: 3.1m
[2025-12-24T20:32:31.520372] [INFO ] [sig       ] [3013/3551] Forecasting STNE...
[2025-12-24T20:32:31.520408] [INFO ] [sig       ] Generating forecast for: STNE
[2025-12-24T20:32:31.520443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2025-12-24T20:32:31.534049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2025-12-24T20:32:31.534498] [INFO ] [FORECASTER] Starting predict_future for STNE
[2025-12-24T20:32:31.535487] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2025-12-24T20:32:31.535547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:31.535614] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:31.535649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:31.535722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:31.595755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:31.596881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:31.596987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:31.597022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:31.747356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:31.747599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:31.747653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:31.747685] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:31.751904] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: UP (p=98.55%)
[2025-12-24T20:32:31.752319] [INFO ] [FORECASTER] Completed predict_future for STNE
[2025-12-24T20:32:31.752518] [INFO ] [sig       ] STNE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:31.933152] [INFO ] [LOCAL     ] Saved forecast: STNE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/STNE.txt
[2025-12-24T20:32:31.933376] [INFO ] [sig       ] [3013/3551] Completed STNE in 0.4s | 2.88 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-24T20:32:31.933424] [INFO ] [sig       ] [3014/3551] Forecasting STOK...
[2025-12-24T20:32:31.933457] [INFO ] [sig       ] Generating forecast for: STOK
[2025-12-24T20:32:31.933493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2025-12-24T20:32:31.947740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2025-12-24T20:32:31.948313] [INFO ] [FORECASTER] Starting predict_future for STOK
[2025-12-24T20:32:31.949308] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2025-12-24T20:32:31.949365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:31.949401] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:31.949449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:31.949562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:32.016476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:32.017691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:32.017788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:32.017826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:32.148944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:32.149170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:32.149219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:32.149253] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:32.153125] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: DOWN (p=19.91%)
[2025-12-24T20:32:32.153717] [INFO ] [FORECASTER] Completed predict_future for STOK
[2025-12-24T20:32:32.153873] [INFO ] [sig       ] STOK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:32.309182] [INFO ] [LOCAL     ] Saved forecast: STOK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STOK.txt
[2025-12-24T20:32:32.309454] [INFO ] [sig       ] [3014/3551] Completed STOK in 0.4s | 2.88 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-24T20:32:32.309499] [INFO ] [sig       ] [3015/3551] Forecasting STRA...
[2025-12-24T20:32:32.309528] [INFO ] [sig       ] Generating forecast for: STRA
[2025-12-24T20:32:32.309562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2025-12-24T20:32:32.322815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2025-12-24T20:32:32.323320] [INFO ] [FORECASTER] Starting predict_future for STRA
[2025-12-24T20:32:32.324509] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2025-12-24T20:32:32.324567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:32.324622] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:32.324650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:32.324724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:32.385478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:32.386517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:32.386642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:32.386695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:32.510726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:32.510892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:32.510934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:32.510964] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:32.514465] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: UP (p=61.40%)
[2025-12-24T20:32:32.514767] [INFO ] [FORECASTER] Completed predict_future for STRA
[2025-12-24T20:32:32.514896] [INFO ] [sig       ] STRA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:32.661233] [INFO ] [LOCAL     ] Saved forecast: STRA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/STRA.txt
[2025-12-24T20:32:32.661620] [INFO ] [sig       ] [3015/3551] Completed STRA in 0.4s | 2.88 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-24T20:32:32.661679] [INFO ] [sig       ] [3016/3551] Forecasting STRL...
[2025-12-24T20:32:32.661712] [INFO ] [sig       ] Generating forecast for: STRL
[2025-12-24T20:32:32.661744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2025-12-24T20:32:32.674145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2025-12-24T20:32:32.674523] [INFO ] [FORECASTER] Starting predict_future for STRL
[2025-12-24T20:32:32.675339] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2025-12-24T20:32:32.675391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:32.675422] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:32.675448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:32.675503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:32.732444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:32.733320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:32.733438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:32.733474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:32.858846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:32.858997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:32.859057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:32.859086] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:32.862805] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: UP (p=61.05%)
[2025-12-24T20:32:32.863072] [INFO ] [FORECASTER] Completed predict_future for STRL
[2025-12-24T20:32:32.863192] [INFO ] [sig       ] STRL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:33.005954] [INFO ] [LOCAL     ] Saved forecast: STRL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/STRL.txt
[2025-12-24T20:32:33.006121] [INFO ] [sig       ] [3016/3551] Completed STRL in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-24T20:32:33.006165] [INFO ] [sig       ] [3017/3551] Forecasting STRS...
[2025-12-24T20:32:33.006194] [INFO ] [sig       ] Generating forecast for: STRS
[2025-12-24T20:32:33.006226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2025-12-24T20:32:33.017637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2025-12-24T20:32:33.017959] [INFO ] [FORECASTER] Starting predict_future for STRS
[2025-12-24T20:32:33.018869] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2025-12-24T20:32:33.018923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:33.018958] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:33.019003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:33.019090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:33.079974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:33.080747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:33.080829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:33.080861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:33.182528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:33.182702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:33.182742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:33.182771] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:33.186228] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: DOWN (p=19.36%)
[2025-12-24T20:32:33.186509] [INFO ] [FORECASTER] Completed predict_future for STRS
[2025-12-24T20:32:33.186682] [INFO ] [sig       ] STRS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:33.331813] [INFO ] [LOCAL     ] Saved forecast: STRS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STRS.txt
[2025-12-24T20:32:33.331943] [INFO ] [sig       ] [3017/3551] Completed STRS in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-24T20:32:33.331983] [INFO ] [sig       ] [3018/3551] Forecasting STSS...
[2025-12-24T20:32:33.332014] [INFO ] [sig       ] Generating forecast for: STSS
[2025-12-24T20:32:33.332043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2025-12-24T20:32:33.344114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2025-12-24T20:32:33.344654] [INFO ] [FORECASTER] Starting predict_future for STSS
[2025-12-24T20:32:33.345621] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2025-12-24T20:32:33.345672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:33.345730] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:33.345758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:33.345815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:33.402793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:33.403496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:33.403595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:33.403630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:33.523533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:33.523712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:33.523754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:33.523784] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:33.527564] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: DOWN (p=41.71%)
[2025-12-24T20:32:33.527865] [INFO ] [FORECASTER] Completed predict_future for STSS
[2025-12-24T20:32:33.527995] [INFO ] [sig       ] STSS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:33.683825] [INFO ] [LOCAL     ] Saved forecast: STSS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STSS.txt
[2025-12-24T20:32:33.683984] [INFO ] [sig       ] [3018/3551] Completed STSS in 0.4s | 2.88 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-24T20:32:33.684027] [INFO ] [sig       ] [3019/3551] Forecasting STTK...
[2025-12-24T20:32:33.684061] [INFO ] [sig       ] Generating forecast for: STTK
[2025-12-24T20:32:33.684091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2025-12-24T20:32:33.695665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STTK'.
[2025-12-24T20:32:33.696009] [INFO ] [FORECASTER] Starting predict_future for STTK
[2025-12-24T20:32:33.696802] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2025-12-24T20:32:33.696855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:33.696887] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:33.696914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:33.696971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:33.753368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:33.754176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:33.754445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:33.754479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:33.880122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:33.880489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:33.880531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:33.880562] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:33.884724] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: DOWN (p=22.36%)
[2025-12-24T20:32:33.885004] [INFO ] [FORECASTER] Completed predict_future for STTK
[2025-12-24T20:32:33.885131] [INFO ] [sig       ] STTK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:34.026958] [INFO ] [LOCAL     ] Saved forecast: STTK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STTK.txt
[2025-12-24T20:32:34.027112] [INFO ] [sig       ] [3019/3551] Completed STTK in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-24T20:32:34.027172] [INFO ] [sig       ] [3020/3551] Forecasting STVN...
[2025-12-24T20:32:34.027206] [INFO ] [sig       ] Generating forecast for: STVN
[2025-12-24T20:32:34.027236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-12-24T20:32:34.038374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2025-12-24T20:32:34.038705] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-12-24T20:32:34.039686] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-12-24T20:32:34.039739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:34.039784] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:34.039812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:34.039868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:34.095537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:34.096383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:34.096467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:34.096499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:34.223925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:34.224083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:34.224126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:34.224156] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:34.228116] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: DOWN (p=21.48%)
[2025-12-24T20:32:34.228424] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-12-24T20:32:34.228556] [INFO ] [sig       ] STVN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:34.376649] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STVN.txt
[2025-12-24T20:32:34.376794] [INFO ] [sig       ] [3020/3551] Completed STVN in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-24T20:32:34.376833] [INFO ] [sig       ] [3021/3551] Forecasting STWD...
[2025-12-24T20:32:34.376863] [INFO ] [sig       ] Generating forecast for: STWD
[2025-12-24T20:32:34.376896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-12-24T20:32:34.390172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2025-12-24T20:32:34.390605] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-12-24T20:32:34.391537] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-12-24T20:32:34.391613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:34.391649] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:34.391683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:34.391767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:34.456223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:34.457306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:34.457395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:34.457429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:34.595162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:34.595528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:34.595605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:34.595702] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:34.600127] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: DOWN (p=7.24%)
[2025-12-24T20:32:34.600700] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-12-24T20:32:34.600836] [INFO ] [sig       ] STWD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:34.753298] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STWD.txt
[2025-12-24T20:32:34.753441] [INFO ] [sig       ] [3021/3551] Completed STWD in 0.4s | 2.88 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-24T20:32:34.753481] [INFO ] [sig       ] [3022/3551] Forecasting STX...
[2025-12-24T20:32:34.753510] [INFO ] [sig       ] Generating forecast for: STX
[2025-12-24T20:32:34.753541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2025-12-24T20:32:34.765264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2025-12-24T20:32:34.765650] [INFO ] [FORECASTER] Starting predict_future for STX
[2025-12-24T20:32:34.766401] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2025-12-24T20:32:34.766452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:34.766484] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:34.766510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:34.766596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:34.823867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:34.824551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:34.824648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:34.824681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:34.947830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:34.947990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:34.948031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:34.948059] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:34.951836] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: DOWN (p=6.39%)
[2025-12-24T20:32:34.952116] [INFO ] [FORECASTER] Completed predict_future for STX
[2025-12-24T20:32:34.952237] [INFO ] [sig       ] STX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:35.106629] [INFO ] [LOCAL     ] Saved forecast: STX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STX.txt
[2025-12-24T20:32:35.106801] [INFO ] [sig       ] [3022/3551] Completed STX in 0.4s | 2.88 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-24T20:32:35.106844] [INFO ] [sig       ] [3023/3551] Forecasting STXE...
[2025-12-24T20:32:35.106874] [INFO ] [sig       ] Generating forecast for: STXE
[2025-12-24T20:32:35.106904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-12-24T20:32:35.118281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2025-12-24T20:32:35.118631] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-12-24T20:32:35.119506] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-12-24T20:32:35.119560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:35.119611] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:35.119643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:35.119719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:35.175558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:35.176316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:35.176402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:35.176434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:35.283994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:35.284141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:35.284183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:35.284211] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:35.287860] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: DOWN (p=9.96%)
[2025-12-24T20:32:35.288135] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-12-24T20:32:35.288253] [INFO ] [sig       ] STXE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:35.427164] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STXE.txt
[2025-12-24T20:32:35.427321] [INFO ] [sig       ] [3023/3551] Completed STXE in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-24T20:32:35.427368] [INFO ] [sig       ] [3024/3551] Forecasting STXG...
[2025-12-24T20:32:35.427398] [INFO ] [sig       ] Generating forecast for: STXG
[2025-12-24T20:32:35.427429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-12-24T20:32:35.438931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2025-12-24T20:32:35.439326] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-12-24T20:32:35.440560] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-12-24T20:32:35.440645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:35.440685] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:35.440718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:35.440789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:35.497730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:35.498407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:35.498494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:35.498526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:35.608012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:35.608158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:35.608197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:35.608226] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:35.611961] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: DOWN (p=11.04%)
[2025-12-24T20:32:35.612235] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-12-24T20:32:35.612355] [INFO ] [sig       ] STXG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:35.758064] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/STXG.txt
[2025-12-24T20:32:35.758280] [INFO ] [sig       ] [3024/3551] Completed STXG in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.1m
[2025-12-24T20:32:35.758330] [INFO ] [sig       ] [3025/3551] Forecasting SUI...
[2025-12-24T20:32:35.758369] [INFO ] [sig       ] Generating forecast for: SUI
[2025-12-24T20:32:35.758405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-12-24T20:32:35.774301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2025-12-24T20:32:35.774681] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-12-24T20:32:35.775681] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-12-24T20:32:35.775742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:35.775784] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:35.775823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:35.775905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:35.841169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:35.842083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:35.842172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:35.842204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:35.962057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:35.962219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:35.962259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:35.962287] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:35.965640] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: DOWN (p=9.94%)
[2025-12-24T20:32:35.965919] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-12-24T20:32:35.966063] [INFO ] [sig       ] SUI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:36.107711] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SUI.txt
[2025-12-24T20:32:36.107862] [INFO ] [sig       ] [3025/3551] Completed SUI in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-24T20:32:36.107902] [INFO ] [sig       ] [3026/3551] Forecasting SUN...
[2025-12-24T20:32:36.107932] [INFO ] [sig       ] Generating forecast for: SUN
[2025-12-24T20:32:36.107963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-12-24T20:32:36.121036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2025-12-24T20:32:36.121446] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-12-24T20:32:36.122265] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-12-24T20:32:36.122318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:36.122349] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:36.122375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:36.122430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:36.178393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:36.179350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:36.179438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:36.179471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:36.297949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:36.298106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:36.298146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:36.298176] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:36.301764] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: DOWN (p=5.51%)
[2025-12-24T20:32:36.302042] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-12-24T20:32:36.302171] [INFO ] [sig       ] SUN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:36.449057] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SUN.txt
[2025-12-24T20:32:36.449225] [INFO ] [sig       ] [3026/3551] Completed SUN in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-24T20:32:36.449289] [INFO ] [sig       ] [3027/3551] Forecasting SUNS...
[2025-12-24T20:32:36.449324] [INFO ] [sig       ] Generating forecast for: SUNS
[2025-12-24T20:32:36.449356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2025-12-24T20:32:36.461857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2025-12-24T20:32:36.462236] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2025-12-24T20:32:36.463023] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2025-12-24T20:32:36.463076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:36.463107] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:36.463135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:36.463191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:36.535394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:36.536284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:36.536372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:36.536405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:36.660044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:36.660200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:36.660242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:36.660290] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:36.663784] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: UP (p=61.35%)
[2025-12-24T20:32:36.664082] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2025-12-24T20:32:36.664213] [INFO ] [sig       ] SUNS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:36.807920] [INFO ] [LOCAL     ] Saved forecast: SUNS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SUNS.txt
[2025-12-24T20:32:36.808072] [INFO ] [sig       ] [3027/3551] Completed SUNS in 0.4s | 2.88 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-24T20:32:36.808113] [INFO ] [sig       ] [3028/3551] Forecasting SUPN...
[2025-12-24T20:32:36.808149] [INFO ] [sig       ] Generating forecast for: SUPN
[2025-12-24T20:32:36.808180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2025-12-24T20:32:36.821023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2025-12-24T20:32:36.821468] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2025-12-24T20:32:36.822320] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2025-12-24T20:32:36.822374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:36.822407] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:36.822436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:36.822493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:36.879456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:36.880382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:36.880504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:36.880539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:37.008679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:37.008839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:37.008879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:37.008909] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:37.012727] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: UP (p=90.69%)
[2025-12-24T20:32:37.013028] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2025-12-24T20:32:37.013180] [INFO ] [sig       ] SUPN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:37.157237] [INFO ] [LOCAL     ] Saved forecast: SUPN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SUPN.txt
[2025-12-24T20:32:37.157558] [INFO ] [sig       ] [3028/3551] Completed SUPN in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-24T20:32:37.157616] [INFO ] [sig       ] [3029/3551] Forecasting SURG...
[2025-12-24T20:32:37.157646] [INFO ] [sig       ] Generating forecast for: SURG
[2025-12-24T20:32:37.157676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'.
[2025-12-24T20:32:37.169851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SURG'.
[2025-12-24T20:32:37.170122] [INFO ] [FORECASTER] Starting predict_future for SURG
[2025-12-24T20:32:37.170875] [DEBUG] [LOCAL     ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt
[2025-12-24T20:32:37.170926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:37.170957] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:37.170983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:37.171038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:37.228864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:37.229505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:37.229616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:37.229651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:37.347836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:37.347977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:37.348016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:37.348044] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:37.351382] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: DOWN (p=28.21%)
[2025-12-24T20:32:37.351854] [INFO ] [FORECASTER] Completed predict_future for SURG
[2025-12-24T20:32:37.351972] [INFO ] [sig       ] SURG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:37.493460] [INFO ] [LOCAL     ] Saved forecast: SURG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SURG.txt
[2025-12-24T20:32:37.493602] [INFO ] [sig       ] [3029/3551] Completed SURG in 0.3s | 2.88 sym/s | Total: 17.5m | ETA: 3.0m
[2025-12-24T20:32:37.493643] [INFO ] [sig       ] [3030/3551] Forecasting SUSB...
[2025-12-24T20:32:37.493673] [INFO ] [sig       ] Generating forecast for: SUSB
[2025-12-24T20:32:37.493703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2025-12-24T20:32:37.506913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2025-12-24T20:32:37.507456] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2025-12-24T20:32:37.508259] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2025-12-24T20:32:37.508313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:37.508346] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:37.508374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:37.508434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:37.567966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:37.568778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:37.568863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:37.568895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:37.696728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:37.696883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:37.696924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:37.696953] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:37.700764] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: DOWN (p=30.71%)
[2025-12-24T20:32:37.701192] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2025-12-24T20:32:37.701368] [INFO ] [sig       ] SUSB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:37.863559] [INFO ] [LOCAL     ] Saved forecast: SUSB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SUSB.txt
[2025-12-24T20:32:37.863721] [INFO ] [sig       ] [3030/3551] Completed SUSB in 0.4s | 2.88 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-24T20:32:37.863763] [INFO ] [sig       ] [3031/3551] Forecasting SUSC...
[2025-12-24T20:32:37.863794] [INFO ] [sig       ] Generating forecast for: SUSC
[2025-12-24T20:32:37.863825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2025-12-24T20:32:37.876272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2025-12-24T20:32:37.876627] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2025-12-24T20:32:37.877394] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2025-12-24T20:32:37.877445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:37.877490] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:37.877517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:37.877593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:37.934408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:37.935228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:37.935312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:37.935344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:38.055221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:38.055375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:38.055414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:38.055444] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:38.058754] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: DOWN (p=3.60%)
[2025-12-24T20:32:38.059023] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2025-12-24T20:32:38.059142] [INFO ] [sig       ] SUSC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:38.199522] [INFO ] [LOCAL     ] Saved forecast: SUSC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SUSC.txt
[2025-12-24T20:32:38.199688] [INFO ] [sig       ] [3031/3551] Completed SUSC in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-24T20:32:38.199729] [INFO ] [sig       ] [3032/3551] Forecasting SUSL...
[2025-12-24T20:32:38.199760] [INFO ] [sig       ] Generating forecast for: SUSL
[2025-12-24T20:32:38.199789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2025-12-24T20:32:38.210795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2025-12-24T20:32:38.211076] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2025-12-24T20:32:38.211829] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2025-12-24T20:32:38.211880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:38.211912] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:38.211939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:38.211995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:38.267449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:38.268062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:38.268139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:38.268171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:38.381055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:38.381216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:38.381263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:38.381297] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:38.384674] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: DOWN (p=44.15%)
[2025-12-24T20:32:38.384950] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2025-12-24T20:32:38.385069] [INFO ] [sig       ] SUSL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:38.525979] [INFO ] [LOCAL     ] Saved forecast: SUSL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SUSL.txt
[2025-12-24T20:32:38.526101] [INFO ] [sig       ] [3032/3551] Completed SUSL in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-24T20:32:38.526140] [INFO ] [sig       ] [3033/3551] Forecasting SUUN...
[2025-12-24T20:32:38.526170] [INFO ] [sig       ] Generating forecast for: SUUN
[2025-12-24T20:32:38.526200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2025-12-24T20:32:38.536863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2025-12-24T20:32:38.537138] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2025-12-24T20:32:38.537883] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2025-12-24T20:32:38.537935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:38.537966] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:38.537993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:38.538049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:38.593739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:38.594335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:38.594623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:38.594657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:38.715601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:38.715740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:38.715778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:38.715806] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:38.719054] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: DOWN (p=20.19%)
[2025-12-24T20:32:38.719338] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2025-12-24T20:32:38.719459] [INFO ] [sig       ] SUUN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:38.859636] [INFO ] [LOCAL     ] Saved forecast: SUUN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SUUN.txt
[2025-12-24T20:32:38.859754] [INFO ] [sig       ] [3033/3551] Completed SUUN in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-24T20:32:38.859793] [INFO ] [sig       ] [3034/3551] Forecasting SUZ...
[2025-12-24T20:32:38.859822] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-12-24T20:32:38.859852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-12-24T20:32:38.872438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2025-12-24T20:32:38.872798] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-12-24T20:32:38.873598] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-12-24T20:32:38.873652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:38.873685] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:38.873712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:38.873767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:38.930942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:38.931883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:38.931971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:38.932004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:39.057219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:39.057389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:39.057432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:39.057462] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:39.060877] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: DOWN (p=36.92%)
[2025-12-24T20:32:39.061149] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-12-24T20:32:39.061273] [INFO ] [sig       ] SUZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:39.204256] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SUZ.txt
[2025-12-24T20:32:39.204397] [INFO ] [sig       ] [3034/3551] Completed SUZ in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-24T20:32:39.204438] [INFO ] [sig       ] [3035/3551] Forecasting SVC...
[2025-12-24T20:32:39.204476] [INFO ] [sig       ] Generating forecast for: SVC
[2025-12-24T20:32:39.204509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2025-12-24T20:32:39.215802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2025-12-24T20:32:39.216120] [INFO ] [FORECASTER] Starting predict_future for SVC
[2025-12-24T20:32:39.216916] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2025-12-24T20:32:39.216969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:39.217026] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:39.217054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:39.217111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:39.273518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:39.274313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:39.274397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:39.274429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:39.397503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:39.397697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:39.397743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:39.397772] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:39.401478] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: UP (p=94.12%)
[2025-12-24T20:32:39.401776] [INFO ] [FORECASTER] Completed predict_future for SVC
[2025-12-24T20:32:39.401901] [INFO ] [sig       ] SVC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:39.544330] [INFO ] [LOCAL     ] Saved forecast: SVC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SVC.txt
[2025-12-24T20:32:39.544470] [INFO ] [sig       ] [3035/3551] Completed SVC in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-24T20:32:39.544510] [INFO ] [sig       ] [3036/3551] Forecasting SVCO...
[2025-12-24T20:32:39.544540] [INFO ] [sig       ] Generating forecast for: SVCO
[2025-12-24T20:32:39.544588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2025-12-24T20:32:39.555835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2025-12-24T20:32:39.556153] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2025-12-24T20:32:39.556926] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2025-12-24T20:32:39.556978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:39.557009] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:39.557035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:39.557091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:39.613846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:39.614598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:39.614679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:39.614712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:39.732791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:39.732947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:39.732987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:39.733015] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:39.736834] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: DOWN (p=15.48%)
[2025-12-24T20:32:39.737107] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2025-12-24T20:32:39.737226] [INFO ] [sig       ] SVCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:39.876125] [INFO ] [LOCAL     ] Saved forecast: SVCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SVCO.txt
[2025-12-24T20:32:39.876266] [INFO ] [sig       ] [3036/3551] Completed SVCO in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-24T20:32:39.876307] [INFO ] [sig       ] [3037/3551] Forecasting SVRA...
[2025-12-24T20:32:39.876338] [INFO ] [sig       ] Generating forecast for: SVRA
[2025-12-24T20:32:39.876369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2025-12-24T20:32:39.887793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2025-12-24T20:32:39.888138] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2025-12-24T20:32:39.888968] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2025-12-24T20:32:39.889022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:39.889056] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:39.889084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:39.889143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:39.951272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:39.952276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:39.952373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:39.952408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:40.075643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:40.075801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:40.075842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:40.075876] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:40.079829] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: DOWN (p=1.06%)
[2025-12-24T20:32:40.080157] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2025-12-24T20:32:40.080291] [INFO ] [sig       ] SVRA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:40.234551] [INFO ] [LOCAL     ] Saved forecast: SVRA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SVRA.txt
[2025-12-24T20:32:40.234727] [INFO ] [sig       ] [3037/3551] Completed SVRA in 0.4s | 2.88 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-24T20:32:40.234770] [INFO ] [sig       ] [3038/3551] Forecasting SWBI...
[2025-12-24T20:32:40.234801] [INFO ] [sig       ] Generating forecast for: SWBI
[2025-12-24T20:32:40.234833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2025-12-24T20:32:40.247253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2025-12-24T20:32:40.247638] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2025-12-24T20:32:40.248413] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2025-12-24T20:32:40.248466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:40.248504] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:40.248563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:40.248661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:40.305911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:40.306783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:40.306877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:40.306910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:40.425335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:40.425489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:40.425528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:40.425622] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:40.428976] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: UP (p=58.54%)
[2025-12-24T20:32:40.429260] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2025-12-24T20:32:40.429411] [INFO ] [sig       ] SWBI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:40.567405] [INFO ] [LOCAL     ] Saved forecast: SWBI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SWBI.txt
[2025-12-24T20:32:40.567564] [INFO ] [sig       ] [3038/3551] Completed SWBI in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-24T20:32:40.567631] [INFO ] [sig       ] [3039/3551] Forecasting SWIM...
[2025-12-24T20:32:40.567665] [INFO ] [sig       ] Generating forecast for: SWIM
[2025-12-24T20:32:40.567697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2025-12-24T20:32:40.578517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2025-12-24T20:32:40.578835] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2025-12-24T20:32:40.579614] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2025-12-24T20:32:40.579666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:40.579697] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:40.579723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:40.579778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:40.634901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:40.635700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:40.635782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:40.635814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:40.756085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:40.756243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:40.756286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:40.756317] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:40.759763] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: DOWN (p=46.05%)
[2025-12-24T20:32:40.760040] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2025-12-24T20:32:40.760165] [INFO ] [sig       ] SWIM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:40.901192] [INFO ] [LOCAL     ] Saved forecast: SWIM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SWIM.txt
[2025-12-24T20:32:40.901317] [INFO ] [sig       ] [3039/3551] Completed SWIM in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-24T20:32:40.901363] [INFO ] [sig       ] [3040/3551] Forecasting SWK...
[2025-12-24T20:32:40.901392] [INFO ] [sig       ] Generating forecast for: SWK
[2025-12-24T20:32:40.901422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-12-24T20:32:40.913088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2025-12-24T20:32:40.913445] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-12-24T20:32:40.914235] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-12-24T20:32:40.914289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:40.914321] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:40.914346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:40.914403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:40.976562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:40.977376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:40.977467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:40.977523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:41.103015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:41.103189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:41.103231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:41.103261] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:41.107126] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=1.54%)
[2025-12-24T20:32:41.107447] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-12-24T20:32:41.107633] [INFO ] [sig       ] SWK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:41.257130] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SWK.txt
[2025-12-24T20:32:41.257286] [INFO ] [sig       ] [3040/3551] Completed SWK in 0.4s | 2.88 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-24T20:32:41.257327] [INFO ] [sig       ] [3041/3551] Forecasting SWKS...
[2025-12-24T20:32:41.257357] [INFO ] [sig       ] Generating forecast for: SWKS
[2025-12-24T20:32:41.257387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2025-12-24T20:32:41.269400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2025-12-24T20:32:41.269780] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2025-12-24T20:32:41.270538] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2025-12-24T20:32:41.270609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:41.270642] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:41.270668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:41.270723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:41.327150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:41.327831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:41.327911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:41.327944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:41.445065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:41.445219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:41.445268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:41.445299] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:41.448592] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: UP (p=93.20%)
[2025-12-24T20:32:41.448854] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2025-12-24T20:32:41.448972] [INFO ] [sig       ] SWKS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:41.588654] [INFO ] [LOCAL     ] Saved forecast: SWKS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SWKS.txt
[2025-12-24T20:32:41.588785] [INFO ] [sig       ] [3041/3551] Completed SWKS in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 3.0m
[2025-12-24T20:32:41.588823] [INFO ] [sig       ] [3042/3551] Forecasting SWX...
[2025-12-24T20:32:41.588853] [INFO ] [sig       ] Generating forecast for: SWX
[2025-12-24T20:32:41.588882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-12-24T20:32:41.602977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2025-12-24T20:32:41.603274] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-12-24T20:32:41.604072] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-12-24T20:32:41.604123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:41.604154] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:41.604182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:41.604249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:41.660135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:41.660812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:41.660891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:41.660923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:41.776350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:41.776499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:41.776537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:41.776565] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:41.780271] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: UP (p=90.68%)
[2025-12-24T20:32:41.780539] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-12-24T20:32:41.780676] [INFO ] [sig       ] SWX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:41.920193] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SWX.txt
[2025-12-24T20:32:41.920327] [INFO ] [sig       ] [3042/3551] Completed SWX in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-24T20:32:41.920366] [INFO ] [sig       ] [3043/3551] Forecasting SWZ...
[2025-12-24T20:32:41.920395] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-12-24T20:32:41.920425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-12-24T20:32:41.931403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWZ'.
[2025-12-24T20:32:41.931716] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-12-24T20:32:41.932453] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-12-24T20:32:41.932504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:41.932536] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:41.932563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:41.932639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:41.987284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:41.988002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:41.988083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:41.988116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:42.096154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:42.096304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:42.096343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:42.096372] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:42.099680] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: UP (p=57.47%)
[2025-12-24T20:32:42.099948] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-12-24T20:32:42.100072] [INFO ] [sig       ] SWZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:42.238165] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SWZ.txt
[2025-12-24T20:32:42.238297] [INFO ] [sig       ] [3043/3551] Completed SWZ in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-24T20:32:42.238337] [INFO ] [sig       ] [3044/3551] Forecasting SXC...
[2025-12-24T20:32:42.238367] [INFO ] [sig       ] Generating forecast for: SXC
[2025-12-24T20:32:42.238396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-12-24T20:32:42.249125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2025-12-24T20:32:42.249466] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-12-24T20:32:42.250230] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-12-24T20:32:42.250305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:42.250345] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:42.250377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:42.250438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:42.307896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:42.308647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:42.308729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:42.308761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:42.432230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:42.432424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:42.432467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:42.432506] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:42.436155] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: DOWN (p=26.28%)
[2025-12-24T20:32:42.436440] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-12-24T20:32:42.436562] [INFO ] [sig       ] SXC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:42.574406] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SXC.txt
[2025-12-24T20:32:42.574539] [INFO ] [sig       ] [3044/3551] Completed SXC in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-24T20:32:42.574601] [INFO ] [sig       ] [3045/3551] Forecasting SXI...
[2025-12-24T20:32:42.574633] [INFO ] [sig       ] Generating forecast for: SXI
[2025-12-24T20:32:42.574662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-12-24T20:32:42.585810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2025-12-24T20:32:42.586125] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-12-24T20:32:42.586884] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-12-24T20:32:42.586935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:42.586966] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:42.586994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:42.587050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:42.642525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:42.643243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:42.643348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:42.643380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:42.763622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:42.763776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:42.763816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:42.763845] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:42.767112] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: DOWN (p=17.18%)
[2025-12-24T20:32:42.767377] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-12-24T20:32:42.767498] [INFO ] [sig       ] SXI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:42.911517] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SXI.txt
[2025-12-24T20:32:42.911666] [INFO ] [sig       ] [3045/3551] Completed SXI in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-24T20:32:42.911707] [INFO ] [sig       ] [3046/3551] Forecasting SXTC...
[2025-12-24T20:32:42.911737] [INFO ] [sig       ] Generating forecast for: SXTC
[2025-12-24T20:32:42.911768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'.
[2025-12-24T20:32:42.923381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXTC'.
[2025-12-24T20:32:42.923749] [INFO ] [FORECASTER] Starting predict_future for SXTC
[2025-12-24T20:32:42.924521] [DEBUG] [LOCAL     ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt
[2025-12-24T20:32:42.924795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:42.924842] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:42.924873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:42.924934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:42.982923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:42.983688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:42.983774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:42.983809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:43.102250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:43.102412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:43.102454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:43.102484] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:43.105988] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: UP (p=69.09%)
[2025-12-24T20:32:43.106278] [INFO ] [FORECASTER] Completed predict_future for SXTC
[2025-12-24T20:32:43.106421] [INFO ] [sig       ] SXTC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:43.250114] [INFO ] [LOCAL     ] Saved forecast: SXTC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SXTC.txt
[2025-12-24T20:32:43.250253] [INFO ] [sig       ] [3046/3551] Completed SXTC in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-24T20:32:43.250301] [INFO ] [sig       ] [3047/3551] Forecasting SY...
[2025-12-24T20:32:43.250337] [INFO ] [sig       ] Generating forecast for: SY
[2025-12-24T20:32:43.250373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2025-12-24T20:32:43.261348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2025-12-24T20:32:43.261695] [INFO ] [FORECASTER] Starting predict_future for SY
[2025-12-24T20:32:43.262446] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2025-12-24T20:32:43.262497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:43.262529] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:43.262555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:43.262632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:43.318119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:43.318867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:43.318950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:43.318983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:43.434155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:43.434296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:43.434335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:43.434362] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:43.437715] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-12-24T20:32:43.437981] [INFO ] [FORECASTER] Completed predict_future for SY
[2025-12-24T20:32:43.438100] [INFO ] [sig       ] SY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:43.577035] [INFO ] [LOCAL     ] Saved forecast: SY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SY.txt
[2025-12-24T20:32:43.577178] [INFO ] [sig       ] [3047/3551] Completed SY in 0.3s | 2.88 sym/s | Total: 17.6m | ETA: 2.9m
[2025-12-24T20:32:43.577219] [INFO ] [sig       ] [3048/3551] Forecasting SYF...
[2025-12-24T20:32:43.577248] [INFO ] [sig       ] Generating forecast for: SYF
[2025-12-24T20:32:43.577279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-12-24T20:32:43.589691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2025-12-24T20:32:43.590036] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-12-24T20:32:43.590817] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-12-24T20:32:43.590867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:43.590899] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:43.590926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:43.590983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:43.648086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:43.648826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:43.648908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:43.648940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:43.775645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:43.775802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:43.775843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:43.775873] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:43.779256] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=84.80%)
[2025-12-24T20:32:43.779558] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-12-24T20:32:43.779704] [INFO ] [sig       ] SYF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:43.917355] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SYF.txt
[2025-12-24T20:32:43.917513] [INFO ] [sig       ] [3048/3551] Completed SYF in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-24T20:32:43.917555] [INFO ] [sig       ] [3049/3551] Forecasting SYK...
[2025-12-24T20:32:43.917609] [INFO ] [sig       ] Generating forecast for: SYK
[2025-12-24T20:32:43.917642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-12-24T20:32:43.932732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2025-12-24T20:32:43.933125] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-12-24T20:32:43.934128] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-12-24T20:32:43.934192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:43.934231] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:43.934269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:43.934346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:43.991503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:43.992272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:43.992353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:43.992385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:44.110156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:44.110310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:44.110356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:44.110392] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:44.113758] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: DOWN (p=13.22%)
[2025-12-24T20:32:44.114057] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-12-24T20:32:44.114177] [INFO ] [sig       ] SYK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:44.254682] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SYK.txt
[2025-12-24T20:32:44.254812] [INFO ] [sig       ] [3049/3551] Completed SYK in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-24T20:32:44.254851] [INFO ] [sig       ] [3050/3551] Forecasting SYM...
[2025-12-24T20:32:44.254880] [INFO ] [sig       ] Generating forecast for: SYM
[2025-12-24T20:32:44.254910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2025-12-24T20:32:44.266023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2025-12-24T20:32:44.266339] [INFO ] [FORECASTER] Starting predict_future for SYM
[2025-12-24T20:32:44.267129] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2025-12-24T20:32:44.267181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:44.267215] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:44.267244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:44.267302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:44.322434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:44.323102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:44.323181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:44.323214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:44.441382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:44.441549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:44.441607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:44.441640] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:44.445050] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2025-12-24T20:32:44.445326] [INFO ] [FORECASTER] Completed predict_future for SYM
[2025-12-24T20:32:44.445449] [INFO ] [sig       ] SYM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:44.586993] [INFO ] [LOCAL     ] Saved forecast: SYM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SYM.txt
[2025-12-24T20:32:44.587140] [INFO ] [sig       ] [3050/3551] Completed SYM in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-24T20:32:44.587181] [INFO ] [sig       ] [3051/3551] Forecasting SYNA...
[2025-12-24T20:32:44.587211] [INFO ] [sig       ] Generating forecast for: SYNA
[2025-12-24T20:32:44.587240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2025-12-24T20:32:44.599806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2025-12-24T20:32:44.600113] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2025-12-24T20:32:44.600893] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2025-12-24T20:32:44.600945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:44.600978] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:44.601005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:44.601061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:44.657056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:44.657662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:44.657741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:44.657773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:44.778505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:44.778675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:44.778729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:44.778760] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:44.782147] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: DOWN (p=48.10%)
[2025-12-24T20:32:44.782421] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2025-12-24T20:32:44.782547] [INFO ] [sig       ] SYNA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:44.921922] [INFO ] [LOCAL     ] Saved forecast: SYNA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SYNA.txt
[2025-12-24T20:32:44.922050] [INFO ] [sig       ] [3051/3551] Completed SYNA in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-24T20:32:44.922090] [INFO ] [sig       ] [3052/3551] Forecasting SYRE...
[2025-12-24T20:32:44.922119] [INFO ] [sig       ] Generating forecast for: SYRE
[2025-12-24T20:32:44.922149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2025-12-24T20:32:44.934549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2025-12-24T20:32:44.934866] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2025-12-24T20:32:44.935650] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2025-12-24T20:32:44.935705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:44.935762] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:44.935792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:44.935851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:44.991883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:44.992479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:44.992556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:44.992607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:45.112186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:45.112320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:45.112358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:45.112387] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:45.115630] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: DOWN (p=49.07%)
[2025-12-24T20:32:45.115898] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2025-12-24T20:32:45.116018] [INFO ] [sig       ] SYRE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:45.255274] [INFO ] [LOCAL     ] Saved forecast: SYRE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/SYRE.txt
[2025-12-24T20:32:45.255401] [INFO ] [sig       ] [3052/3551] Completed SYRE in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-24T20:32:45.255441] [INFO ] [sig       ] [3053/3551] Forecasting SYY...
[2025-12-24T20:32:45.255470] [INFO ] [sig       ] Generating forecast for: SYY
[2025-12-24T20:32:45.255500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-12-24T20:32:45.267012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2025-12-24T20:32:45.267346] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-12-24T20:32:45.268109] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-12-24T20:32:45.268159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:45.268190] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:45.268217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:45.268272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:45.324352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:45.324975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:45.325052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:45.325085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:45.444926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:45.445064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:45.445102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:45.445130] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:45.448343] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: UP (p=52.53%)
[2025-12-24T20:32:45.448640] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-12-24T20:32:45.448760] [INFO ] [sig       ] SYY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:45.591392] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/SYY.txt
[2025-12-24T20:32:45.591547] [INFO ] [sig       ] [3053/3551] Completed SYY in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-24T20:32:45.591605] [INFO ] [sig       ] [3054/3551] Forecasting TAC...
[2025-12-24T20:32:45.591638] [INFO ] [sig       ] Generating forecast for: TAC
[2025-12-24T20:32:45.591669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-12-24T20:32:45.604043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2025-12-24T20:32:45.604362] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-12-24T20:32:45.605143] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-12-24T20:32:45.605196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:45.605230] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:45.605264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:45.605335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:45.661613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:45.662439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:45.662535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:45.662567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:45.779453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:45.779621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:45.779663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:45.779691] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:45.783009] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=57.89%)
[2025-12-24T20:32:45.783285] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-12-24T20:32:45.783418] [INFO ] [sig       ] TAC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:45.924363] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TAC.txt
[2025-12-24T20:32:45.924537] [INFO ] [sig       ] [3054/3551] Completed TAC in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-24T20:32:45.924597] [INFO ] [sig       ] [3055/3551] Forecasting TAK...
[2025-12-24T20:32:45.924639] [INFO ] [sig       ] Generating forecast for: TAK
[2025-12-24T20:32:45.924671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-12-24T20:32:45.937256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2025-12-24T20:32:45.937591] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-12-24T20:32:45.938336] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-12-24T20:32:45.938387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:45.938429] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:45.938457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:45.938513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:45.996395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:45.997027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:45.997108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:45.997139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:46.113994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:46.114132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:46.114173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:46.114229] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:46.117873] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: DOWN (p=5.01%)
[2025-12-24T20:32:46.118147] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-12-24T20:32:46.118269] [INFO ] [sig       ] TAK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:46.258919] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TAK.txt
[2025-12-24T20:32:46.259039] [INFO ] [sig       ] [3055/3551] Completed TAK in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-24T20:32:46.259077] [INFO ] [sig       ] [3056/3551] Forecasting TAL...
[2025-12-24T20:32:46.259106] [INFO ] [sig       ] Generating forecast for: TAL
[2025-12-24T20:32:46.259135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-12-24T20:32:46.271382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2025-12-24T20:32:46.271731] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-12-24T20:32:46.272475] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-12-24T20:32:46.272526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:46.272557] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:46.272613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:46.272672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:46.329850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:46.330745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:46.330830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:46.330863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:46.449608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:46.449758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:46.449797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:46.449826] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:46.453801] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: UP (p=73.89%)
[2025-12-24T20:32:46.454084] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-12-24T20:32:46.454206] [INFO ] [sig       ] TAL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:46.598546] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TAL.txt
[2025-12-24T20:32:46.598711] [INFO ] [sig       ] [3056/3551] Completed TAL in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-24T20:32:46.598752] [INFO ] [sig       ] [3057/3551] Forecasting TALK...
[2025-12-24T20:32:46.598782] [INFO ] [sig       ] Generating forecast for: TALK
[2025-12-24T20:32:46.598812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2025-12-24T20:32:46.610326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2025-12-24T20:32:46.610666] [INFO ] [FORECASTER] Starting predict_future for TALK
[2025-12-24T20:32:46.611432] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2025-12-24T20:32:46.611485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:46.611518] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:46.611545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:46.611630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:46.672152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:46.673009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:46.673089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:46.673124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:46.794247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:46.794394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:46.794433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:46.794463] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:46.797738] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: DOWN (p=20.33%)
[2025-12-24T20:32:46.798001] [INFO ] [FORECASTER] Completed predict_future for TALK
[2025-12-24T20:32:46.798120] [INFO ] [sig       ] TALK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:46.942795] [INFO ] [LOCAL     ] Saved forecast: TALK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TALK.txt
[2025-12-24T20:32:46.942934] [INFO ] [sig       ] [3057/3551] Completed TALK in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-24T20:32:46.942975] [INFO ] [sig       ] [3058/3551] Forecasting TALO...
[2025-12-24T20:32:46.943005] [INFO ] [sig       ] Generating forecast for: TALO
[2025-12-24T20:32:46.943035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-12-24T20:32:46.955152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2025-12-24T20:32:46.955445] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-12-24T20:32:46.956235] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-12-24T20:32:46.956287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:46.956319] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:46.956347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:46.956411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:47.015241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:47.015886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:47.015981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:47.016036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:47.140540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:47.140902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:47.140942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:47.140970] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:47.144520] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: UP (p=81.77%)
[2025-12-24T20:32:47.144810] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-12-24T20:32:47.144933] [INFO ] [sig       ] TALO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:47.286513] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TALO.txt
[2025-12-24T20:32:47.286662] [INFO ] [sig       ] [3058/3551] Completed TALO in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.9m
[2025-12-24T20:32:47.286703] [INFO ] [sig       ] [3059/3551] Forecasting TAOP...
[2025-12-24T20:32:47.286739] [INFO ] [sig       ] Generating forecast for: TAOP
[2025-12-24T20:32:47.286769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2025-12-24T20:32:47.297113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2025-12-24T20:32:47.297418] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2025-12-24T20:32:47.298175] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2025-12-24T20:32:47.298227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:47.298259] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:47.298285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:47.298340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:47.355918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:47.356590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:47.356672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:47.356704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:47.476888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:47.477045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:47.477094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:47.477123] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:47.481262] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: DOWN (p=23.38%)
[2025-12-24T20:32:47.481562] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2025-12-24T20:32:47.481718] [INFO ] [sig       ] TAOP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:47.627224] [INFO ] [LOCAL     ] Saved forecast: TAOP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TAOP.txt
[2025-12-24T20:32:47.627358] [INFO ] [sig       ] [3059/3551] Completed TAOP in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-24T20:32:47.627397] [INFO ] [sig       ] [3060/3551] Forecasting TAP...
[2025-12-24T20:32:47.627426] [INFO ] [sig       ] Generating forecast for: TAP
[2025-12-24T20:32:47.627455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-12-24T20:32:47.639310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2025-12-24T20:32:47.639658] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-12-24T20:32:47.640402] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-12-24T20:32:47.640453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:47.640485] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:47.640512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:47.640585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:47.696642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:47.697320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:47.697405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:47.697439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:47.819144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:47.819335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:47.819380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:47.819411] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:47.823237] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=1.41%)
[2025-12-24T20:32:47.823538] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-12-24T20:32:47.823687] [INFO ] [sig       ] TAP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:47.963946] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TAP.txt
[2025-12-24T20:32:47.964076] [INFO ] [sig       ] [3060/3551] Completed TAP in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-24T20:32:47.964116] [INFO ] [sig       ] [3061/3551] Forecasting TARA...
[2025-12-24T20:32:47.964145] [INFO ] [sig       ] Generating forecast for: TARA
[2025-12-24T20:32:47.964174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2025-12-24T20:32:47.975544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2025-12-24T20:32:47.975875] [INFO ] [FORECASTER] Starting predict_future for TARA
[2025-12-24T20:32:47.976653] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2025-12-24T20:32:47.976703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:47.976734] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:47.976761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:47.976817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:48.032630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:48.033326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:48.033410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:48.033443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:48.151133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:48.151284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:48.151322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:48.151349] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:48.154882] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: UP (p=53.07%)
[2025-12-24T20:32:48.155177] [INFO ] [FORECASTER] Completed predict_future for TARA
[2025-12-24T20:32:48.155310] [INFO ] [sig       ] TARA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:48.300066] [INFO ] [LOCAL     ] Saved forecast: TARA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TARA.txt
[2025-12-24T20:32:48.300211] [INFO ] [sig       ] [3061/3551] Completed TARA in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-24T20:32:48.300256] [INFO ] [sig       ] [3062/3551] Forecasting TARK...
[2025-12-24T20:32:48.300290] [INFO ] [sig       ] Generating forecast for: TARK
[2025-12-24T20:32:48.300322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2025-12-24T20:32:48.312846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2025-12-24T20:32:48.313163] [INFO ] [FORECASTER] Starting predict_future for TARK
[2025-12-24T20:32:48.313981] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2025-12-24T20:32:48.314034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:48.314066] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:48.314094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:48.314153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:48.372684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:48.373407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:48.373523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:48.373558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:48.501529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:48.501714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:48.501754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:48.501798] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:48.505176] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: DOWN (p=4.15%)
[2025-12-24T20:32:48.505454] [INFO ] [FORECASTER] Completed predict_future for TARK
[2025-12-24T20:32:48.505591] [INFO ] [sig       ] TARK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:48.646418] [INFO ] [LOCAL     ] Saved forecast: TARK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TARK.txt
[2025-12-24T20:32:48.646542] [INFO ] [sig       ] [3062/3551] Completed TARK in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-24T20:32:48.646597] [INFO ] [sig       ] [3063/3551] Forecasting TARS...
[2025-12-24T20:32:48.646629] [INFO ] [sig       ] Generating forecast for: TARS
[2025-12-24T20:32:48.646660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2025-12-24T20:32:48.659139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2025-12-24T20:32:48.659425] [INFO ] [FORECASTER] Starting predict_future for TARS
[2025-12-24T20:32:48.660378] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2025-12-24T20:32:48.660429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:48.660465] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:48.660491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:48.660547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:48.716063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:48.716690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:48.716766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:48.716798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:48.841957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:48.842105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:48.842145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:48.842173] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:48.845463] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2025-12-24T20:32:48.845750] [INFO ] [FORECASTER] Completed predict_future for TARS
[2025-12-24T20:32:48.845870] [INFO ] [sig       ] TARS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:48.987649] [INFO ] [LOCAL     ] Saved forecast: TARS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TARS.txt
[2025-12-24T20:32:48.987774] [INFO ] [sig       ] [3063/3551] Completed TARS in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-24T20:32:48.987812] [INFO ] [sig       ] [3064/3551] Forecasting TASK...
[2025-12-24T20:32:48.987842] [INFO ] [sig       ] Generating forecast for: TASK
[2025-12-24T20:32:48.987872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2025-12-24T20:32:48.999706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2025-12-24T20:32:49] [INFO ] [FORECASTER] Starting predict_future for TASK
[2025-12-24T20:32:49.000764] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2025-12-24T20:32:49.000815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:49.000847] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:49.000874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:49.000930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:49.057597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:49.058217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:49.058296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:49.058343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:49.179449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:49.179623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:49.179664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:49.179695] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:49.183065] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: UP (p=98.21%)
[2025-12-24T20:32:49.183340] [INFO ] [FORECASTER] Completed predict_future for TASK
[2025-12-24T20:32:49.183466] [INFO ] [sig       ] TASK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:49.324334] [INFO ] [LOCAL     ] Saved forecast: TASK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TASK.txt
[2025-12-24T20:32:49.324471] [INFO ] [sig       ] [3064/3551] Completed TASK in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-24T20:32:49.324509] [INFO ] [sig       ] [3065/3551] Forecasting TAYD...
[2025-12-24T20:32:49.324540] [INFO ] [sig       ] Generating forecast for: TAYD
[2025-12-24T20:32:49.324585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAYD' from 'https://tdm.silogroup.org/data/derivative_storage/TAYD.csv'.
[2025-12-24T20:32:49.335540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAYD'.
[2025-12-24T20:32:49.336012] [INFO ] [FORECASTER] Starting predict_future for TAYD
[2025-12-24T20:32:49.336771] [DEBUG] [LOCAL     ] No optimal features file found for TAYD: ./output/feature-sets/TAYD.txt
[2025-12-24T20:32:49.336822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:49.336854] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:49.336881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:49.336937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:49.392101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:49.392813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:49.392893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:49.392927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:49.500142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:49.500292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:49.500331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:49.500361] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:49.503793] [DEBUG] [FORECASTER] TAYD: Forecast T+1@11:T+2@11: UP (p=61.77%)
[2025-12-24T20:32:49.504060] [INFO ] [FORECASTER] Completed predict_future for TAYD
[2025-12-24T20:32:49.504185] [INFO ] [sig       ] TAYD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:49.649863] [INFO ] [LOCAL     ] Saved forecast: TAYD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TAYD.txt
[2025-12-24T20:32:49.650018] [INFO ] [sig       ] [3065/3551] Completed TAYD in 0.3s | 2.88 sym/s | Total: 17.7m | ETA: 2.8m
[2025-12-24T20:32:49.650059] [INFO ] [sig       ] [3066/3551] Forecasting TBB...
[2025-12-24T20:32:49.650090] [INFO ] [sig       ] Generating forecast for: TBB
[2025-12-24T20:32:49.650121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-12-24T20:32:49.661066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2025-12-24T20:32:49.661409] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-12-24T20:32:49.662199] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-12-24T20:32:49.662251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:49.662284] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:49.662324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:49.662383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:49.720837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:49.721611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:49.721697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:49.721730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:49.837494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:49.837717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:49.837770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:49.837810] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:49.841257] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2025-12-24T20:32:49.841546] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-12-24T20:32:49.841693] [INFO ] [sig       ] TBB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:49.984447] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TBB.txt
[2025-12-24T20:32:49.984618] [INFO ] [sig       ] [3066/3551] Completed TBB in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-24T20:32:49.984660] [INFO ] [sig       ] [3067/3551] Forecasting TBBK...
[2025-12-24T20:32:49.984692] [INFO ] [sig       ] Generating forecast for: TBBK
[2025-12-24T20:32:49.984736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2025-12-24T20:32:49.995911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2025-12-24T20:32:49.996242] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2025-12-24T20:32:49.997046] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2025-12-24T20:32:49.997098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:49.997130] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:49.997158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:49.997213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:50.059313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:50.060215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:50.060299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:50.060331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:50.180225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:50.180373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:50.180412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:50.180446] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:50.183865] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: UP (p=98.65%)
[2025-12-24T20:32:50.184138] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2025-12-24T20:32:50.184262] [INFO ] [sig       ] TBBK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:50.324031] [INFO ] [LOCAL     ] Saved forecast: TBBK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TBBK.txt
[2025-12-24T20:32:50.324172] [INFO ] [sig       ] [3067/3551] Completed TBBK in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-24T20:32:50.324215] [INFO ] [sig       ] [3068/3551] Forecasting TBI...
[2025-12-24T20:32:50.324245] [INFO ] [sig       ] Generating forecast for: TBI
[2025-12-24T20:32:50.324275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-12-24T20:32:50.335788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2025-12-24T20:32:50.336070] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-12-24T20:32:50.336855] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-12-24T20:32:50.336906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:50.336938] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:50.336965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:50.337021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:50.392219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:50.392842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:50.392921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:50.392953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:50.514443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:50.514792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:50.514832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:50.514861] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:50.518130] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: UP (p=99.51%)
[2025-12-24T20:32:50.518394] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-12-24T20:32:50.518517] [INFO ] [sig       ] TBI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:50.655767] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TBI.txt
[2025-12-24T20:32:50.655915] [INFO ] [sig       ] [3068/3551] Completed TBI in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-24T20:32:50.655957] [INFO ] [sig       ] [3069/3551] Forecasting TBIL...
[2025-12-24T20:32:50.655985] [INFO ] [sig       ] Generating forecast for: TBIL
[2025-12-24T20:32:50.656014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2025-12-24T20:32:50.668602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2025-12-24T20:32:50.668958] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2025-12-24T20:32:50.669810] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2025-12-24T20:32:50.669864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:50.669922] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:50.669951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:50.670008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:50.727556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:50.728626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:50.728721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:50.728755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:50.785755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:50.785912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:50.785952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:50.785982] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:50.789412] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=99.28%)
[2025-12-24T20:32:50.789725] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2025-12-24T20:32:50.789852] [INFO ] [sig       ] TBIL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:50.934122] [INFO ] [LOCAL     ] Saved forecast: TBIL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TBIL.txt
[2025-12-24T20:32:50.934262] [INFO ] [sig       ] [3069/3551] Completed TBIL in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-24T20:32:50.934303] [INFO ] [sig       ] [3070/3551] Forecasting TBLA...
[2025-12-24T20:32:50.934333] [INFO ] [sig       ] Generating forecast for: TBLA
[2025-12-24T20:32:50.934370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2025-12-24T20:32:50.947036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2025-12-24T20:32:50.947359] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2025-12-24T20:32:50.948225] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2025-12-24T20:32:50.948280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:50.948313] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:50.948341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:50.948399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:51.006707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:51.007416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:51.007505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:51.007538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:51.129060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:51.129215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:51.129255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:51.129304] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:51.132625] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: DOWN (p=32.24%)
[2025-12-24T20:32:51.132889] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2025-12-24T20:32:51.133007] [INFO ] [sig       ] TBLA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:51.276876] [INFO ] [LOCAL     ] Saved forecast: TBLA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TBLA.txt
[2025-12-24T20:32:51.277028] [INFO ] [sig       ] [3070/3551] Completed TBLA in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-24T20:32:51.277067] [INFO ] [sig       ] [3071/3551] Forecasting TBLD...
[2025-12-24T20:32:51.277098] [INFO ] [sig       ] Generating forecast for: TBLD
[2025-12-24T20:32:51.277128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2025-12-24T20:32:51.289479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2025-12-24T20:32:51.289841] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2025-12-24T20:32:51.290632] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2025-12-24T20:32:51.290684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:51.290717] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:51.290745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:51.290802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:51.347934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:51.348679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:51.348764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:51.348798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:51.468426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:51.468590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:51.468632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:51.468661] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:51.472040] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: UP (p=57.35%)
[2025-12-24T20:32:51.472315] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2025-12-24T20:32:51.472438] [INFO ] [sig       ] TBLD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:51.610555] [INFO ] [LOCAL     ] Saved forecast: TBLD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TBLD.txt
[2025-12-24T20:32:51.610729] [INFO ] [sig       ] [3071/3551] Completed TBLD in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-24T20:32:51.610771] [INFO ] [sig       ] [3072/3551] Forecasting TBPH...
[2025-12-24T20:32:51.610800] [INFO ] [sig       ] Generating forecast for: TBPH
[2025-12-24T20:32:51.610830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2025-12-24T20:32:51.622472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2025-12-24T20:32:51.622807] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2025-12-24T20:32:51.623595] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2025-12-24T20:32:51.623655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:51.623690] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:51.623868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:51.623925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:51.679664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:51.680270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:51.680350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:51.680381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:51.797895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:51.798040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:51.798081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:51.798149] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:51.801606] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: DOWN (p=15.03%)
[2025-12-24T20:32:51.801881] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2025-12-24T20:32:51.802006] [INFO ] [sig       ] TBPH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:51.945649] [INFO ] [LOCAL     ] Saved forecast: TBPH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TBPH.txt
[2025-12-24T20:32:51.945784] [INFO ] [sig       ] [3072/3551] Completed TBPH in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-24T20:32:51.945824] [INFO ] [sig       ] [3073/3551] Forecasting TBRG...
[2025-12-24T20:32:51.945854] [INFO ] [sig       ] Generating forecast for: TBRG
[2025-12-24T20:32:51.945884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2025-12-24T20:32:51.957202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2025-12-24T20:32:51.957516] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2025-12-24T20:32:51.958280] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2025-12-24T20:32:51.958332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:51.958363] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:51.958389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:51.958446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:52.018699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:52.019708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:52.019791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:52.019825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:52.142229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:52.142377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:52.142421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:52.142464] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:52.145959] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: UP (p=60.46%)
[2025-12-24T20:32:52.146231] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2025-12-24T20:32:52.146356] [INFO ] [sig       ] TBRG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:52.288104] [INFO ] [LOCAL     ] Saved forecast: TBRG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TBRG.txt
[2025-12-24T20:32:52.288236] [INFO ] [sig       ] [3073/3551] Completed TBRG in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-24T20:32:52.288276] [INFO ] [sig       ] [3074/3551] Forecasting TCBI...
[2025-12-24T20:32:52.288306] [INFO ] [sig       ] Generating forecast for: TCBI
[2025-12-24T20:32:52.288337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2025-12-24T20:32:52.299966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2025-12-24T20:32:52.300274] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2025-12-24T20:32:52.301096] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2025-12-24T20:32:52.301149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:52.301183] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:52.301211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:52.301271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:52.360504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:52.361418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:52.361499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:52.361531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:52.482189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:52.482336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:52.482375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:52.482405] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:52.485707] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: DOWN (p=1.13%)
[2025-12-24T20:32:52.485975] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2025-12-24T20:32:52.486094] [INFO ] [sig       ] TCBI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:52.626769] [INFO ] [LOCAL     ] Saved forecast: TCBI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TCBI.txt
[2025-12-24T20:32:52.626934] [INFO ] [sig       ] [3074/3551] Completed TCBI in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-24T20:32:52.626976] [INFO ] [sig       ] [3075/3551] Forecasting TCBIO...
[2025-12-24T20:32:52.627006] [INFO ] [sig       ] Generating forecast for: TCBIO
[2025-12-24T20:32:52.627036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2025-12-24T20:32:52.638252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2025-12-24T20:32:52.638632] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2025-12-24T20:32:52.639423] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2025-12-24T20:32:52.639475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:52.639506] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:52.639533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:52.639609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:52.696249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:52.697088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:52.697170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:52.697203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:52.813918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:52.814090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:52.814138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:52.814175] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:52.818977] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: DOWN (p=33.04%)
[2025-12-24T20:32:52.819437] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2025-12-24T20:32:52.819621] [INFO ] [sig       ] TCBIO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:52.972588] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TCBIO.txt
[2025-12-24T20:32:52.972743] [INFO ] [sig       ] [3075/3551] Completed TCBIO in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-24T20:32:52.972783] [INFO ] [sig       ] [3076/3551] Forecasting TCBK...
[2025-12-24T20:32:52.972814] [INFO ] [sig       ] Generating forecast for: TCBK
[2025-12-24T20:32:52.972844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2025-12-24T20:32:52.987118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2025-12-24T20:32:52.987397] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2025-12-24T20:32:52.988162] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2025-12-24T20:32:52.988214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:52.988245] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:52.988272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:52.988328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:53.043451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:53.044223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:53.044303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:53.044335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:53.161311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:53.161458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:53.161500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:53.161535] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:53.164908] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: DOWN (p=13.41%)
[2025-12-24T20:32:53.165179] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2025-12-24T20:32:53.165300] [INFO ] [sig       ] TCBK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:53.304696] [INFO ] [LOCAL     ] Saved forecast: TCBK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TCBK.txt
[2025-12-24T20:32:53.304824] [INFO ] [sig       ] [3076/3551] Completed TCBK in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.8m
[2025-12-24T20:32:53.304863] [INFO ] [sig       ] [3077/3551] Forecasting TCBX...
[2025-12-24T20:32:53.304893] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-12-24T20:32:53.304923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-12-24T20:32:53.316218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2025-12-24T20:32:53.316542] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-12-24T20:32:53.317304] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-12-24T20:32:53.317364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:53.317396] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:53.317423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:53.317491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:53.373227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:53.374041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:53.374123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:53.374155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:53.496901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:53.497056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:53.497094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:53.497122] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:53.500847] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: DOWN (p=16.23%)
[2025-12-24T20:32:53.501122] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-12-24T20:32:53.501243] [INFO ] [sig       ] TCBX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:53.641518] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TCBX.txt
[2025-12-24T20:32:53.641700] [INFO ] [sig       ] [3077/3551] Completed TCBX in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-24T20:32:53.641743] [INFO ] [sig       ] [3078/3551] Forecasting TCMD...
[2025-12-24T20:32:53.641776] [INFO ] [sig       ] Generating forecast for: TCMD
[2025-12-24T20:32:53.641807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2025-12-24T20:32:53.653532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2025-12-24T20:32:53.653893] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2025-12-24T20:32:53.654668] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2025-12-24T20:32:53.654720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:53.654752] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:53.654778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:53.654835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:53.710703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:53.711526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:53.711648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:53.711705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:53.836304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:53.836455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:53.836493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:53.836522] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:53.839835] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: DOWN (p=5.94%)
[2025-12-24T20:32:53.840102] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2025-12-24T20:32:53.840221] [INFO ] [sig       ] TCMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:53.979141] [INFO ] [LOCAL     ] Saved forecast: TCMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TCMD.txt
[2025-12-24T20:32:53.979307] [INFO ] [sig       ] [3078/3551] Completed TCMD in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-24T20:32:53.979350] [INFO ] [sig       ] [3079/3551] Forecasting TCOM...
[2025-12-24T20:32:53.979380] [INFO ] [sig       ] Generating forecast for: TCOM
[2025-12-24T20:32:53.979410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2025-12-24T20:32:53.991348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2025-12-24T20:32:53.991706] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2025-12-24T20:32:53.992478] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2025-12-24T20:32:53.992543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:53.992594] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:53.992625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:53.992681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:54.049819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:54.050517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:54.050641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:54.050676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:54.170673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:54.170830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:54.170868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:54.170896] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:54.174546] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: UP (p=90.13%)
[2025-12-24T20:32:54.174900] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2025-12-24T20:32:54.175044] [INFO ] [sig       ] TCOM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:54.323288] [INFO ] [LOCAL     ] Saved forecast: TCOM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TCOM.txt
[2025-12-24T20:32:54.323444] [INFO ] [sig       ] [3079/3551] Completed TCOM in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-24T20:32:54.323485] [INFO ] [sig       ] [3080/3551] Forecasting TCPC...
[2025-12-24T20:32:54.323515] [INFO ] [sig       ] Generating forecast for: TCPC
[2025-12-24T20:32:54.323544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2025-12-24T20:32:54.334447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2025-12-24T20:32:54.334827] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2025-12-24T20:32:54.335600] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2025-12-24T20:32:54.335673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:54.335706] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:54.335732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:54.335793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:54.396215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:54.397071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:54.397157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:54.397191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:54.521350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:54.521505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:54.521545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:54.521592] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:54.525257] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: DOWN (p=9.47%)
[2025-12-24T20:32:54.525526] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2025-12-24T20:32:54.525668] [INFO ] [sig       ] TCPC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:54.668128] [INFO ] [LOCAL     ] Saved forecast: TCPC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TCPC.txt
[2025-12-24T20:32:54.668266] [INFO ] [sig       ] [3080/3551] Completed TCPC in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-24T20:32:54.668306] [INFO ] [sig       ] [3081/3551] Forecasting TCX...
[2025-12-24T20:32:54.668335] [INFO ] [sig       ] Generating forecast for: TCX
[2025-12-24T20:32:54.668364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2025-12-24T20:32:54.679820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2025-12-24T20:32:54.680162] [INFO ] [FORECASTER] Starting predict_future for TCX
[2025-12-24T20:32:54.680963] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2025-12-24T20:32:54.681016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:54.681048] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:54.681074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:54.681130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:54.738414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:54.739223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:54.739331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:54.739366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:54.853875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:54.854028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:54.854069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:54.854097] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:54.857620] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2025-12-24T20:32:54.857898] [INFO ] [FORECASTER] Completed predict_future for TCX
[2025-12-24T20:32:54.858022] [INFO ] [sig       ] TCX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:54.995861] [INFO ] [LOCAL     ] Saved forecast: TCX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TCX.txt
[2025-12-24T20:32:54.996004] [INFO ] [sig       ] [3081/3551] Completed TCX in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-24T20:32:54.996044] [INFO ] [sig       ] [3082/3551] Forecasting TD...
[2025-12-24T20:32:54.996073] [INFO ] [sig       ] Generating forecast for: TD
[2025-12-24T20:32:54.996102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-12-24T20:32:55.008099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2025-12-24T20:32:55.008447] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-12-24T20:32:55.009294] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-12-24T20:32:55.009349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:55.009386] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:55.009415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:55.009474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:55.066460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:55.067322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:55.067406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:55.067438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:55.188507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:55.188684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:55.188727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:55.188759] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:55.192150] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: DOWN (p=12.76%)
[2025-12-24T20:32:55.192434] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-12-24T20:32:55.192570] [INFO ] [sig       ] TD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:55.337016] [INFO ] [LOCAL     ] Saved forecast: TD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TD.txt
[2025-12-24T20:32:55.337246] [INFO ] [sig       ] [3082/3551] Completed TD in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-24T20:32:55.337299] [INFO ] [sig       ] [3083/3551] Forecasting TDC...
[2025-12-24T20:32:55.337332] [INFO ] [sig       ] Generating forecast for: TDC
[2025-12-24T20:32:55.337372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-12-24T20:32:55.349371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2025-12-24T20:32:55.349731] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-12-24T20:32:55.350475] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-12-24T20:32:55.350529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:55.350589] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:55.350627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:55.350697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:55.407871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:55.408645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:55.408728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:55.408763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:55.530495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:55.530669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:55.530712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:55.530742] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:55.534101] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: DOWN (p=41.70%)
[2025-12-24T20:32:55.534372] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-12-24T20:32:55.534495] [INFO ] [sig       ] TDC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:55.675816] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TDC.txt
[2025-12-24T20:32:55.675959] [INFO ] [sig       ] [3083/3551] Completed TDC in 0.3s | 2.88 sym/s | Total: 17.8m | ETA: 2.7m
[2025-12-24T20:32:55.675999] [INFO ] [sig       ] [3084/3551] Forecasting TDF...
[2025-12-24T20:32:55.676028] [INFO ] [sig       ] Generating forecast for: TDF
[2025-12-24T20:32:55.676058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-12-24T20:32:55.687094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2025-12-24T20:32:55.687374] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-12-24T20:32:55.688142] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-12-24T20:32:55.688194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:55.688225] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:55.688252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:55.688308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:55.744688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:55.745499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:55.745612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:55.745654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:55.861349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:55.861500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:55.861539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:55.861584] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:55.864867] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: DOWN (p=6.30%)
[2025-12-24T20:32:55.865175] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-12-24T20:32:55.865295] [INFO ] [sig       ] TDF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:56.005876] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TDF.txt
[2025-12-24T20:32:56.006011] [INFO ] [sig       ] [3084/3551] Completed TDF in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-24T20:32:56.006052] [INFO ] [sig       ] [3085/3551] Forecasting TDG...
[2025-12-24T20:32:56.006081] [INFO ] [sig       ] Generating forecast for: TDG
[2025-12-24T20:32:56.006111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-12-24T20:32:56.018330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2025-12-24T20:32:56.018690] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-12-24T20:32:56.019483] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-12-24T20:32:56.019536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:56.019584] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:56.019614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:56.019671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:56.075429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:56.076254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:56.076337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:56.076370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:56.199015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:56.199167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:56.199206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:56.199234] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:56.202592] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: DOWN (p=18.59%)
[2025-12-24T20:32:56.202865] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-12-24T20:32:56.202988] [INFO ] [sig       ] TDG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:56.344284] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TDG.txt
[2025-12-24T20:32:56.344423] [INFO ] [sig       ] [3085/3551] Completed TDG in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-24T20:32:56.344462] [INFO ] [sig       ] [3086/3551] Forecasting TDS...
[2025-12-24T20:32:56.344490] [INFO ] [sig       ] Generating forecast for: TDS
[2025-12-24T20:32:56.344520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-12-24T20:32:56.356338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2025-12-24T20:32:56.356672] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-12-24T20:32:56.357510] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-12-24T20:32:56.357563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:56.357656] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:56.357686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:56.357744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:56.415439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:56.416414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:56.416526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:56.416561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:56.541849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:56.542001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:56.542061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:56.542092] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:56.545842] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: DOWN (p=14.07%)
[2025-12-24T20:32:56.546121] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-12-24T20:32:56.546247] [INFO ] [sig       ] TDS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:56.690402] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TDS.txt
[2025-12-24T20:32:56.690536] [INFO ] [sig       ] [3086/3551] Completed TDS in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-24T20:32:56.690593] [INFO ] [sig       ] [3087/3551] Forecasting TDSC...
[2025-12-24T20:32:56.690625] [INFO ] [sig       ] Generating forecast for: TDSC
[2025-12-24T20:32:56.690655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2025-12-24T20:32:56.701669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2025-12-24T20:32:56.702135] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2025-12-24T20:32:56.702905] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2025-12-24T20:32:56.702955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:56.702986] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:56.703013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:56.703069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:56.759656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:56.760686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:56.760770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:56.760804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:56.868803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:56.868957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:56.868998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:56.869026] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:56.872806] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: DOWN (p=6.41%)
[2025-12-24T20:32:56.873183] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2025-12-24T20:32:56.873324] [INFO ] [sig       ] TDSC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:57.020491] [INFO ] [LOCAL     ] Saved forecast: TDSC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TDSC.txt
[2025-12-24T20:32:57.020682] [INFO ] [sig       ] [3087/3551] Completed TDSC in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-24T20:32:57.020733] [INFO ] [sig       ] [3088/3551] Forecasting TDUP...
[2025-12-24T20:32:57.020766] [INFO ] [sig       ] Generating forecast for: TDUP
[2025-12-24T20:32:57.020797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2025-12-24T20:32:57.033375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2025-12-24T20:32:57.033790] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2025-12-24T20:32:57.034595] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2025-12-24T20:32:57.034653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:57.034687] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:57.034716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:57.034773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:57.092396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:57.093212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:57.093298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:57.093331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:57.219588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:57.219750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:57.219791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:57.219821] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:57.223428] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: DOWN (p=18.77%)
[2025-12-24T20:32:57.223753] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2025-12-24T20:32:57.223888] [INFO ] [sig       ] TDUP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:57.371007] [INFO ] [LOCAL     ] Saved forecast: TDUP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TDUP.txt
[2025-12-24T20:32:57.371166] [INFO ] [sig       ] [3088/3551] Completed TDUP in 0.4s | 2.88 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-24T20:32:57.371207] [INFO ] [sig       ] [3089/3551] Forecasting TDY...
[2025-12-24T20:32:57.371236] [INFO ] [sig       ] Generating forecast for: TDY
[2025-12-24T20:32:57.371267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-12-24T20:32:57.382400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2025-12-24T20:32:57.382707] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-12-24T20:32:57.383521] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-12-24T20:32:57.383592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:57.383626] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:57.383653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:57.383709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:57.440537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:57.441252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:57.441342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:57.441376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:57.561343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:57.561495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:57.561534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:57.561609] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:57.565076] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=0.26%)
[2025-12-24T20:32:57.565345] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-12-24T20:32:57.565464] [INFO ] [sig       ] TDY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:57.708184] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TDY.txt
[2025-12-24T20:32:57.708314] [INFO ] [sig       ] [3089/3551] Completed TDY in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-24T20:32:57.708353] [INFO ] [sig       ] [3090/3551] Forecasting TEAM...
[2025-12-24T20:32:57.708382] [INFO ] [sig       ] Generating forecast for: TEAM
[2025-12-24T20:32:57.708420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2025-12-24T20:32:57.719441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2025-12-24T20:32:57.719745] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2025-12-24T20:32:57.720489] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2025-12-24T20:32:57.720541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:57.720603] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:57.720634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:57.720692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:57.778839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:57.779518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:57.779615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:57.779649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:57.900737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:57.900889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:57.900928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:57.900956] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:57.904261] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: DOWN (p=28.39%)
[2025-12-24T20:32:57.904532] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2025-12-24T20:32:57.904673] [INFO ] [sig       ] TEAM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:58.045848] [INFO ] [LOCAL     ] Saved forecast: TEAM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TEAM.txt
[2025-12-24T20:32:58.045986] [INFO ] [sig       ] [3090/3551] Completed TEAM in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-24T20:32:58.046025] [INFO ] [sig       ] [3091/3551] Forecasting TECH...
[2025-12-24T20:32:58.046054] [INFO ] [sig       ] Generating forecast for: TECH
[2025-12-24T20:32:58.046083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2025-12-24T20:32:58.057451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2025-12-24T20:32:58.057744] [INFO ] [FORECASTER] Starting predict_future for TECH
[2025-12-24T20:32:58.058476] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2025-12-24T20:32:58.058527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:58.058558] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:58.058607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:58.058671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:58.114975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:58.115599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:58.115677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:58.115709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:58.238533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:58.238701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:58.238742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:58.238771] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:58.242652] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: DOWN (p=10.06%)
[2025-12-24T20:32:58.242919] [INFO ] [FORECASTER] Completed predict_future for TECH
[2025-12-24T20:32:58.243040] [INFO ] [sig       ] TECH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:58.386204] [INFO ] [LOCAL     ] Saved forecast: TECH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TECH.txt
[2025-12-24T20:32:58.386334] [INFO ] [sig       ] [3091/3551] Completed TECH in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-24T20:32:58.386373] [INFO ] [sig       ] [3092/3551] Forecasting TECK...
[2025-12-24T20:32:58.386403] [INFO ] [sig       ] Generating forecast for: TECK
[2025-12-24T20:32:58.386433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-12-24T20:32:58.397962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2025-12-24T20:32:58.398261] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-12-24T20:32:58.399012] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-12-24T20:32:58.399064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:58.399095] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:58.399121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:58.399176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:58.457462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:58.458303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:58.458386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:58.458419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:58.582240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:58.582400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:58.582439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:58.582468] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:58.586707] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: DOWN (p=21.50%)
[2025-12-24T20:32:58.587102] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-12-24T20:32:58.587249] [INFO ] [sig       ] TECK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:58.728082] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TECK.txt
[2025-12-24T20:32:58.728247] [INFO ] [sig       ] [3092/3551] Completed TECK in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-24T20:32:58.728289] [INFO ] [sig       ] [3093/3551] Forecasting TECX...
[2025-12-24T20:32:58.728318] [INFO ] [sig       ] Generating forecast for: TECX
[2025-12-24T20:32:58.728348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'.
[2025-12-24T20:32:58.740686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECX'.
[2025-12-24T20:32:58.741155] [INFO ] [FORECASTER] Starting predict_future for TECX
[2025-12-24T20:32:58.741925] [DEBUG] [LOCAL     ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt
[2025-12-24T20:32:58.741976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:58.742008] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:58.742035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:58.742091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:58.799114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:58.799849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:58.799931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:58.799963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:58.913776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:58.913927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:58.913968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:58.913996] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:58.917278] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: DOWN (p=11.45%)
[2025-12-24T20:32:58.917547] [INFO ] [FORECASTER] Completed predict_future for TECX
[2025-12-24T20:32:58.917690] [INFO ] [sig       ] TECX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:59.056729] [INFO ] [LOCAL     ] Saved forecast: TECX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TECX.txt
[2025-12-24T20:32:59.056854] [INFO ] [sig       ] [3093/3551] Completed TECX in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.7m
[2025-12-24T20:32:59.056900] [INFO ] [sig       ] [3094/3551] Forecasting TEF...
[2025-12-24T20:32:59.056930] [INFO ] [sig       ] Generating forecast for: TEF
[2025-12-24T20:32:59.056959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-12-24T20:32:59.068807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEF'.
[2025-12-24T20:32:59.069092] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-12-24T20:32:59.069913] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-12-24T20:32:59.069965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:59.069997] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:59.070024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:59.070080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:59.125802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:59.126644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:59.126727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:59.126758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:59.243333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:59.243484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:59.243523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:59.243551] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:59.246863] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=63.45%)
[2025-12-24T20:32:59.247130] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-12-24T20:32:59.247251] [INFO ] [sig       ] TEF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:32:59.386049] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TEF.txt
[2025-12-24T20:32:59.386170] [INFO ] [sig       ] [3094/3551] Completed TEF in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-24T20:32:59.386210] [INFO ] [sig       ] [3095/3551] Forecasting TEI...
[2025-12-24T20:32:59.386239] [INFO ] [sig       ] Generating forecast for: TEI
[2025-12-24T20:32:59.386268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-12-24T20:32:59.397261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2025-12-24T20:32:59.397526] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-12-24T20:32:59.398285] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-12-24T20:32:59.398336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:59.398368] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:59.398394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:59.398449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:59.455367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:59.455973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:59.456051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:59.456083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:59.572674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:59.572814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:59.572852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:59.572879] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:59.576132] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: DOWN (p=7.69%)
[2025-12-24T20:32:59.576400] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-12-24T20:32:59.576533] [INFO ] [sig       ] TEI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:32:59.721445] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TEI.txt
[2025-12-24T20:32:59.721588] [INFO ] [sig       ] [3095/3551] Completed TEI in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-24T20:32:59.721630] [INFO ] [sig       ] [3096/3551] Forecasting TELO...
[2025-12-24T20:32:59.721659] [INFO ] [sig       ] Generating forecast for: TELO
[2025-12-24T20:32:59.721688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2025-12-24T20:32:59.732853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2025-12-24T20:32:59.733149] [INFO ] [FORECASTER] Starting predict_future for TELO
[2025-12-24T20:32:59.733938] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2025-12-24T20:32:59.733991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:32:59.734023] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:32:59.734051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:32:59.734108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:32:59.791147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:32:59.791800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:32:59.791924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:32:59.791959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:32:59.909792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:32:59.909931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:32:59.909970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:32:59.909998] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:32:59.913319] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: DOWN (p=30.13%)
[2025-12-24T20:32:59.913602] [INFO ] [FORECASTER] Completed predict_future for TELO
[2025-12-24T20:32:59.913727] [INFO ] [sig       ] TELO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:00.057767] [INFO ] [LOCAL     ] Saved forecast: TELO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TELO.txt
[2025-12-24T20:33:00.057925] [INFO ] [sig       ] [3096/3551] Completed TELO in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-24T20:33:00.057966] [INFO ] [sig       ] [3097/3551] Forecasting TEM...
[2025-12-24T20:33:00.057995] [INFO ] [sig       ] Generating forecast for: TEM
[2025-12-24T20:33:00.058025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2025-12-24T20:33:00.070181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2025-12-24T20:33:00.070611] [INFO ] [FORECASTER] Starting predict_future for TEM
[2025-12-24T20:33:00.071401] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2025-12-24T20:33:00.071457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:00.071489] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:00.071517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:00.071606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:00.129335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:00.130429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:00.130515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:00.130548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:00.256537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:00.256701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:00.256740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:00.256786] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:00.260077] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: DOWN (p=37.26%)
[2025-12-24T20:33:00.260343] [INFO ] [FORECASTER] Completed predict_future for TEM
[2025-12-24T20:33:00.260467] [INFO ] [sig       ] TEM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:00.404395] [INFO ] [LOCAL     ] Saved forecast: TEM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TEM.txt
[2025-12-24T20:33:00.404526] [INFO ] [sig       ] [3097/3551] Completed TEM in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-24T20:33:00.404564] [INFO ] [sig       ] [3098/3551] Forecasting TENB...
[2025-12-24T20:33:00.404613] [INFO ] [sig       ] Generating forecast for: TENB
[2025-12-24T20:33:00.404643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2025-12-24T20:33:00.416400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2025-12-24T20:33:00.416680] [INFO ] [FORECASTER] Starting predict_future for TENB
[2025-12-24T20:33:00.417413] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2025-12-24T20:33:00.417464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:00.417496] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:00.417523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:00.417600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:00.476170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:00.476796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:00.477063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:00.477094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:00.600142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:00.600276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:00.600313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:00.600341] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:00.604069] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: DOWN (p=45.36%)
[2025-12-24T20:33:00.604339] [INFO ] [FORECASTER] Completed predict_future for TENB
[2025-12-24T20:33:00.604457] [INFO ] [sig       ] TENB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:00.748674] [INFO ] [LOCAL     ] Saved forecast: TENB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TENB.txt
[2025-12-24T20:33:00.748802] [INFO ] [sig       ] [3098/3551] Completed TENB in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-24T20:33:00.748841] [INFO ] [sig       ] [3099/3551] Forecasting TENX...
[2025-12-24T20:33:00.748870] [INFO ] [sig       ] Generating forecast for: TENX
[2025-12-24T20:33:00.748899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2025-12-24T20:33:00.760105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2025-12-24T20:33:00.760369] [INFO ] [FORECASTER] Starting predict_future for TENX
[2025-12-24T20:33:00.761115] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2025-12-24T20:33:00.761166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:00.761197] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:00.761224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:00.761280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:00.818437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:00.819036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:00.819144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:00.819179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:00.929314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:00.929438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:00.929475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:00.929504] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:00.932729] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: DOWN (p=14.68%)
[2025-12-24T20:33:00.933181] [INFO ] [FORECASTER] Completed predict_future for TENX
[2025-12-24T20:33:00.933298] [INFO ] [sig       ] TENX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:01.087372] [INFO ] [LOCAL     ] Saved forecast: TENX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TENX.txt
[2025-12-24T20:33:01.087915] [INFO ] [sig       ] [3099/3551] Completed TENX in 0.3s | 2.88 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-24T20:33:01.087966] [INFO ] [sig       ] [3100/3551] Forecasting TEO...
[2025-12-24T20:33:01.087997] [INFO ] [sig       ] Generating forecast for: TEO
[2025-12-24T20:33:01.088027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-12-24T20:33:01.102218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEO'.
[2025-12-24T20:33:01.102661] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-12-24T20:33:01.103455] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-12-24T20:33:01.103507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:01.103539] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:01.103566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:01.103656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:01.167409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:01.168301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:01.168390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:01.168425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:01.292922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:01.293048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:01.293088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:01.293117] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:01.296655] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=74.59%)
[2025-12-24T20:33:01.296957] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-12-24T20:33:01.297097] [INFO ] [sig       ] TEO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:01.439145] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TEO.txt
[2025-12-24T20:33:01.439307] [INFO ] [sig       ] [3100/3551] Completed TEO in 0.4s | 2.88 sym/s | Total: 17.9m | ETA: 2.6m
[2025-12-24T20:33:01.439350] [INFO ] [sig       ] [3101/3551] Forecasting TERN...
[2025-12-24T20:33:01.439380] [INFO ] [sig       ] Generating forecast for: TERN
[2025-12-24T20:33:01.439410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2025-12-24T20:33:01.451962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2025-12-24T20:33:01.452301] [INFO ] [FORECASTER] Starting predict_future for TERN
[2025-12-24T20:33:01.453364] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2025-12-24T20:33:01.453417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:01.453448] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:01.453495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:01.453562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:01.512965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:01.513909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:01.514220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:01.514258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:01.635613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:01.635769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:01.635830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:01.635860] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:01.639236] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: UP (p=77.72%)
[2025-12-24T20:33:01.639551] [INFO ] [FORECASTER] Completed predict_future for TERN
[2025-12-24T20:33:01.639700] [INFO ] [sig       ] TERN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:01.779207] [INFO ] [LOCAL     ] Saved forecast: TERN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TERN.txt
[2025-12-24T20:33:01.779391] [INFO ] [sig       ] [3101/3551] Completed TERN in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-24T20:33:01.779435] [INFO ] [sig       ] [3102/3551] Forecasting TEVA...
[2025-12-24T20:33:01.779463] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-12-24T20:33:01.779493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-12-24T20:33:01.790839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2025-12-24T20:33:01.791168] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-12-24T20:33:01.791932] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-12-24T20:33:01.791984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:01.792015] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:01.792042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:01.792099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:01.848465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:01.849383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:01.849467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:01.849499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:01.966334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:01.966491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:01.966530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:01.966560] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:01.969946] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2025-12-24T20:33:01.970214] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-12-24T20:33:01.970336] [INFO ] [sig       ] TEVA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:02.112870] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TEVA.txt
[2025-12-24T20:33:02.113036] [INFO ] [sig       ] [3102/3551] Completed TEVA in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-24T20:33:02.113077] [INFO ] [sig       ] [3103/3551] Forecasting TEX...
[2025-12-24T20:33:02.113106] [INFO ] [sig       ] Generating forecast for: TEX
[2025-12-24T20:33:02.113135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-12-24T20:33:02.125191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2025-12-24T20:33:02.125584] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-12-24T20:33:02.126497] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-12-24T20:33:02.126548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:02.126628] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:02.126657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:02.126713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:02.183635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:02.184496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:02.184600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:02.184636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:02.307422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:02.307605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:02.307646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:02.307674] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:02.310970] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: UP (p=67.76%)
[2025-12-24T20:33:02.311237] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-12-24T20:33:02.311356] [INFO ] [sig       ] TEX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:02.454736] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TEX.txt
[2025-12-24T20:33:02.454890] [INFO ] [sig       ] [3103/3551] Completed TEX in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-24T20:33:02.454932] [INFO ] [sig       ] [3104/3551] Forecasting TFC...
[2025-12-24T20:33:02.454962] [INFO ] [sig       ] Generating forecast for: TFC
[2025-12-24T20:33:02.454991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-12-24T20:33:02.468080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2025-12-24T20:33:02.468441] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-12-24T20:33:02.469437] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-12-24T20:33:02.469489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:02.469520] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:02.469546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:02.469617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:02.525404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:02.526162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:02.526242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:02.526274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:02.648191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:02.648354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:02.648395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:02.648424] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:02.651753] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: DOWN (p=21.95%)
[2025-12-24T20:33:02.652029] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-12-24T20:33:02.652152] [INFO ] [sig       ] TFC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:02.795669] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TFC.txt
[2025-12-24T20:33:02.795817] [INFO ] [sig       ] [3104/3551] Completed TFC in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-24T20:33:02.795858] [INFO ] [sig       ] [3105/3551] Forecasting TFII...
[2025-12-24T20:33:02.795887] [INFO ] [sig       ] Generating forecast for: TFII
[2025-12-24T20:33:02.795925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-12-24T20:33:02.807748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2025-12-24T20:33:02.808087] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-12-24T20:33:02.808848] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-12-24T20:33:02.808899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:02.809120] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:02.809146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:02.809202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:02.865437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:02.866259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:02.866343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:02.866375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:02.983793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:02.984160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:02.984212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:02.984252] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:02.988345] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=1.20%)
[2025-12-24T20:33:02.988648] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-12-24T20:33:02.988779] [INFO ] [sig       ] TFII: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:03.135806] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TFII.txt
[2025-12-24T20:33:03.135965] [INFO ] [sig       ] [3105/3551] Completed TFII in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-24T20:33:03.136012] [INFO ] [sig       ] [3106/3551] Forecasting TFIN...
[2025-12-24T20:33:03.136043] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-12-24T20:33:03.136074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-12-24T20:33:03.147784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2025-12-24T20:33:03.148309] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-12-24T20:33:03.149074] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-12-24T20:33:03.149125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:03.149156] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:03.149183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:03.149239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:03.206331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:03.207192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:03.207278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:03.207310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:03.324122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:03.324277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:03.324317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:03.324380] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:03.327799] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: UP (p=57.24%)
[2025-12-24T20:33:03.328100] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-12-24T20:33:03.328233] [INFO ] [sig       ] TFIN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:03.468742] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TFIN.txt
[2025-12-24T20:33:03.468882] [INFO ] [sig       ] [3106/3551] Completed TFIN in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-24T20:33:03.468922] [INFO ] [sig       ] [3107/3551] Forecasting TFPM...
[2025-12-24T20:33:03.468951] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-12-24T20:33:03.468981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-12-24T20:33:03.481401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2025-12-24T20:33:03.481835] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-12-24T20:33:03.482640] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-12-24T20:33:03.482693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:03.482725] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:03.482753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:03.482809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:03.539672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:03.540498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:03.540602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:03.540650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:03.661098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:03.661239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:03.661277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:03.661306] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:03.664611] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: DOWN (p=5.49%)
[2025-12-24T20:33:03.664882] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-12-24T20:33:03.665005] [INFO ] [sig       ] TFPM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:03.809402] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TFPM.txt
[2025-12-24T20:33:03.809540] [INFO ] [sig       ] [3107/3551] Completed TFPM in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-24T20:33:03.809595] [INFO ] [sig       ] [3108/3551] Forecasting TFSL...
[2025-12-24T20:33:03.809628] [INFO ] [sig       ] Generating forecast for: TFSL
[2025-12-24T20:33:03.809657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2025-12-24T20:33:03.821170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2025-12-24T20:33:03.821482] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2025-12-24T20:33:03.822238] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2025-12-24T20:33:03.822290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:03.822321] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:03.822348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:03.822405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:03.881618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:03.882283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:03.882362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:03.882395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:03.998592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:03.998741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:03.998778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:03.998827] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:04.002132] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: DOWN (p=5.33%)
[2025-12-24T20:33:04.002398] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2025-12-24T20:33:04.002514] [INFO ] [sig       ] TFSL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:04.141825] [INFO ] [LOCAL     ] Saved forecast: TFSL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TFSL.txt
[2025-12-24T20:33:04.141956] [INFO ] [sig       ] [3108/3551] Completed TFSL in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-24T20:33:04.141994] [INFO ] [sig       ] [3109/3551] Forecasting TG...
[2025-12-24T20:33:04.142023] [INFO ] [sig       ] Generating forecast for: TG
[2025-12-24T20:33:04.142052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-12-24T20:33:04.153448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2025-12-24T20:33:04.153741] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-12-24T20:33:04.154468] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-12-24T20:33:04.154520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:04.154551] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:04.154601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:04.154660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:04.212354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:04.213025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:04.213105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:04.213138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:04.328849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:04.328994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:04.329034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:04.329062] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:04.332407] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=8.67%)
[2025-12-24T20:33:04.332697] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-12-24T20:33:04.332824] [INFO ] [sig       ] TG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:04.472538] [INFO ] [LOCAL     ] Saved forecast: TG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TG.txt
[2025-12-24T20:33:04.472683] [INFO ] [sig       ] [3109/3551] Completed TG in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-24T20:33:04.472722] [INFO ] [sig       ] [3110/3551] Forecasting TGLS...
[2025-12-24T20:33:04.472751] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-12-24T20:33:04.472779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-12-24T20:33:04.483825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2025-12-24T20:33:04.484333] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-12-24T20:33:04.485306] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-12-24T20:33:04.485357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:04.485390] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:04.485417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:04.485473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:04.542238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:04.542907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:04.542986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:04.543018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:04.666265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:04.666438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:04.666478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:04.666506] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:04.669833] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=18.45%)
[2025-12-24T20:33:04.670288] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-12-24T20:33:04.670409] [INFO ] [sig       ] TGLS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:04.810202] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TGLS.txt
[2025-12-24T20:33:04.810330] [INFO ] [sig       ] [3110/3551] Completed TGLS in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.6m
[2025-12-24T20:33:04.810370] [INFO ] [sig       ] [3111/3551] Forecasting TGNA...
[2025-12-24T20:33:04.810399] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-12-24T20:33:04.810428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-12-24T20:33:04.822733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2025-12-24T20:33:04.823038] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-12-24T20:33:04.823785] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-12-24T20:33:04.823836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:04.823867] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:04.823894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:04.823951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:04.879763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:04.880383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:04.880463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:04.880495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:05.001144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:05.001289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:05.001327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:05.001355] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:05.004639] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: UP (p=80.11%)
[2025-12-24T20:33:05.004906] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-12-24T20:33:05.005025] [INFO ] [sig       ] TGNA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:05.143935] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TGNA.txt
[2025-12-24T20:33:05.144064] [INFO ] [sig       ] [3111/3551] Completed TGNA in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-24T20:33:05.144103] [INFO ] [sig       ] [3112/3551] Forecasting TGS...
[2025-12-24T20:33:05.144133] [INFO ] [sig       ] Generating forecast for: TGS
[2025-12-24T20:33:05.144162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-12-24T20:33:05.155274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2025-12-24T20:33:05.155589] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-12-24T20:33:05.156474] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-12-24T20:33:05.156525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:05.156556] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:05.156603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:05.156684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:05.212313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:05.212919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:05.213001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:05.213033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:05.326656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:05.326799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:05.326837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:05.326866] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:05.330315] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: UP (p=69.79%)
[2025-12-24T20:33:05.330607] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-12-24T20:33:05.330732] [INFO ] [sig       ] TGS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:05.474320] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TGS.txt
[2025-12-24T20:33:05.474475] [INFO ] [sig       ] [3112/3551] Completed TGS in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-24T20:33:05.474517] [INFO ] [sig       ] [3113/3551] Forecasting TGTX...
[2025-12-24T20:33:05.474547] [INFO ] [sig       ] Generating forecast for: TGTX
[2025-12-24T20:33:05.474598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2025-12-24T20:33:05.485691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2025-12-24T20:33:05.485990] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2025-12-24T20:33:05.486788] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2025-12-24T20:33:05.486840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:05.486872] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:05.486899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:05.486956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:05.544405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:05.545393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:05.545522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:05.545561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:05.671391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:05.671546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:05.671619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:05.671670] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:05.675444] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: DOWN (p=40.47%)
[2025-12-24T20:33:05.675748] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2025-12-24T20:33:05.675878] [INFO ] [sig       ] TGTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:05.817331] [INFO ] [LOCAL     ] Saved forecast: TGTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TGTX.txt
[2025-12-24T20:33:05.817483] [INFO ] [sig       ] [3113/3551] Completed TGTX in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-24T20:33:05.817524] [INFO ] [sig       ] [3114/3551] Forecasting TH...
[2025-12-24T20:33:05.817554] [INFO ] [sig       ] Generating forecast for: TH
[2025-12-24T20:33:05.817602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2025-12-24T20:33:05.829188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2025-12-24T20:33:05.829525] [INFO ] [FORECASTER] Starting predict_future for TH
[2025-12-24T20:33:05.830295] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2025-12-24T20:33:05.830377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:05.830410] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:05.830437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:05.830494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:05.887894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:05.888695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:05.888976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:05.889010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:06.012858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:06.013022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:06.013061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:06.013091] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:06.016380] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: DOWN (p=9.87%)
[2025-12-24T20:33:06.016674] [INFO ] [FORECASTER] Completed predict_future for TH
[2025-12-24T20:33:06.016801] [INFO ] [sig       ] TH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:06.163909] [INFO ] [LOCAL     ] Saved forecast: TH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TH.txt
[2025-12-24T20:33:06.164064] [INFO ] [sig       ] [3114/3551] Completed TH in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-24T20:33:06.164110] [INFO ] [sig       ] [3115/3551] Forecasting THC...
[2025-12-24T20:33:06.164141] [INFO ] [sig       ] Generating forecast for: THC
[2025-12-24T20:33:06.164172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-12-24T20:33:06.176721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2025-12-24T20:33:06.177010] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-12-24T20:33:06.177772] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-12-24T20:33:06.177824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:06.177856] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:06.177889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:06.177957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:06.235650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:06.236490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:06.236624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:06.236662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:06.358586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:06.358739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:06.358777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:06.358805] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:06.362118] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=9.60%)
[2025-12-24T20:33:06.362378] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-12-24T20:33:06.362497] [INFO ] [sig       ] THC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:06.507457] [INFO ] [LOCAL     ] Saved forecast: THC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/THC.txt
[2025-12-24T20:33:06.507605] [INFO ] [sig       ] [3115/3551] Completed THC in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-24T20:33:06.507646] [INFO ] [sig       ] [3116/3551] Forecasting THFF...
[2025-12-24T20:33:06.507675] [INFO ] [sig       ] Generating forecast for: THFF
[2025-12-24T20:33:06.507705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2025-12-24T20:33:06.522407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2025-12-24T20:33:06.522947] [INFO ] [FORECASTER] Starting predict_future for THFF
[2025-12-24T20:33:06.523793] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2025-12-24T20:33:06.523855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:06.523894] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:06.523927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:06.523993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:06.583764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:06.584716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:06.584810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:06.584849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:06.710754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:06.710915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:06.710954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:06.710983] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:06.714857] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: UP (p=91.36%)
[2025-12-24T20:33:06.715152] [INFO ] [FORECASTER] Completed predict_future for THFF
[2025-12-24T20:33:06.715275] [INFO ] [sig       ] THFF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:06.857987] [INFO ] [LOCAL     ] Saved forecast: THFF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/THFF.txt
[2025-12-24T20:33:06.858160] [INFO ] [sig       ] [3116/3551] Completed THFF in 0.4s | 2.88 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-24T20:33:06.858201] [INFO ] [sig       ] [3117/3551] Forecasting THG...
[2025-12-24T20:33:06.858231] [INFO ] [sig       ] Generating forecast for: THG
[2025-12-24T20:33:06.858261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-12-24T20:33:06.869934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2025-12-24T20:33:06.870231] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-12-24T20:33:06.871028] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-12-24T20:33:06.871080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:06.871112] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:06.871139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:06.871195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:06.928911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:06.929814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:06.929898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:06.929932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:07.050098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:07.050255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:07.050295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:07.050324] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:07.053712] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: DOWN (p=5.51%)
[2025-12-24T20:33:07.054012] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-12-24T20:33:07.054133] [INFO ] [sig       ] THG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:07.200227] [INFO ] [LOCAL     ] Saved forecast: THG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/THG.txt
[2025-12-24T20:33:07.200389] [INFO ] [sig       ] [3117/3551] Completed THG in 0.3s | 2.88 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-24T20:33:07.200438] [INFO ] [sig       ] [3118/3551] Forecasting THO...
[2025-12-24T20:33:07.200469] [INFO ] [sig       ] Generating forecast for: THO
[2025-12-24T20:33:07.200499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-12-24T20:33:07.217229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2025-12-24T20:33:07.217654] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-12-24T20:33:07.218443] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-12-24T20:33:07.218496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:07.218528] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:07.218556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:07.218640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:07.278070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:07.278975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:07.279062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:07.279095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:07.403308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:07.403474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:07.403514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:07.403543] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:07.407123] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-12-24T20:33:07.407423] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-12-24T20:33:07.407556] [INFO ] [sig       ] THO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:07.559004] [INFO ] [LOCAL     ] Saved forecast: THO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/THO.txt
[2025-12-24T20:33:07.559184] [INFO ] [sig       ] [3118/3551] Completed THO in 0.4s | 2.88 sym/s | Total: 18.0m | ETA: 2.5m
[2025-12-24T20:33:07.559226] [INFO ] [sig       ] [3119/3551] Forecasting THQ...
[2025-12-24T20:33:07.559257] [INFO ] [sig       ] Generating forecast for: THQ
[2025-12-24T20:33:07.559312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-12-24T20:33:07.572632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2025-12-24T20:33:07.572960] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-12-24T20:33:07.573720] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-12-24T20:33:07.573771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:07.573802] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:07.573834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:07.573902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:07.631247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:07.632237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:07.632324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:07.632357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:07.753162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:07.753319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:07.753366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:07.753408] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:07.757085] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=45.92%)
[2025-12-24T20:33:07.757381] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-12-24T20:33:07.757520] [INFO ] [sig       ] THQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:07.904898] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/THQ.txt
[2025-12-24T20:33:07.905046] [INFO ] [sig       ] [3119/3551] Completed THQ in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-24T20:33:07.905094] [INFO ] [sig       ] [3120/3551] Forecasting THRM...
[2025-12-24T20:33:07.905126] [INFO ] [sig       ] Generating forecast for: THRM
[2025-12-24T20:33:07.905157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2025-12-24T20:33:07.917875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2025-12-24T20:33:07.918272] [INFO ] [FORECASTER] Starting predict_future for THRM
[2025-12-24T20:33:07.919126] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2025-12-24T20:33:07.919180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:07.919244] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:07.919291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:07.919368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:07.978811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:07.979677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:07.979763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:07.979796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:08.102935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:08.103098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:08.103140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:08.103170] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:08.106518] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: DOWN (p=9.44%)
[2025-12-24T20:33:08.106811] [INFO ] [FORECASTER] Completed predict_future for THRM
[2025-12-24T20:33:08.106959] [INFO ] [sig       ] THRM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:08.251768] [INFO ] [LOCAL     ] Saved forecast: THRM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/THRM.txt
[2025-12-24T20:33:08.251924] [INFO ] [sig       ] [3120/3551] Completed THRM in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-24T20:33:08.251967] [INFO ] [sig       ] [3121/3551] Forecasting THRY...
[2025-12-24T20:33:08.251996] [INFO ] [sig       ] Generating forecast for: THRY
[2025-12-24T20:33:08.252024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2025-12-24T20:33:08.264382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2025-12-24T20:33:08.264783] [INFO ] [FORECASTER] Starting predict_future for THRY
[2025-12-24T20:33:08.265537] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2025-12-24T20:33:08.265607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:08.265641] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:08.265668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:08.265724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:08.326753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:08.327711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:08.327814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:08.327851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:08.455921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:08.456276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:08.456349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:08.456381] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:08.460024] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: UP (p=95.01%)
[2025-12-24T20:33:08.460489] [INFO ] [FORECASTER] Completed predict_future for THRY
[2025-12-24T20:33:08.460632] [INFO ] [sig       ] THRY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:08.606751] [INFO ] [LOCAL     ] Saved forecast: THRY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/THRY.txt
[2025-12-24T20:33:08.606920] [INFO ] [sig       ] [3121/3551] Completed THRY in 0.4s | 2.88 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-24T20:33:08.606962] [INFO ] [sig       ] [3122/3551] Forecasting THS...
[2025-12-24T20:33:08.606991] [INFO ] [sig       ] Generating forecast for: THS
[2025-12-24T20:33:08.607032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-12-24T20:33:08.620377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THS'.
[2025-12-24T20:33:08.620848] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-12-24T20:33:08.621731] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-12-24T20:33:08.621790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:08.621823] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:08.621851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:08.621920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:08.681652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:08.682358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:08.682439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:08.682472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:08.807051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:08.807209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:08.807249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:08.807276] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:08.810795] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-12-24T20:33:08.811069] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-12-24T20:33:08.811192] [INFO ] [sig       ] THS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:08.951683] [INFO ] [LOCAL     ] Saved forecast: THS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/THS.txt
[2025-12-24T20:33:08.951814] [INFO ] [sig       ] [3122/3551] Completed THS in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-24T20:33:08.951853] [INFO ] [sig       ] [3123/3551] Forecasting TIGO...
[2025-12-24T20:33:08.951882] [INFO ] [sig       ] Generating forecast for: TIGO
[2025-12-24T20:33:08.951912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2025-12-24T20:33:08.963496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2025-12-24T20:33:08.963810] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2025-12-24T20:33:08.964596] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2025-12-24T20:33:08.964648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:08.964679] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:08.964706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:08.964761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:09.023244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:09.023948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:09.024030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:09.024064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:09.148730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:09.148910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:09.148958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:09.149020] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:09.152732] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: UP (p=79.94%)
[2025-12-24T20:33:09.153034] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2025-12-24T20:33:09.153160] [INFO ] [sig       ] TIGO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:09.296134] [INFO ] [LOCAL     ] Saved forecast: TIGO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TIGO.txt
[2025-12-24T20:33:09.296268] [INFO ] [sig       ] [3123/3551] Completed TIGO in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-24T20:33:09.296307] [INFO ] [sig       ] [3124/3551] Forecasting TIL...
[2025-12-24T20:33:09.296336] [INFO ] [sig       ] Generating forecast for: TIL
[2025-12-24T20:33:09.296366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2025-12-24T20:33:09.307534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2025-12-24T20:33:09.307829] [INFO ] [FORECASTER] Starting predict_future for TIL
[2025-12-24T20:33:09.308609] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2025-12-24T20:33:09.308661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:09.308693] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:09.308720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:09.308776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:09.365628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:09.366318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:09.366401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:09.366435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:09.488013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:09.488166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:09.488207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:09.488234] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:09.491540] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: UP (p=53.05%)
[2025-12-24T20:33:09.491822] [INFO ] [FORECASTER] Completed predict_future for TIL
[2025-12-24T20:33:09.491976] [INFO ] [sig       ] TIL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:09.633781] [INFO ] [LOCAL     ] Saved forecast: TIL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TIL.txt
[2025-12-24T20:33:09.633911] [INFO ] [sig       ] [3124/3551] Completed TIL in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-24T20:33:09.633950] [INFO ] [sig       ] [3125/3551] Forecasting TILE...
[2025-12-24T20:33:09.633979] [INFO ] [sig       ] Generating forecast for: TILE
[2025-12-24T20:33:09.634008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2025-12-24T20:33:09.646488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2025-12-24T20:33:09.646791] [INFO ] [FORECASTER] Starting predict_future for TILE
[2025-12-24T20:33:09.647568] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2025-12-24T20:33:09.647649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:09.647692] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:09.647720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:09.647777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:09.708033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:09.708948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:09.709035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:09.709069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:09.832827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:09.832976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:09.833016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:09.833046] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:09.836306] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: DOWN (p=3.95%)
[2025-12-24T20:33:09.836570] [INFO ] [FORECASTER] Completed predict_future for TILE
[2025-12-24T20:33:09.836708] [INFO ] [sig       ] TILE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:09.979240] [INFO ] [LOCAL     ] Saved forecast: TILE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TILE.txt
[2025-12-24T20:33:09.979431] [INFO ] [sig       ] [3125/3551] Completed TILE in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-24T20:33:09.979478] [INFO ] [sig       ] [3126/3551] Forecasting TIMB...
[2025-12-24T20:33:09.979508] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-12-24T20:33:09.979540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-12-24T20:33:09.990755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2025-12-24T20:33:09.991040] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-12-24T20:33:09.991800] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-12-24T20:33:09.991851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:09.991882] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:09.991908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:09.991969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:10.048067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:10.048823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:10.048925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:10.048969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:10.166407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:10.166565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:10.166623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:10.166652] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:10.169952] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: DOWN (p=31.22%)
[2025-12-24T20:33:10.170213] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-12-24T20:33:10.170334] [INFO ] [sig       ] TIMB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:10.308737] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TIMB.txt
[2025-12-24T20:33:10.308891] [INFO ] [sig       ] [3126/3551] Completed TIMB in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-24T20:33:10.308932] [INFO ] [sig       ] [3127/3551] Forecasting TITN...
[2025-12-24T20:33:10.308961] [INFO ] [sig       ] Generating forecast for: TITN
[2025-12-24T20:33:10.308990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2025-12-24T20:33:10.320209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2025-12-24T20:33:10.320515] [INFO ] [FORECASTER] Starting predict_future for TITN
[2025-12-24T20:33:10.321276] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2025-12-24T20:33:10.321328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:10.321359] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:10.321386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:10.321441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:10.377403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:10.378240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:10.378324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:10.378356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:10.496742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:10.496892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:10.496931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:10.496960] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:10.500350] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: DOWN (p=12.35%)
[2025-12-24T20:33:10.500632] [INFO ] [FORECASTER] Completed predict_future for TITN
[2025-12-24T20:33:10.500752] [INFO ] [sig       ] TITN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:10.643955] [INFO ] [LOCAL     ] Saved forecast: TITN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TITN.txt
[2025-12-24T20:33:10.644116] [INFO ] [sig       ] [3127/3551] Completed TITN in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.5m
[2025-12-24T20:33:10.644158] [INFO ] [sig       ] [3128/3551] Forecasting TJX...
[2025-12-24T20:33:10.644187] [INFO ] [sig       ] Generating forecast for: TJX
[2025-12-24T20:33:10.644216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-12-24T20:33:10.655365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2025-12-24T20:33:10.655688] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-12-24T20:33:10.656468] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-12-24T20:33:10.656519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:10.656551] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:10.656596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:10.656655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:10.712154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:10.712995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:10.713114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:10.713148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:10.835959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:10.836110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:10.836149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:10.836178] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:10.839472] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=15.53%)
[2025-12-24T20:33:10.839757] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-12-24T20:33:10.839879] [INFO ] [sig       ] TJX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:10.985615] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TJX.txt
[2025-12-24T20:33:10.985763] [INFO ] [sig       ] [3128/3551] Completed TJX in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-24T20:33:10.985822] [INFO ] [sig       ] [3129/3551] Forecasting TK...
[2025-12-24T20:33:10.985863] [INFO ] [sig       ] Generating forecast for: TK
[2025-12-24T20:33:10.985894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-12-24T20:33:10.997136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2025-12-24T20:33:10.997504] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-12-24T20:33:10.998273] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-12-24T20:33:10.998325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:10.998357] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:10.998383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:10.998438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:11.056383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:11.057254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:11.057338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:11.057372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:11.182055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:11.182208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:11.182246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:11.182274] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:11.185625] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: DOWN (p=14.59%)
[2025-12-24T20:33:11.185939] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-12-24T20:33:11.186070] [INFO ] [sig       ] TK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:11.325606] [INFO ] [LOCAL     ] Saved forecast: TK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TK.txt
[2025-12-24T20:33:11.325730] [INFO ] [sig       ] [3129/3551] Completed TK in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-24T20:33:11.325769] [INFO ] [sig       ] [3130/3551] Forecasting TKC...
[2025-12-24T20:33:11.325799] [INFO ] [sig       ] Generating forecast for: TKC
[2025-12-24T20:33:11.325828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-12-24T20:33:11.336953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2025-12-24T20:33:11.337223] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-12-24T20:33:11.337990] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-12-24T20:33:11.338040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:11.338072] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:11.338099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:11.338154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:11.396790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:11.397739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:11.397874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:11.397908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:11.518876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:11.519051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:11.519093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:11.519121] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:11.522468] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=98.33%)
[2025-12-24T20:33:11.522754] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-12-24T20:33:11.522878] [INFO ] [sig       ] TKC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:11.666257] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TKC.txt
[2025-12-24T20:33:11.666408] [INFO ] [sig       ] [3130/3551] Completed TKC in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-24T20:33:11.666457] [INFO ] [sig       ] [3131/3551] Forecasting TKNO...
[2025-12-24T20:33:11.666488] [INFO ] [sig       ] Generating forecast for: TKNO
[2025-12-24T20:33:11.666518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2025-12-24T20:33:11.677434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2025-12-24T20:33:11.677717] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2025-12-24T20:33:11.678463] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2025-12-24T20:33:11.678514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:11.678545] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:11.678590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:11.678650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:11.736277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:11.737016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:11.737095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:11.737127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:11.855182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:11.855342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:11.855381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:11.855410] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:11.858807] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: UP (p=87.14%)
[2025-12-24T20:33:11.859102] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2025-12-24T20:33:11.859234] [INFO ] [sig       ] TKNO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:11.999184] [INFO ] [LOCAL     ] Saved forecast: TKNO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TKNO.txt
[2025-12-24T20:33:11.999336] [INFO ] [sig       ] [3131/3551] Completed TKNO in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-24T20:33:11.999377] [INFO ] [sig       ] [3132/3551] Forecasting TKO...
[2025-12-24T20:33:11.999406] [INFO ] [sig       ] Generating forecast for: TKO
[2025-12-24T20:33:11.999436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-12-24T20:33:12.011982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2025-12-24T20:33:12.012512] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-12-24T20:33:12.013480] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-12-24T20:33:12.013531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:12.013562] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:12.013614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:12.013671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:12.069878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:12.070547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:12.070645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:12.070679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:12.192438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:12.192617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:12.192657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:12.192703] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:12.196176] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-24T20:33:12.196440] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-12-24T20:33:12.196562] [INFO ] [sig       ] TKO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:12.336680] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TKO.txt
[2025-12-24T20:33:12.336815] [INFO ] [sig       ] [3132/3551] Completed TKO in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-24T20:33:12.336854] [INFO ] [sig       ] [3133/3551] Forecasting TLK...
[2025-12-24T20:33:12.336884] [INFO ] [sig       ] Generating forecast for: TLK
[2025-12-24T20:33:12.336914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-12-24T20:33:12.348919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2025-12-24T20:33:12.349322] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-12-24T20:33:12.350127] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-12-24T20:33:12.350179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:12.350210] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:12.350236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:12.350291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:12.407654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:12.408375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:12.408458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:12.408491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:12.535009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:12.535161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:12.535199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:12.535228] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:12.538555] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: DOWN (p=12.37%)
[2025-12-24T20:33:12.538834] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-12-24T20:33:12.538952] [INFO ] [sig       ] TLK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:12.682938] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TLK.txt
[2025-12-24T20:33:12.683095] [INFO ] [sig       ] [3133/3551] Completed TLK in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-24T20:33:12.683136] [INFO ] [sig       ] [3134/3551] Forecasting TLS...
[2025-12-24T20:33:12.683167] [INFO ] [sig       ] Generating forecast for: TLS
[2025-12-24T20:33:12.683197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2025-12-24T20:33:12.694104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2025-12-24T20:33:12.694398] [INFO ] [FORECASTER] Starting predict_future for TLS
[2025-12-24T20:33:12.695152] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2025-12-24T20:33:12.695203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:12.695235] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:12.695261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:12.695317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:12.753248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:12.753969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:12.754064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:12.754121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:12.873757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:12.873908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:12.873948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:12.873978] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:12.877423] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: UP (p=98.63%)
[2025-12-24T20:33:12.877714] [INFO ] [FORECASTER] Completed predict_future for TLS
[2025-12-24T20:33:12.877839] [INFO ] [sig       ] TLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:13.021762] [INFO ] [LOCAL     ] Saved forecast: TLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TLS.txt
[2025-12-24T20:33:13.021906] [INFO ] [sig       ] [3134/3551] Completed TLS in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-24T20:33:13.021961] [INFO ] [sig       ] [3135/3551] Forecasting TLSA...
[2025-12-24T20:33:13.022011] [INFO ] [sig       ] Generating forecast for: TLSA
[2025-12-24T20:33:13.022044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2025-12-24T20:33:13.033996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2025-12-24T20:33:13.034337] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2025-12-24T20:33:13.035106] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2025-12-24T20:33:13.035158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:13.035189] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:13.035216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:13.035272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:13.091662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:13.092385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:13.092468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:13.092502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:13.215062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:13.215221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:13.215260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:13.215292] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:13.218664] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: DOWN (p=46.85%)
[2025-12-24T20:33:13.218930] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2025-12-24T20:33:13.219055] [INFO ] [sig       ] TLSA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:13.361723] [INFO ] [LOCAL     ] Saved forecast: TLSA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TLSA.txt
[2025-12-24T20:33:13.361870] [INFO ] [sig       ] [3135/3551] Completed TLSA in 0.3s | 2.88 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-24T20:33:13.361931] [INFO ] [sig       ] [3136/3551] Forecasting TLSI...
[2025-12-24T20:33:13.361974] [INFO ] [sig       ] Generating forecast for: TLSI
[2025-12-24T20:33:13.362006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2025-12-24T20:33:13.374086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2025-12-24T20:33:13.374446] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2025-12-24T20:33:13.375377] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2025-12-24T20:33:13.375436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:13.375474] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:13.375506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:13.375612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:13.433162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:13.433988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:13.434085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:13.434127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:13.552842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:13.553008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:13.553048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:13.553079] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:13.556598] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: DOWN (p=5.37%)
[2025-12-24T20:33:13.556905] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2025-12-24T20:33:13.557040] [INFO ] [sig       ] TLSI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:13.712092] [INFO ] [LOCAL     ] Saved forecast: TLSI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TLSI.txt
[2025-12-24T20:33:13.712248] [INFO ] [sig       ] [3136/3551] Completed TLSI in 0.4s | 2.88 sym/s | Total: 18.1m | ETA: 2.4m
[2025-12-24T20:33:13.712290] [INFO ] [sig       ] [3137/3551] Forecasting TLYS...
[2025-12-24T20:33:13.712319] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-12-24T20:33:13.712349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-12-24T20:33:13.723614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2025-12-24T20:33:13.723966] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-12-24T20:33:13.724744] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-12-24T20:33:13.724795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:13.724853] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:13.724882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:13.724938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:13.783490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:13.784646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:13.784733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:13.784766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:13.905999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:13.906153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:13.906192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:13.906221] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:13.909875] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: UP (p=59.15%)
[2025-12-24T20:33:13.910177] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-12-24T20:33:13.910299] [INFO ] [sig       ] TLYS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:14.054181] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TLYS.txt
[2025-12-24T20:33:14.054527] [INFO ] [sig       ] [3137/3551] Completed TLYS in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.4m
[2025-12-24T20:33:14.054567] [INFO ] [sig       ] [3138/3551] Forecasting TM...
[2025-12-24T20:33:14.054619] [INFO ] [sig       ] Generating forecast for: TM
[2025-12-24T20:33:14.054648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-12-24T20:33:14.067548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2025-12-24T20:33:14.067921] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-12-24T20:33:14.068704] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-12-24T20:33:14.068768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:14.068800] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:14.068827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:14.068882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:14.126093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:14.127097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:14.127182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:14.127215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:14.252313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:14.252468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:14.252510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:14.252540] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:14.255943] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: UP (p=73.03%)
[2025-12-24T20:33:14.256252] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-12-24T20:33:14.256383] [INFO ] [sig       ] TM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:14.404723] [INFO ] [LOCAL     ] Saved forecast: TM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TM.txt
[2025-12-24T20:33:14.404885] [INFO ] [sig       ] [3138/3551] Completed TM in 0.4s | 2.88 sym/s | Total: 18.2m | ETA: 2.4m
[2025-12-24T20:33:14.404928] [INFO ] [sig       ] [3139/3551] Forecasting TMC...
[2025-12-24T20:33:14.404957] [INFO ] [sig       ] Generating forecast for: TMC
[2025-12-24T20:33:14.404987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2025-12-24T20:33:14.417829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2025-12-24T20:33:14.418239] [INFO ] [FORECASTER] Starting predict_future for TMC
[2025-12-24T20:33:14.419052] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2025-12-24T20:33:14.419105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:14.419137] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:14.419164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:14.419221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:14.481626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:14.482508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:14.482614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:14.482652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:14.600886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:14.601044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:14.601091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:14.601126] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:14.604822] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: DOWN (p=8.57%)
[2025-12-24T20:33:14.605086] [INFO ] [FORECASTER] Completed predict_future for TMC
[2025-12-24T20:33:14.605207] [INFO ] [sig       ] TMC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:14.743940] [INFO ] [LOCAL     ] Saved forecast: TMC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TMC.txt
[2025-12-24T20:33:14.744070] [INFO ] [sig       ] [3139/3551] Completed TMC in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.4m
[2025-12-24T20:33:14.744109] [INFO ] [sig       ] [3140/3551] Forecasting TMCI...
[2025-12-24T20:33:14.744137] [INFO ] [sig       ] Generating forecast for: TMCI
[2025-12-24T20:33:14.744167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2025-12-24T20:33:14.755937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2025-12-24T20:33:14.756286] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2025-12-24T20:33:14.757088] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2025-12-24T20:33:14.757141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:14.757174] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:14.757201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:14.757257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:14.812808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:14.813567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:14.813670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:14.813702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:14.934367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:14.934527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:14.934586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:14.934617] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:14.938101] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: DOWN (p=10.58%)
[2025-12-24T20:33:14.938383] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2025-12-24T20:33:14.938505] [INFO ] [sig       ] TMCI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:15.078473] [INFO ] [LOCAL     ] Saved forecast: TMCI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TMCI.txt
[2025-12-24T20:33:15.078653] [INFO ] [sig       ] [3140/3551] Completed TMCI in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.4m
[2025-12-24T20:33:15.078697] [INFO ] [sig       ] [3141/3551] Forecasting TMDX...
[2025-12-24T20:33:15.078726] [INFO ] [sig       ] Generating forecast for: TMDX
[2025-12-24T20:33:15.078755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2025-12-24T20:33:15.090818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2025-12-24T20:33:15.091251] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2025-12-24T20:33:15.092057] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2025-12-24T20:33:15.092115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:15.092149] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:15.092178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:15.092237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:15.152793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:15.153789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:15.153873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:15.153908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:15.272870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:15.273022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:15.273061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:15.273096] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:15.276448] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: DOWN (p=20.27%)
[2025-12-24T20:33:15.276729] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2025-12-24T20:33:15.276850] [INFO ] [sig       ] TMDX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:15.418318] [INFO ] [LOCAL     ] Saved forecast: TMDX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TMDX.txt
[2025-12-24T20:33:15.418449] [INFO ] [sig       ] [3141/3551] Completed TMDX in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.4m
[2025-12-24T20:33:15.418490] [INFO ] [sig       ] [3142/3551] Forecasting TME...
[2025-12-24T20:33:15.418520] [INFO ] [sig       ] Generating forecast for: TME
[2025-12-24T20:33:15.418550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-12-24T20:33:15.430303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2025-12-24T20:33:15.430646] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-12-24T20:33:15.431431] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-12-24T20:33:15.431483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:15.431515] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:15.431541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:15.431615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:15.488258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:15.489209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:15.489339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:15.489380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:15.608861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:15.609011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:15.609051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:15.609081] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:15.612404] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: DOWN (p=14.66%)
[2025-12-24T20:33:15.612688] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-12-24T20:33:15.612807] [INFO ] [sig       ] TME: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:15.763720] [INFO ] [LOCAL     ] Saved forecast: TME	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TME.txt
[2025-12-24T20:33:15.763863] [INFO ] [sig       ] [3142/3551] Completed TME in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.4m
[2025-12-24T20:33:15.763902] [INFO ] [sig       ] [3143/3551] Forecasting TMHC...
[2025-12-24T20:33:15.763932] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-12-24T20:33:15.763961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-12-24T20:33:15.775197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2025-12-24T20:33:15.775459] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-12-24T20:33:15.776201] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-12-24T20:33:15.776252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:15.776283] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:15.776310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:15.776365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:15.831657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:15.832410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:15.832491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:15.832525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:15.946542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:15.946706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:15.946746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:15.946774] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:15.950074] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: DOWN (p=44.16%)
[2025-12-24T20:33:15.950364] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-12-24T20:33:15.950482] [INFO ] [sig       ] TMHC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:16.141546] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TMHC.txt
[2025-12-24T20:33:16.141706] [INFO ] [sig       ] [3143/3551] Completed TMHC in 0.4s | 2.88 sym/s | Total: 18.2m | ETA: 2.4m
[2025-12-24T20:33:16.141747] [INFO ] [sig       ] [3144/3551] Forecasting TMUS...
[2025-12-24T20:33:16.141776] [INFO ] [sig       ] Generating forecast for: TMUS
[2025-12-24T20:33:16.141806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2025-12-24T20:33:16.153168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2025-12-24T20:33:16.153449] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2025-12-24T20:33:16.154210] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2025-12-24T20:33:16.154261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:16.154293] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:16.154320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:16.154379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:16.210229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:16.210892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:16.210971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:16.211003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:16.335978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:16.336129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:16.336168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:16.336197] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:16.339505] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: UP (p=59.33%)
[2025-12-24T20:33:16.339789] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2025-12-24T20:33:16.339911] [INFO ] [sig       ] TMUS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:16.480358] [INFO ] [LOCAL     ] Saved forecast: TMUS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TMUS.txt
[2025-12-24T20:33:16.480503] [INFO ] [sig       ] [3144/3551] Completed TMUS in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.4m
[2025-12-24T20:33:16.480544] [INFO ] [sig       ] [3145/3551] Forecasting TNC...
[2025-12-24T20:33:16.480592] [INFO ] [sig       ] Generating forecast for: TNC
[2025-12-24T20:33:16.480625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-12-24T20:33:16.492868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2025-12-24T20:33:16.493243] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-12-24T20:33:16.494226] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-12-24T20:33:16.494294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:16.494338] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:16.494375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:16.494457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:16.555200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:16.555928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:16.556008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:16.556041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:16.677383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:16.677606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:16.677657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:16.677688] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:16.681517] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=32.84%)
[2025-12-24T20:33:16.681844] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-12-24T20:33:16.681988] [INFO ] [sig       ] TNC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:16.826445] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TNC.txt
[2025-12-24T20:33:16.826594] [INFO ] [sig       ] [3145/3551] Completed TNC in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-24T20:33:16.826634] [INFO ] [sig       ] [3146/3551] Forecasting TNDM...
[2025-12-24T20:33:16.826664] [INFO ] [sig       ] Generating forecast for: TNDM
[2025-12-24T20:33:16.826694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2025-12-24T20:33:16.838570] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2025-12-24T20:33:16.838889] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2025-12-24T20:33:16.839749] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2025-12-24T20:33:16.839801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:16.839836] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:16.839864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:16.839920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:16.897773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:16.898741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:16.898832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:16.898866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:17.023857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:17.024012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:17.024052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:17.024080] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:17.027409] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: UP (p=96.07%)
[2025-12-24T20:33:17.027693] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2025-12-24T20:33:17.027815] [INFO ] [sig       ] TNDM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:17.167264] [INFO ] [LOCAL     ] Saved forecast: TNDM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TNDM.txt
[2025-12-24T20:33:17.167410] [INFO ] [sig       ] [3146/3551] Completed TNDM in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-24T20:33:17.167451] [INFO ] [sig       ] [3147/3551] Forecasting TNGX...
[2025-12-24T20:33:17.167480] [INFO ] [sig       ] Generating forecast for: TNGX
[2025-12-24T20:33:17.167510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2025-12-24T20:33:17.179938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2025-12-24T20:33:17.180294] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2025-12-24T20:33:17.181080] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2025-12-24T20:33:17.181133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:17.181166] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:17.181194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:17.181250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:17.237222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:17.237923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:17.238029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:17.238067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:17.361186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:17.361372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:17.361413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:17.361442] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:17.365036] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: DOWN (p=4.36%)
[2025-12-24T20:33:17.365314] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2025-12-24T20:33:17.365440] [INFO ] [sig       ] TNGX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:17.505827] [INFO ] [LOCAL     ] Saved forecast: TNGX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TNGX.txt
[2025-12-24T20:33:17.505961] [INFO ] [sig       ] [3147/3551] Completed TNGX in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-24T20:33:17.505998] [INFO ] [sig       ] [3148/3551] Forecasting TNK...
[2025-12-24T20:33:17.506029] [INFO ] [sig       ] Generating forecast for: TNK
[2025-12-24T20:33:17.506058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-12-24T20:33:17.518774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2025-12-24T20:33:17.519189] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-12-24T20:33:17.520310] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-12-24T20:33:17.520368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:17.520401] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:17.520431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:17.520489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:17.579374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:17.580320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:17.580410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:17.580446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:17.709106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:17.709304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:17.709540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:17.709589] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:17.713107] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=30.80%)
[2025-12-24T20:33:17.713417] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-12-24T20:33:17.713551] [INFO ] [sig       ] TNK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:17.865231] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TNK.txt
[2025-12-24T20:33:17.865401] [INFO ] [sig       ] [3148/3551] Completed TNK in 0.4s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-24T20:33:17.865444] [INFO ] [sig       ] [3149/3551] Forecasting TNL...
[2025-12-24T20:33:17.865476] [INFO ] [sig       ] Generating forecast for: TNL
[2025-12-24T20:33:17.865508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-12-24T20:33:17.878288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2025-12-24T20:33:17.878748] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-12-24T20:33:17.879870] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-12-24T20:33:17.879927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:17.879981] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:17.880023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:17.880104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:17.943087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:17.943999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:17.944114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:17.944149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:18.082711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:18.082890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:18.082933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:18.082965] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:18.086681] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: DOWN (p=26.35%)
[2025-12-24T20:33:18.087026] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-12-24T20:33:18.087170] [INFO ] [sig       ] TNL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:18.246391] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TNL.txt
[2025-12-24T20:33:18.246543] [INFO ] [sig       ] [3149/3551] Completed TNL in 0.4s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-24T20:33:18.246602] [INFO ] [sig       ] [3150/3551] Forecasting TNON...
[2025-12-24T20:33:18.246635] [INFO ] [sig       ] Generating forecast for: TNON
[2025-12-24T20:33:18.246668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'.
[2025-12-24T20:33:18.258751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNON'.
[2025-12-24T20:33:18.259141] [INFO ] [FORECASTER] Starting predict_future for TNON
[2025-12-24T20:33:18.259981] [DEBUG] [LOCAL     ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt
[2025-12-24T20:33:18.260036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:18.260071] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:18.260104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:18.260173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:18.319891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:18.320757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:18.320848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:18.320883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:18.449497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:18.449672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:18.449712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:18.449740] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:18.453133] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: UP (p=93.60%)
[2025-12-24T20:33:18.453423] [INFO ] [FORECASTER] Completed predict_future for TNON
[2025-12-24T20:33:18.453554] [INFO ] [sig       ] TNON: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:18.600996] [INFO ] [LOCAL     ] Saved forecast: TNON	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TNON.txt
[2025-12-24T20:33:18.601185] [INFO ] [sig       ] [3150/3551] Completed TNON in 0.4s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-24T20:33:18.601227] [INFO ] [sig       ] [3151/3551] Forecasting TNXP...
[2025-12-24T20:33:18.601258] [INFO ] [sig       ] Generating forecast for: TNXP
[2025-12-24T20:33:18.601288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2025-12-24T20:33:18.616523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2025-12-24T20:33:18.617065] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2025-12-24T20:33:18.617911] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2025-12-24T20:33:18.617965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:18.617997] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:18.618024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:18.618081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:18.675929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:18.676890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:18.676976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:18.677011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:18.801256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:18.801414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:18.801456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:18.801487] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:18.804999] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: UP (p=98.99%)
[2025-12-24T20:33:18.805313] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2025-12-24T20:33:18.805447] [INFO ] [sig       ] TNXP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:18.954228] [INFO ] [LOCAL     ] Saved forecast: TNXP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TNXP.txt
[2025-12-24T20:33:18.954387] [INFO ] [sig       ] [3151/3551] Completed TNXP in 0.4s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-24T20:33:18.954427] [INFO ] [sig       ] [3152/3551] Forecasting TOI...
[2025-12-24T20:33:18.954457] [INFO ] [sig       ] Generating forecast for: TOI
[2025-12-24T20:33:18.954487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2025-12-24T20:33:18.967089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2025-12-24T20:33:18.967466] [INFO ] [FORECASTER] Starting predict_future for TOI
[2025-12-24T20:33:18.968289] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2025-12-24T20:33:18.968341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:18.968585] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:18.968617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:18.968675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:19.028323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:19.029069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:19.029153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:19.029187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:19.154010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:19.154157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:19.154198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:19.154228] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:19.157727] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: DOWN (p=13.28%)
[2025-12-24T20:33:19.158010] [INFO ] [FORECASTER] Completed predict_future for TOI
[2025-12-24T20:33:19.158141] [INFO ] [sig       ] TOI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:19.308191] [INFO ] [LOCAL     ] Saved forecast: TOI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TOI.txt
[2025-12-24T20:33:19.308347] [INFO ] [sig       ] [3152/3551] Completed TOI in 0.4s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-24T20:33:19.308394] [INFO ] [sig       ] [3153/3551] Forecasting TOL...
[2025-12-24T20:33:19.308425] [INFO ] [sig       ] Generating forecast for: TOL
[2025-12-24T20:33:19.308454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-12-24T20:33:19.320306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2025-12-24T20:33:19.320639] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-12-24T20:33:19.321562] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-12-24T20:33:19.321632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:19.321664] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:19.321691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:19.321748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:19.381400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:19.382106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:19.382203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:19.382244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:19.501457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:19.501622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:19.501663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:19.501694] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:19.505320] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: DOWN (p=2.11%)
[2025-12-24T20:33:19.505614] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-12-24T20:33:19.505742] [INFO ] [sig       ] TOL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:19.650792] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TOL.txt
[2025-12-24T20:33:19.650950] [INFO ] [sig       ] [3153/3551] Completed TOL in 0.3s | 2.88 sym/s | Total: 18.2m | ETA: 2.3m
[2025-12-24T20:33:19.650989] [INFO ] [sig       ] [3154/3551] Forecasting TORO...
[2025-12-24T20:33:19.651018] [INFO ] [sig       ] Generating forecast for: TORO
[2025-12-24T20:33:19.651049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2025-12-24T20:33:19.663242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2025-12-24T20:33:19.663850] [INFO ] [FORECASTER] Starting predict_future for TORO
[2025-12-24T20:33:19.664687] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2025-12-24T20:33:19.664742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:19.664802] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:19.664831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:19.664890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:19.725200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:19.726090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:19.726178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:19.726210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:19.846907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:19.847059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:19.847098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:19.847126] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:19.850478] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2025-12-24T20:33:19.850764] [INFO ] [FORECASTER] Completed predict_future for TORO
[2025-12-24T20:33:19.850904] [INFO ] [sig       ] TORO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:19.989685] [INFO ] [LOCAL     ] Saved forecast: TORO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TORO.txt
[2025-12-24T20:33:19.989801] [INFO ] [sig       ] [3154/3551] Completed TORO in 0.3s | 2.88 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-24T20:33:19.989840] [INFO ] [sig       ] [3155/3551] Forecasting TOWN...
[2025-12-24T20:33:19.989869] [INFO ] [sig       ] Generating forecast for: TOWN
[2025-12-24T20:33:19.989900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2025-12-24T20:33:20.000794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2025-12-24T20:33:20.001146] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2025-12-24T20:33:20.002034] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2025-12-24T20:33:20.002089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:20.002122] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:20.002150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:20.002211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:20.059116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:20.060068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:20.060151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:20.060183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:20.181690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:20.181837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:20.181875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:20.181903] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:20.185184] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: UP (p=75.36%)
[2025-12-24T20:33:20.185456] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2025-12-24T20:33:20.185593] [INFO ] [sig       ] TOWN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:20.324999] [INFO ] [LOCAL     ] Saved forecast: TOWN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TOWN.txt
[2025-12-24T20:33:20.325129] [INFO ] [sig       ] [3155/3551] Completed TOWN in 0.3s | 2.88 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-24T20:33:20.325168] [INFO ] [sig       ] [3156/3551] Forecasting TOYO...
[2025-12-24T20:33:20.325202] [INFO ] [sig       ] Generating forecast for: TOYO
[2025-12-24T20:33:20.325232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2025-12-24T20:33:20.335505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2025-12-24T20:33:20.335852] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2025-12-24T20:33:20.336678] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2025-12-24T20:33:20.336732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:20.336766] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:20.336794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:20.336852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:20.394387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:20.395095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:20.395176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:20.395210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:20.504733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:20.504873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:20.504932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:20.504962] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:20.508288] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: DOWN (p=21.32%)
[2025-12-24T20:33:20.508548] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2025-12-24T20:33:20.508688] [INFO ] [sig       ] TOYO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:20.650833] [INFO ] [LOCAL     ] Saved forecast: TOYO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TOYO.txt
[2025-12-24T20:33:20.651002] [INFO ] [sig       ] [3156/3551] Completed TOYO in 0.3s | 2.88 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-24T20:33:20.651042] [INFO ] [sig       ] [3157/3551] Forecasting TPB...
[2025-12-24T20:33:20.651072] [INFO ] [sig       ] Generating forecast for: TPB
[2025-12-24T20:33:20.651103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-12-24T20:33:20.662726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2025-12-24T20:33:20.663052] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-12-24T20:33:20.663825] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-12-24T20:33:20.663877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:20.663909] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:20.663935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:20.663995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:20.719634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:20.720249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:20.720345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:20.720382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:20.845217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:20.845363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:20.845404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:20.845464] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:20.849020] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=35.46%)
[2025-12-24T20:33:20.849310] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-12-24T20:33:20.849489] [INFO ] [sig       ] TPB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:20.995538] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TPB.txt
[2025-12-24T20:33:20.995676] [INFO ] [sig       ] [3157/3551] Completed TPB in 0.3s | 2.88 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-24T20:33:20.995717] [INFO ] [sig       ] [3158/3551] Forecasting TPC...
[2025-12-24T20:33:20.995746] [INFO ] [sig       ] Generating forecast for: TPC
[2025-12-24T20:33:20.995776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-12-24T20:33:21.006874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2025-12-24T20:33:21.007159] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-12-24T20:33:21.007932] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-12-24T20:33:21.007984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:21.008015] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:21.008042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:21.008097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:21.068030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:21.068753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:21.068849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:21.068884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:21.191505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:21.191653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:21.191695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:21.191724] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:21.195180] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-12-24T20:33:21.195447] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-12-24T20:33:21.195567] [INFO ] [sig       ] TPC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:21.338766] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TPC.txt
[2025-12-24T20:33:21.338910] [INFO ] [sig       ] [3158/3551] Completed TPC in 0.3s | 2.88 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-24T20:33:21.338950] [INFO ] [sig       ] [3159/3551] Forecasting TPG...
[2025-12-24T20:33:21.338980] [INFO ] [sig       ] Generating forecast for: TPG
[2025-12-24T20:33:21.339010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2025-12-24T20:33:21.350324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2025-12-24T20:33:21.350658] [INFO ] [FORECASTER] Starting predict_future for TPG
[2025-12-24T20:33:21.351408] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2025-12-24T20:33:21.351459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:21.351490] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:21.351516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:21.351591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:21.408316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:21.408957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:21.409035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:21.409067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:21.526313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:21.526454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:21.526493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:21.526523] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:21.529891] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2025-12-24T20:33:21.530156] [INFO ] [FORECASTER] Completed predict_future for TPG
[2025-12-24T20:33:21.530278] [INFO ] [sig       ] TPG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:21.671302] [INFO ] [LOCAL     ] Saved forecast: TPG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TPG.txt
[2025-12-24T20:33:21.671435] [INFO ] [sig       ] [3159/3551] Completed TPG in 0.3s | 2.88 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-24T20:33:21.671474] [INFO ] [sig       ] [3160/3551] Forecasting TPGXL...
[2025-12-24T20:33:21.671503] [INFO ] [sig       ] Generating forecast for: TPGXL
[2025-12-24T20:33:21.671534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2025-12-24T20:33:21.683132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2025-12-24T20:33:21.683685] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2025-12-24T20:33:21.684477] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2025-12-24T20:33:21.684530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:21.684591] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:21.684624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:21.684682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:21.744772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:21.745652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:21.745740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:21.745773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:21.859658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:21.859816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:21.859856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:21.859884] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:21.863552] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: UP (p=72.32%)
[2025-12-24T20:33:21.863866] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2025-12-24T20:33:21.863999] [INFO ] [sig       ] TPGXL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:22.011554] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TPGXL.txt
[2025-12-24T20:33:22.011759] [INFO ] [sig       ] [3160/3551] Completed TPGXL in 0.3s | 2.88 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-24T20:33:22.011802] [INFO ] [sig       ] [3161/3551] Forecasting TPH...
[2025-12-24T20:33:22.011832] [INFO ] [sig       ] Generating forecast for: TPH
[2025-12-24T20:33:22.011861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-12-24T20:33:22.024416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2025-12-24T20:33:22.024891] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-12-24T20:33:22.026014] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-12-24T20:33:22.026082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:22.026119] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:22.026151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:22.026221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:22.114609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:22.115702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:22.115804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:22.115837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:22.257758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:22.257951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:22.258003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:22.258040] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:22.262910] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: DOWN (p=31.86%)
[2025-12-24T20:33:22.263372] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-12-24T20:33:22.263563] [INFO ] [sig       ] TPH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:22.454707] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TPH.txt
[2025-12-24T20:33:22.454873] [INFO ] [sig       ] [3161/3551] Completed TPH in 0.4s | 2.88 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-24T20:33:22.454913] [INFO ] [sig       ] [3162/3551] Forecasting TPL...
[2025-12-24T20:33:22.454944] [INFO ] [sig       ] Generating forecast for: TPL
[2025-12-24T20:33:22.454974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-12-24T20:33:22.469690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2025-12-24T20:33:22.471568] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-12-24T20:33:22.473198] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-12-24T20:33:22.473273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:22.473318] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:22.473354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:22.473436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:22.546109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:22.547121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:22.547219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:22.547255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:22.696941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:22.697107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:22.697150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:22.697180] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:22.701105] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=96.18%)
[2025-12-24T20:33:22.701459] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-12-24T20:33:22.701627] [INFO ] [sig       ] TPL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:22.871332] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TPL.txt
[2025-12-24T20:33:22.871544] [INFO ] [sig       ] [3162/3551] Completed TPL in 0.4s | 2.88 sym/s | Total: 18.3m | ETA: 2.3m
[2025-12-24T20:33:22.871635] [INFO ] [sig       ] [3163/3551] Forecasting TPVG...
[2025-12-24T20:33:22.871688] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-12-24T20:33:22.871739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-12-24T20:33:22.887083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2025-12-24T20:33:22.887550] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-12-24T20:33:22.888563] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-12-24T20:33:22.888646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:22.888687] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:22.888721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:22.888800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:22.970826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:22.971799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:22.971902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:22.971935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:23.126456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:23.126626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:23.126669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:23.126697] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:23.130155] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: DOWN (p=9.95%)
[2025-12-24T20:33:23.130438] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-12-24T20:33:23.130565] [INFO ] [sig       ] TPVG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:23.272038] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TPVG.txt
[2025-12-24T20:33:23.272193] [INFO ] [sig       ] [3163/3551] Completed TPVG in 0.4s | 2.88 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-24T20:33:23.272232] [INFO ] [sig       ] [3164/3551] Forecasting TPYP...
[2025-12-24T20:33:23.272269] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-12-24T20:33:23.272300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-12-24T20:33:23.284127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2025-12-24T20:33:23.284618] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-12-24T20:33:23.285375] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-12-24T20:33:23.285635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:23.285670] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:23.285698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:23.285754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:23.342816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:23.343485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:23.343608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:23.343646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:23.457902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:23.458050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:23.458090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:23.458119] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:23.461594] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: DOWN (p=19.42%)
[2025-12-24T20:33:23.461873] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-12-24T20:33:23.461997] [INFO ] [sig       ] TPYP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:23.601601] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TPYP.txt
[2025-12-24T20:33:23.601734] [INFO ] [sig       ] [3164/3551] Completed TPYP in 0.3s | 2.88 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-24T20:33:23.601775] [INFO ] [sig       ] [3165/3551] Forecasting TPZ...
[2025-12-24T20:33:23.601804] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-12-24T20:33:23.601834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-12-24T20:33:23.612950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2025-12-24T20:33:23.613246] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-12-24T20:33:23.614005] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-12-24T20:33:23.614056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:23.614088] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:23.614115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:23.614172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:23.672004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:23.672820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:23.672903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:23.672938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:23.785318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:23.785489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:23.785530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:23.785559] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:23.789412] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: DOWN (p=8.45%)
[2025-12-24T20:33:23.789710] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-12-24T20:33:23.789847] [INFO ] [sig       ] TPZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:23.930757] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TPZ.txt
[2025-12-24T20:33:23.930883] [INFO ] [sig       ] [3165/3551] Completed TPZ in 0.3s | 2.88 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-24T20:33:23.930923] [INFO ] [sig       ] [3166/3551] Forecasting TQQQ...
[2025-12-24T20:33:23.930952] [INFO ] [sig       ] Generating forecast for: TQQQ
[2025-12-24T20:33:23.930980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2025-12-24T20:33:23.943338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2025-12-24T20:33:23.943888] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2025-12-24T20:33:23.944813] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2025-12-24T20:33:23.944878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:23.944927] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:23.944968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:23.945031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:24.003880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:24.004743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:24.004832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:24.004865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:24.138255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:24.138409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:24.138647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:24.138677] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:24.142447] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: UP (p=51.98%)
[2025-12-24T20:33:24.142810] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2025-12-24T20:33:24.142963] [INFO ] [sig       ] TQQQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:24.294155] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TQQQ.txt
[2025-12-24T20:33:24.294320] [INFO ] [sig       ] [3166/3551] Completed TQQQ in 0.4s | 2.88 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-24T20:33:24.294377] [INFO ] [sig       ] [3167/3551] Forecasting TRC...
[2025-12-24T20:33:24.294417] [INFO ] [sig       ] Generating forecast for: TRC
[2025-12-24T20:33:24.294464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-12-24T20:33:24.307435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2025-12-24T20:33:24.307815] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-12-24T20:33:24.308684] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-12-24T20:33:24.308740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:24.308779] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:24.308820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:24.308905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:24.370265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:24.371173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:24.371267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:24.371300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:24.498638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:24.498788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:24.498828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:24.498876] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:24.502606] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: UP (p=80.88%)
[2025-12-24T20:33:24.502900] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-12-24T20:33:24.503030] [INFO ] [sig       ] TRC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:24.656696] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TRC.txt
[2025-12-24T20:33:24.656892] [INFO ] [sig       ] [3167/3551] Completed TRC in 0.4s | 2.88 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-24T20:33:24.656947] [INFO ] [sig       ] [3168/3551] Forecasting TRDA...
[2025-12-24T20:33:24.656979] [INFO ] [sig       ] Generating forecast for: TRDA
[2025-12-24T20:33:24.657011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2025-12-24T20:33:24.668731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2025-12-24T20:33:24.669068] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2025-12-24T20:33:24.670112] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2025-12-24T20:33:24.670165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:24.670198] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:24.670226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:24.670294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:24.736986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:24.738101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:24.738195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:24.738234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:24.874827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:24.874983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:24.875023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:24.875052] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:24.879448] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: UP (p=85.88%)
[2025-12-24T20:33:24.879819] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2025-12-24T20:33:24.879975] [INFO ] [sig       ] TRDA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:25.038710] [INFO ] [LOCAL     ] Saved forecast: TRDA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TRDA.txt
[2025-12-24T20:33:25.038867] [INFO ] [sig       ] [3168/3551] Completed TRDA in 0.4s | 2.88 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-24T20:33:25.038910] [INFO ] [sig       ] [3169/3551] Forecasting TREE...
[2025-12-24T20:33:25.038939] [INFO ] [sig       ] Generating forecast for: TREE
[2025-12-24T20:33:25.038969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2025-12-24T20:33:25.051455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2025-12-24T20:33:25.051869] [INFO ] [FORECASTER] Starting predict_future for TREE
[2025-12-24T20:33:25.052814] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2025-12-24T20:33:25.052875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:25.052914] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:25.052945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:25.053018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:25.115718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:25.116650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:25.116739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:25.116773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:25.260618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:25.260774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:25.260814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:25.260843] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:25.265313] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: UP (p=89.92%)
[2025-12-24T20:33:25.265726] [INFO ] [FORECASTER] Completed predict_future for TREE
[2025-12-24T20:33:25.265903] [INFO ] [sig       ] TREE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:25.441283] [INFO ] [LOCAL     ] Saved forecast: TREE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TREE.txt
[2025-12-24T20:33:25.441438] [INFO ] [sig       ] [3169/3551] Completed TREE in 0.4s | 2.88 sym/s | Total: 18.3m | ETA: 2.2m
[2025-12-24T20:33:25.441480] [INFO ] [sig       ] [3170/3551] Forecasting TREX...
[2025-12-24T20:33:25.441509] [INFO ] [sig       ] Generating forecast for: TREX
[2025-12-24T20:33:25.441539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-12-24T20:33:25.453049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2025-12-24T20:33:25.453428] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-12-24T20:33:25.454220] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-12-24T20:33:25.454274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:25.454306] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:25.454333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:25.454390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:25.511128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:25.511964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:25.512045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:25.512078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:25.638099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:25.638253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:25.638292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:25.638322] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:25.641739] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-12-24T20:33:25.642008] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-12-24T20:33:25.642128] [INFO ] [sig       ] TREX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:25.781698] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TREX.txt
[2025-12-24T20:33:25.781832] [INFO ] [sig       ] [3170/3551] Completed TREX in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-24T20:33:25.781869] [INFO ] [sig       ] [3171/3551] Forecasting TRGP...
[2025-12-24T20:33:25.781900] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-12-24T20:33:25.781930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-12-24T20:33:25.793755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2025-12-24T20:33:25.794101] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-12-24T20:33:25.794953] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-12-24T20:33:25.795008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:25.795066] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:25.795100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:25.795205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:25.856611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:25.857382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:25.857464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:25.857496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:25.982518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:25.982685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:25.982725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:25.982768] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:25.986420] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: DOWN (p=26.17%)
[2025-12-24T20:33:25.986743] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-12-24T20:33:25.986872] [INFO ] [sig       ] TRGP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:26.145701] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TRGP.txt
[2025-12-24T20:33:26.145848] [INFO ] [sig       ] [3171/3551] Completed TRGP in 0.4s | 2.88 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-24T20:33:26.145889] [INFO ] [sig       ] [3172/3551] Forecasting TRI...
[2025-12-24T20:33:26.145920] [INFO ] [sig       ] Generating forecast for: TRI
[2025-12-24T20:33:26.145964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2025-12-24T20:33:26.157977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2025-12-24T20:33:26.158301] [INFO ] [FORECASTER] Starting predict_future for TRI
[2025-12-24T20:33:26.159167] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2025-12-24T20:33:26.159232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:26.159299] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:26.159331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:26.159389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:26.224353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:26.225210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:26.225309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:26.225359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:26.350259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:26.350431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:26.350471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:26.350498] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:26.353870] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: UP (p=53.40%)
[2025-12-24T20:33:26.354134] [INFO ] [FORECASTER] Completed predict_future for TRI
[2025-12-24T20:33:26.354253] [INFO ] [sig       ] TRI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:26.512374] [INFO ] [LOCAL     ] Saved forecast: TRI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TRI.txt
[2025-12-24T20:33:26.512588] [INFO ] [sig       ] [3172/3551] Completed TRI in 0.4s | 2.88 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-24T20:33:26.512653] [INFO ] [sig       ] [3173/3551] Forecasting TRIN...
[2025-12-24T20:33:26.512698] [INFO ] [sig       ] Generating forecast for: TRIN
[2025-12-24T20:33:26.512736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2025-12-24T20:33:26.527216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2025-12-24T20:33:26.527612] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2025-12-24T20:33:26.528502] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2025-12-24T20:33:26.528570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:26.528625] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:26.528658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:26.528743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:26.594160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:26.595085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:26.595173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:26.595207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:26.731191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:26.731342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:26.731383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:26.731411] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:26.735199] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: UP (p=61.24%)
[2025-12-24T20:33:26.735549] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2025-12-24T20:33:26.735716] [INFO ] [sig       ] TRIN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:26.890554] [INFO ] [LOCAL     ] Saved forecast: TRIN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TRIN.txt
[2025-12-24T20:33:26.890718] [INFO ] [sig       ] [3173/3551] Completed TRIN in 0.4s | 2.88 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-24T20:33:26.890760] [INFO ] [sig       ] [3174/3551] Forecasting TRIP...
[2025-12-24T20:33:26.890790] [INFO ] [sig       ] Generating forecast for: TRIP
[2025-12-24T20:33:26.890820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2025-12-24T20:33:26.904163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2025-12-24T20:33:26.904546] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2025-12-24T20:33:26.905440] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2025-12-24T20:33:26.905495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:26.905528] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:26.905557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:26.905654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:26.970864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:26.971727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:26.971821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:26.971856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:27.097637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:27.097793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:27.097834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:27.097897] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:27.101418] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: UP (p=95.08%)
[2025-12-24T20:33:27.101727] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2025-12-24T20:33:27.101852] [INFO ] [sig       ] TRIP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:27.241530] [INFO ] [LOCAL     ] Saved forecast: TRIP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TRIP.txt
[2025-12-24T20:33:27.241687] [INFO ] [sig       ] [3174/3551] Completed TRIP in 0.4s | 2.88 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-24T20:33:27.241729] [INFO ] [sig       ] [3175/3551] Forecasting TRMB...
[2025-12-24T20:33:27.241760] [INFO ] [sig       ] Generating forecast for: TRMB
[2025-12-24T20:33:27.241790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2025-12-24T20:33:27.253465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2025-12-24T20:33:27.253817] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2025-12-24T20:33:27.254718] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2025-12-24T20:33:27.254773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:27.254807] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:27.254837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:27.254917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:27.321009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:27.321932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:27.322029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:27.322066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:27.456294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:27.456468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:27.456526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:27.456567] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:27.460423] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: UP (p=77.26%)
[2025-12-24T20:33:27.460762] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2025-12-24T20:33:27.460896] [INFO ] [sig       ] TRMB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:27.609790] [INFO ] [LOCAL     ] Saved forecast: TRMB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TRMB.txt
[2025-12-24T20:33:27.609931] [INFO ] [sig       ] [3175/3551] Completed TRMB in 0.4s | 2.88 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-24T20:33:27.609970] [INFO ] [sig       ] [3176/3551] Forecasting TRMD...
[2025-12-24T20:33:27.609998] [INFO ] [sig       ] Generating forecast for: TRMD
[2025-12-24T20:33:27.610028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2025-12-24T20:33:27.621211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2025-12-24T20:33:27.621529] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2025-12-24T20:33:27.622303] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2025-12-24T20:33:27.622356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:27.622387] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:27.622413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:27.622470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:27.678784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:27.679631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:27.679717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:27.679749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:27.807065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:27.807232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:27.807279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:27.807309] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:27.811104] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: DOWN (p=33.89%)
[2025-12-24T20:33:27.811437] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2025-12-24T20:33:27.811591] [INFO ] [sig       ] TRMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:27.956493] [INFO ] [LOCAL     ] Saved forecast: TRMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TRMD.txt
[2025-12-24T20:33:27.956695] [INFO ] [sig       ] [3176/3551] Completed TRMD in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-24T20:33:27.956741] [INFO ] [sig       ] [3177/3551] Forecasting TRMK...
[2025-12-24T20:33:27.956776] [INFO ] [sig       ] Generating forecast for: TRMK
[2025-12-24T20:33:27.956820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2025-12-24T20:33:27.968149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2025-12-24T20:33:27.968535] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2025-12-24T20:33:27.969373] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2025-12-24T20:33:27.969428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:27.969459] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:27.969484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:27.969541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:28.026705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:28.027559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:28.027667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:28.027702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:28.141855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:28.142011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:28.142052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:28.142081] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:28.145522] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2025-12-24T20:33:28.145825] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2025-12-24T20:33:28.145954] [INFO ] [sig       ] TRMK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:28.291328] [INFO ] [LOCAL     ] Saved forecast: TRMK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TRMK.txt
[2025-12-24T20:33:28.291485] [INFO ] [sig       ] [3177/3551] Completed TRMK in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-24T20:33:28.291525] [INFO ] [sig       ] [3178/3551] Forecasting TRN...
[2025-12-24T20:33:28.291556] [INFO ] [sig       ] Generating forecast for: TRN
[2025-12-24T20:33:28.291608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-12-24T20:33:28.304209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2025-12-24T20:33:28.304548] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-12-24T20:33:28.305329] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-12-24T20:33:28.305381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:28.305413] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:28.305439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:28.305494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:28.362397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:28.363307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:28.363395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:28.363428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:28.482589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:28.482748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:28.482795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:28.482824] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:28.486105] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2025-12-24T20:33:28.486386] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-12-24T20:33:28.486506] [INFO ] [sig       ] TRN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:28.627280] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TRN.txt
[2025-12-24T20:33:28.627417] [INFO ] [sig       ] [3178/3551] Completed TRN in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-24T20:33:28.627456] [INFO ] [sig       ] [3179/3551] Forecasting TRNO...
[2025-12-24T20:33:28.627485] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-12-24T20:33:28.627514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-12-24T20:33:28.638788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2025-12-24T20:33:28.639069] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-12-24T20:33:28.639862] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-12-24T20:33:28.639914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:28.639945] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:28.639971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:28.640031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:28.696829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:28.697516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:28.697614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:28.697649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:28.821827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:28.821978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:28.822017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:28.822045] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:28.825332] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: DOWN (p=23.47%)
[2025-12-24T20:33:28.825615] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-12-24T20:33:28.825735] [INFO ] [sig       ] TRNO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:28.975285] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TRNO.txt
[2025-12-24T20:33:28.975422] [INFO ] [sig       ] [3179/3551] Completed TRNO in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.2m
[2025-12-24T20:33:28.975464] [INFO ] [sig       ] [3180/3551] Forecasting TRNS...
[2025-12-24T20:33:28.975493] [INFO ] [sig       ] Generating forecast for: TRNS
[2025-12-24T20:33:28.975522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2025-12-24T20:33:28.986854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2025-12-24T20:33:28.987155] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2025-12-24T20:33:28.987926] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2025-12-24T20:33:28.987977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:28.988008] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:28.988035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:28.988091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:29.048900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:29.049788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:29.049877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:29.049912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:29.171327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:29.171524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:29.171567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:29.171614] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:29.175067] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: DOWN (p=6.67%)
[2025-12-24T20:33:29.175353] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2025-12-24T20:33:29.175520] [INFO ] [sig       ] TRNS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:29.319678] [INFO ] [LOCAL     ] Saved forecast: TRNS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TRNS.txt
[2025-12-24T20:33:29.319808] [INFO ] [sig       ] [3180/3551] Completed TRNS in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-24T20:33:29.319858] [INFO ] [sig       ] [3181/3551] Forecasting TROX...
[2025-12-24T20:33:29.319889] [INFO ] [sig       ] Generating forecast for: TROX
[2025-12-24T20:33:29.319919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-12-24T20:33:29.331462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2025-12-24T20:33:29.331768] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-12-24T20:33:29.332544] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-12-24T20:33:29.332619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:29.332671] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:29.332702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:29.332760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:29.390180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:29.390997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:29.391109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:29.391142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:29.510045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:29.510201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:29.510241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:29.510271] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:29.513701] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: DOWN (p=41.90%)
[2025-12-24T20:33:29.513986] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-12-24T20:33:29.514112] [INFO ] [sig       ] TROX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:29.653724] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TROX.txt
[2025-12-24T20:33:29.653883] [INFO ] [sig       ] [3181/3551] Completed TROX in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-24T20:33:29.653925] [INFO ] [sig       ] [3182/3551] Forecasting TRP...
[2025-12-24T20:33:29.653955] [INFO ] [sig       ] Generating forecast for: TRP
[2025-12-24T20:33:29.653985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-12-24T20:33:29.666260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2025-12-24T20:33:29.666720] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-12-24T20:33:29.667533] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-12-24T20:33:29.667616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:29.667653] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:29.667683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:29.667743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:29.726229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:29.727119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:29.727221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:29.727261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:29.845022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:29.845187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:29.845230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:29.845261] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:29.848698] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: DOWN (p=27.84%)
[2025-12-24T20:33:29.848981] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-12-24T20:33:29.849111] [INFO ] [sig       ] TRP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:29.992931] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TRP.txt
[2025-12-24T20:33:29.993091] [INFO ] [sig       ] [3182/3551] Completed TRP in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-24T20:33:29.993132] [INFO ] [sig       ] [3183/3551] Forecasting TRS...
[2025-12-24T20:33:29.993162] [INFO ] [sig       ] Generating forecast for: TRS
[2025-12-24T20:33:29.993191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2025-12-24T20:33:30.005892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2025-12-24T20:33:30.006294] [INFO ] [FORECASTER] Starting predict_future for TRS
[2025-12-24T20:33:30.007120] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2025-12-24T20:33:30.007175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:30.007208] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:30.007235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:30.007293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:30.068835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:30.069767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:30.069859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:30.069892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:30.196891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:30.197057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:30.197105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:30.197135] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:30.200550] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-12-24T20:33:30.200839] [INFO ] [FORECASTER] Completed predict_future for TRS
[2025-12-24T20:33:30.200960] [INFO ] [sig       ] TRS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:30.343017] [INFO ] [LOCAL     ] Saved forecast: TRS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TRS.txt
[2025-12-24T20:33:30.343175] [INFO ] [sig       ] [3183/3551] Completed TRS in 0.4s | 2.88 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-24T20:33:30.343217] [INFO ] [sig       ] [3184/3551] Forecasting TRTX...
[2025-12-24T20:33:30.343248] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-12-24T20:33:30.343303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-12-24T20:33:30.355924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2025-12-24T20:33:30.356328] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-12-24T20:33:30.357158] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-12-24T20:33:30.357228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:30.357262] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:30.357289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:30.357346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:30.415297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:30.416155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:30.416237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:30.416270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:30.535620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:30.535769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:30.535810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:30.535840] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:30.539167] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: DOWN (p=37.84%)
[2025-12-24T20:33:30.540073] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-12-24T20:33:30.540478] [INFO ] [sig       ] TRTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:30.678455] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TRTX.txt
[2025-12-24T20:33:30.678625] [INFO ] [sig       ] [3184/3551] Completed TRTX in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-24T20:33:30.678668] [INFO ] [sig       ] [3185/3551] Forecasting TRUE...
[2025-12-24T20:33:30.678698] [INFO ] [sig       ] Generating forecast for: TRUE
[2025-12-24T20:33:30.678728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'.
[2025-12-24T20:33:30.690224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUE'.
[2025-12-24T20:33:30.690507] [INFO ] [FORECASTER] Starting predict_future for TRUE
[2025-12-24T20:33:30.691273] [DEBUG] [LOCAL     ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt
[2025-12-24T20:33:30.691325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:30.691357] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:30.691383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:30.691444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:30.746282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:30.746906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:30.746986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:30.747017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:30.863730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:30.863876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:30.863914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:30.863942] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:30.867226] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: UP (p=62.84%)
[2025-12-24T20:33:30.867496] [INFO ] [FORECASTER] Completed predict_future for TRUE
[2025-12-24T20:33:30.867631] [INFO ] [sig       ] TRUE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:31.009250] [INFO ] [LOCAL     ] Saved forecast: TRUE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TRUE.txt
[2025-12-24T20:33:31.009402] [INFO ] [sig       ] [3185/3551] Completed TRUE in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-24T20:33:31.009442] [INFO ] [sig       ] [3186/3551] Forecasting TRUP...
[2025-12-24T20:33:31.009470] [INFO ] [sig       ] Generating forecast for: TRUP
[2025-12-24T20:33:31.009500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2025-12-24T20:33:31.022067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2025-12-24T20:33:31.022347] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2025-12-24T20:33:31.023095] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2025-12-24T20:33:31.023146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:31.023177] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:31.023205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:31.023260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:31.079221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:31.079906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:31.079986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:31.080020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:31.200019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:31.200168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:31.200207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:31.200235] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:31.203522] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: DOWN (p=13.90%)
[2025-12-24T20:33:31.203802] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2025-12-24T20:33:31.203924] [INFO ] [sig       ] TRUP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:31.342052] [INFO ] [LOCAL     ] Saved forecast: TRUP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TRUP.txt
[2025-12-24T20:33:31.342163] [INFO ] [sig       ] [3186/3551] Completed TRUP in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-24T20:33:31.342202] [INFO ] [sig       ] [3187/3551] Forecasting TRVG...
[2025-12-24T20:33:31.342230] [INFO ] [sig       ] Generating forecast for: TRVG
[2025-12-24T20:33:31.342258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2025-12-24T20:33:31.354746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2025-12-24T20:33:31.355176] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2025-12-24T20:33:31.356206] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2025-12-24T20:33:31.356262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:31.356296] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:31.356324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:31.356381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:31.418260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:31.419252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:31.419365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:31.419397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:31.546545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:31.546723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:31.546766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:31.546798] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:31.550858] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: UP (p=85.88%)
[2025-12-24T20:33:31.551134] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2025-12-24T20:33:31.551256] [INFO ] [sig       ] TRVG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:31.691863] [INFO ] [LOCAL     ] Saved forecast: TRVG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TRVG.txt
[2025-12-24T20:33:31.692023] [INFO ] [sig       ] [3187/3551] Completed TRVG in 0.3s | 2.88 sym/s | Total: 18.4m | ETA: 2.1m
[2025-12-24T20:33:31.692071] [INFO ] [sig       ] [3188/3551] Forecasting TS...
[2025-12-24T20:33:31.692103] [INFO ] [sig       ] Generating forecast for: TS
[2025-12-24T20:33:31.692134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-12-24T20:33:31.704373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2025-12-24T20:33:31.704902] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-12-24T20:33:31.705706] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-12-24T20:33:31.705764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:31.705831] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:31.705865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:31.705926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:31.764648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:31.765600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:31.765694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:31.765728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:31.889156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:31.889340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:31.889381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:31.889409] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:31.892729] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: DOWN (p=6.26%)
[2025-12-24T20:33:31.892994] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-12-24T20:33:31.893115] [INFO ] [sig       ] TS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:32.036850] [INFO ] [LOCAL     ] Saved forecast: TS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TS.txt
[2025-12-24T20:33:32.036979] [INFO ] [sig       ] [3188/3551] Completed TS in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-24T20:33:32.037021] [INFO ] [sig       ] [3189/3551] Forecasting TSBK...
[2025-12-24T20:33:32.037051] [INFO ] [sig       ] Generating forecast for: TSBK
[2025-12-24T20:33:32.037081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2025-12-24T20:33:32.048813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2025-12-24T20:33:32.049119] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2025-12-24T20:33:32.050003] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2025-12-24T20:33:32.050068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:32.050113] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:32.050154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:32.050219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:32.108327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:32.109059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:32.109143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:32.109177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:32.216944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:32.217079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:32.217122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:32.217153] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:32.220547] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: UP (p=62.36%)
[2025-12-24T20:33:32.220830] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2025-12-24T20:33:32.220963] [INFO ] [sig       ] TSBK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:32.360496] [INFO ] [LOCAL     ] Saved forecast: TSBK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TSBK.txt
[2025-12-24T20:33:32.360644] [INFO ] [sig       ] [3189/3551] Completed TSBK in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-24T20:33:32.360685] [INFO ] [sig       ] [3190/3551] Forecasting TSCO...
[2025-12-24T20:33:32.360714] [INFO ] [sig       ] Generating forecast for: TSCO
[2025-12-24T20:33:32.360742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2025-12-24T20:33:32.371617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2025-12-24T20:33:32.371908] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2025-12-24T20:33:32.372686] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2025-12-24T20:33:32.372935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:32.372969] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:32.372997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:32.373070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:32.433927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:32.434789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:32.434876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:32.434910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:32.552561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:32.552739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:32.552778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:32.552806] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:32.556116] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: DOWN (p=14.17%)
[2025-12-24T20:33:32.556381] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2025-12-24T20:33:32.556504] [INFO ] [sig       ] TSCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:32.697210] [INFO ] [LOCAL     ] Saved forecast: TSCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TSCO.txt
[2025-12-24T20:33:32.697356] [INFO ] [sig       ] [3190/3551] Completed TSCO in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-24T20:33:32.697396] [INFO ] [sig       ] [3191/3551] Forecasting TSDD...
[2025-12-24T20:33:32.697425] [INFO ] [sig       ] Generating forecast for: TSDD
[2025-12-24T20:33:32.697455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2025-12-24T20:33:32.708525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2025-12-24T20:33:32.708841] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2025-12-24T20:33:32.709656] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2025-12-24T20:33:32.709710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:32.709741] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:32.709768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:32.709825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:32.768975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:32.769857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:32.769944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:32.769978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:32.899949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:32.900076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:32.900131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:32.900189] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:32.903520] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-12-24T20:33:32.903806] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2025-12-24T20:33:32.903930] [INFO ] [sig       ] TSDD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:33.049517] [INFO ] [LOCAL     ] Saved forecast: TSDD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TSDD.txt
[2025-12-24T20:33:33.049697] [INFO ] [sig       ] [3191/3551] Completed TSDD in 0.4s | 2.88 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-24T20:33:33.049743] [INFO ] [sig       ] [3192/3551] Forecasting TSEM...
[2025-12-24T20:33:33.049774] [INFO ] [sig       ] Generating forecast for: TSEM
[2025-12-24T20:33:33.049808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2025-12-24T20:33:33.061628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2025-12-24T20:33:33.061978] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2025-12-24T20:33:33.062973] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2025-12-24T20:33:33.063028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:33.063061] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:33.063090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:33.063148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:33.119731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:33.120398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:33.120479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:33.120511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:33.240101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:33.240249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:33.240292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:33.240323] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:33.244031] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: DOWN (p=48.18%)
[2025-12-24T20:33:33.244327] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2025-12-24T20:33:33.244459] [INFO ] [sig       ] TSEM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:33.387047] [INFO ] [LOCAL     ] Saved forecast: TSEM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TSEM.txt
[2025-12-24T20:33:33.387179] [INFO ] [sig       ] [3192/3551] Completed TSEM in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-24T20:33:33.387220] [INFO ] [sig       ] [3193/3551] Forecasting TSHA...
[2025-12-24T20:33:33.387249] [INFO ] [sig       ] Generating forecast for: TSHA
[2025-12-24T20:33:33.387280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2025-12-24T20:33:33.398593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2025-12-24T20:33:33.398898] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2025-12-24T20:33:33.399706] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2025-12-24T20:33:33.399761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:33.399794] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:33.399824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:33.399884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:33.459353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:33.460051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:33.460134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:33.460167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:33.584346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:33.584501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:33.584552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:33.584622] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:33.588109] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: DOWN (p=27.63%)
[2025-12-24T20:33:33.588382] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2025-12-24T20:33:33.588507] [INFO ] [sig       ] TSHA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:33.730795] [INFO ] [LOCAL     ] Saved forecast: TSHA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TSHA.txt
[2025-12-24T20:33:33.730945] [INFO ] [sig       ] [3193/3551] Completed TSHA in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-24T20:33:33.730986] [INFO ] [sig       ] [3194/3551] Forecasting TSI...
[2025-12-24T20:33:33.731015] [INFO ] [sig       ] Generating forecast for: TSI
[2025-12-24T20:33:33.731046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-12-24T20:33:33.742937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2025-12-24T20:33:33.743305] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-12-24T20:33:33.744105] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-12-24T20:33:33.744158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:33.744191] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:33.744218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:33.744275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:33.801406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:33.802269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:33.802356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:33.802390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:33.919467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:33.919638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:33.919679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:33.919708] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:33.922978] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=0.20%)
[2025-12-24T20:33:33.923255] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-12-24T20:33:33.923376] [INFO ] [sig       ] TSI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:34.064025] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TSI.txt
[2025-12-24T20:33:34.064187] [INFO ] [sig       ] [3194/3551] Completed TSI in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-24T20:33:34.064228] [INFO ] [sig       ] [3195/3551] Forecasting TSL...
[2025-12-24T20:33:34.064258] [INFO ] [sig       ] Generating forecast for: TSL
[2025-12-24T20:33:34.064287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2025-12-24T20:33:34.079666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2025-12-24T20:33:34.080123] [INFO ] [FORECASTER] Starting predict_future for TSL
[2025-12-24T20:33:34.081107] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2025-12-24T20:33:34.081170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:34.081225] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:34.081262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:34.081343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:34.148747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:34.150038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:34.150132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:34.150164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:34.268726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:34.268866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:34.268905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:34.268932] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:34.272261] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: DOWN (p=6.42%)
[2025-12-24T20:33:34.272534] [INFO ] [FORECASTER] Completed predict_future for TSL
[2025-12-24T20:33:34.272673] [INFO ] [sig       ] TSL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:34.413535] [INFO ] [LOCAL     ] Saved forecast: TSL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TSL.txt
[2025-12-24T20:33:34.413683] [INFO ] [sig       ] [3195/3551] Completed TSL in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-24T20:33:34.413723] [INFO ] [sig       ] [3196/3551] Forecasting TSLA...
[2025-12-24T20:33:34.413751] [INFO ] [sig       ] Generating forecast for: TSLA
[2025-12-24T20:33:34.413781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2025-12-24T20:33:34.425909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2025-12-24T20:33:34.426192] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2025-12-24T20:33:34.427118] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2025-12-24T20:33:34.427170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:34.427201] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:34.427228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:34.427283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:34.484999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:34.485738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:34.485819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:34.485851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:34.606565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:34.606723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:34.606766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:34.606793] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:34.610102] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: DOWN (p=13.71%)
[2025-12-24T20:33:34.610369] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2025-12-24T20:33:34.610490] [INFO ] [sig       ] TSLA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:34.752237] [INFO ] [LOCAL     ] Saved forecast: TSLA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TSLA.txt
[2025-12-24T20:33:34.752389] [INFO ] [sig       ] [3196/3551] Completed TSLA in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.1m
[2025-12-24T20:33:34.752429] [INFO ] [sig       ] [3197/3551] Forecasting TSLL...
[2025-12-24T20:33:34.752459] [INFO ] [sig       ] Generating forecast for: TSLL
[2025-12-24T20:33:34.752490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2025-12-24T20:33:34.764300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2025-12-24T20:33:34.764617] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2025-12-24T20:33:34.765554] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2025-12-24T20:33:34.765625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:34.765657] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:34.765684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:34.765740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:34.826724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:34.827679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:34.827781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:34.827817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:34.949048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:34.949212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:34.949251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:34.949302] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:34.952932] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: DOWN (p=6.11%)
[2025-12-24T20:33:34.953235] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2025-12-24T20:33:34.953363] [INFO ] [sig       ] TSLL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:35.098164] [INFO ] [LOCAL     ] Saved forecast: TSLL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TSLL.txt
[2025-12-24T20:33:35.098324] [INFO ] [sig       ] [3197/3551] Completed TSLL in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-24T20:33:35.098364] [INFO ] [sig       ] [3198/3551] Forecasting TSLQ...
[2025-12-24T20:33:35.098394] [INFO ] [sig       ] Generating forecast for: TSLQ
[2025-12-24T20:33:35.098431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2025-12-24T20:33:35.110645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2025-12-24T20:33:35.110971] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2025-12-24T20:33:35.111727] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2025-12-24T20:33:35.111779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:35.111811] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:35.111838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:35.111894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:35.167746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:35.168565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:35.168698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:35.168733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:35.288857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:35.289017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:35.289055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:35.289085] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:35.292467] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: UP (p=86.65%)
[2025-12-24T20:33:35.292764] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2025-12-24T20:33:35.292887] [INFO ] [sig       ] TSLQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:35.436296] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TSLQ.txt
[2025-12-24T20:33:35.436449] [INFO ] [sig       ] [3198/3551] Completed TSLQ in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-24T20:33:35.436487] [INFO ] [sig       ] [3199/3551] Forecasting TSLS...
[2025-12-24T20:33:35.436526] [INFO ] [sig       ] Generating forecast for: TSLS
[2025-12-24T20:33:35.436557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2025-12-24T20:33:35.449100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2025-12-24T20:33:35.449464] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2025-12-24T20:33:35.450230] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2025-12-24T20:33:35.450282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:35.450314] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:35.450341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:35.450397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:35.507785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:35.508657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:35.508740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:35.508773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:35.631985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:35.632140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:35.632181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:35.632211] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:35.635639] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: UP (p=90.73%)
[2025-12-24T20:33:35.636107] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2025-12-24T20:33:35.636234] [INFO ] [sig       ] TSLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:35.777628] [INFO ] [LOCAL     ] Saved forecast: TSLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TSLS.txt
[2025-12-24T20:33:35.777771] [INFO ] [sig       ] [3199/3551] Completed TSLS in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-24T20:33:35.777810] [INFO ] [sig       ] [3200/3551] Forecasting TSLX...
[2025-12-24T20:33:35.777840] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-12-24T20:33:35.777870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-12-24T20:33:35.789055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2025-12-24T20:33:35.789363] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-12-24T20:33:35.790138] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-12-24T20:33:35.790192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:35.790223] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:35.790250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:35.790305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:35.845424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:35.846047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:35.846126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:35.846158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:35.965479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:35.965641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:35.965681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:35.965709] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:35.969025] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: DOWN (p=46.71%)
[2025-12-24T20:33:35.969302] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-12-24T20:33:35.969432] [INFO ] [sig       ] TSLX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:36.108401] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TSLX.txt
[2025-12-24T20:33:36.108545] [INFO ] [sig       ] [3200/3551] Completed TSLX in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-24T20:33:36.108603] [INFO ] [sig       ] [3201/3551] Forecasting TSM...
[2025-12-24T20:33:36.108635] [INFO ] [sig       ] Generating forecast for: TSM
[2025-12-24T20:33:36.108664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-12-24T20:33:36.120421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2025-12-24T20:33:36.120745] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-12-24T20:33:36.121478] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-12-24T20:33:36.121530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:36.121562] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:36.121608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:36.121665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:36.178101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:36.178885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:36.178970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:36.179004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:36.300114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:36.300262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:36.300301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:36.300330] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:36.303645] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: UP (p=84.36%)
[2025-12-24T20:33:36.303910] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-12-24T20:33:36.304028] [INFO ] [sig       ] TSM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:36.444305] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TSM.txt
[2025-12-24T20:33:36.444449] [INFO ] [sig       ] [3201/3551] Completed TSM in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-24T20:33:36.444489] [INFO ] [sig       ] [3202/3551] Forecasting TSN...
[2025-12-24T20:33:36.444519] [INFO ] [sig       ] Generating forecast for: TSN
[2025-12-24T20:33:36.444548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-12-24T20:33:36.456788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2025-12-24T20:33:36.457174] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-12-24T20:33:36.458000] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-12-24T20:33:36.458054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:36.458086] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:36.458114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:36.458170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:36.516223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:36.517138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:36.517223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:36.517258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:36.636925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:36.637082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:36.637123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:36.637171] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:36.640483] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=10.06%)
[2025-12-24T20:33:36.640770] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-12-24T20:33:36.640894] [INFO ] [sig       ] TSN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:36.786040] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TSN.txt
[2025-12-24T20:33:36.786192] [INFO ] [sig       ] [3202/3551] Completed TSN in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-24T20:33:36.786232] [INFO ] [sig       ] [3203/3551] Forecasting TSQ...
[2025-12-24T20:33:36.786261] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-12-24T20:33:36.786290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-12-24T20:33:36.798477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2025-12-24T20:33:36.798859] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-12-24T20:33:36.799682] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-12-24T20:33:36.799735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:36.799767] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:36.799795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:36.799852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:36.858587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:36.859642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:36.859731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:36.859763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:36.988738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:36.988891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:36.988930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:36.988958] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:36.992931] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2025-12-24T20:33:36.993241] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-12-24T20:33:36.993369] [INFO ] [sig       ] TSQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:37.143357] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TSQ.txt
[2025-12-24T20:33:37.143520] [INFO ] [sig       ] [3203/3551] Completed TSQ in 0.4s | 2.88 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-24T20:33:37.143562] [INFO ] [sig       ] [3204/3551] Forecasting TTC...
[2025-12-24T20:33:37.143610] [INFO ] [sig       ] Generating forecast for: TTC
[2025-12-24T20:33:37.143641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-12-24T20:33:37.164370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2025-12-24T20:33:37.164745] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-12-24T20:33:37.165505] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-12-24T20:33:37.165557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:37.165612] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:37.165670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:37.165732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:37.223249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:37.224176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:37.224259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:37.224310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:37.344393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:37.344546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:37.344604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:37.344635] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:37.347949] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: DOWN (p=27.52%)
[2025-12-24T20:33:37.348226] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-12-24T20:33:37.348352] [INFO ] [sig       ] TTC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:37.492490] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TTC.txt
[2025-12-24T20:33:37.492648] [INFO ] [sig       ] [3204/3551] Completed TTC in 0.3s | 2.88 sym/s | Total: 18.5m | ETA: 2.0m
[2025-12-24T20:33:37.492688] [INFO ] [sig       ] [3205/3551] Forecasting TTD...
[2025-12-24T20:33:37.492718] [INFO ] [sig       ] Generating forecast for: TTD
[2025-12-24T20:33:37.492748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2025-12-24T20:33:37.504143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2025-12-24T20:33:37.504441] [INFO ] [FORECASTER] Starting predict_future for TTD
[2025-12-24T20:33:37.505229] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2025-12-24T20:33:37.505282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:37.505341] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:37.505371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:37.505428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:37.562670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:37.563294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:37.563372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:37.563406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:37.682591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:37.682740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:37.682781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:37.682810] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:37.686186] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: UP (p=99.28%)
[2025-12-24T20:33:37.686459] [INFO ] [FORECASTER] Completed predict_future for TTD
[2025-12-24T20:33:37.686600] [INFO ] [sig       ] TTD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:37.826052] [INFO ] [LOCAL     ] Saved forecast: TTD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TTD.txt
[2025-12-24T20:33:37.826178] [INFO ] [sig       ] [3205/3551] Completed TTD in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-24T20:33:37.826216] [INFO ] [sig       ] [3206/3551] Forecasting TTE...
[2025-12-24T20:33:37.826245] [INFO ] [sig       ] Generating forecast for: TTE
[2025-12-24T20:33:37.826275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-12-24T20:33:37.837177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2025-12-24T20:33:37.837472] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-12-24T20:33:37.838246] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-12-24T20:33:37.838299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:37.838331] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:37.838358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:37.838426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:37.895854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:37.896495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:37.896593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:37.896634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:38.019047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:38.019187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:38.019226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:38.019255] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:38.022675] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=10.05%)
[2025-12-24T20:33:38.022947] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-12-24T20:33:38.023069] [INFO ] [sig       ] TTE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:38.165492] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TTE.txt
[2025-12-24T20:33:38.165647] [INFO ] [sig       ] [3206/3551] Completed TTE in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-24T20:33:38.165689] [INFO ] [sig       ] [3207/3551] Forecasting TTEC...
[2025-12-24T20:33:38.165721] [INFO ] [sig       ] Generating forecast for: TTEC
[2025-12-24T20:33:38.165752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2025-12-24T20:33:38.178031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2025-12-24T20:33:38.178323] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2025-12-24T20:33:38.179084] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2025-12-24T20:33:38.179138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:38.179171] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:38.179199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:38.179256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:38.236823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:38.237467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:38.237547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:38.237596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:38.356490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:38.356676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:38.356720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:38.356748] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:38.360239] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: DOWN (p=20.67%)
[2025-12-24T20:33:38.360519] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2025-12-24T20:33:38.360660] [INFO ] [sig       ] TTEC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:38.502723] [INFO ] [LOCAL     ] Saved forecast: TTEC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TTEC.txt
[2025-12-24T20:33:38.502883] [INFO ] [sig       ] [3207/3551] Completed TTEC in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-24T20:33:38.502925] [INFO ] [sig       ] [3208/3551] Forecasting TTEK...
[2025-12-24T20:33:38.502955] [INFO ] [sig       ] Generating forecast for: TTEK
[2025-12-24T20:33:38.502986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2025-12-24T20:33:38.514369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2025-12-24T20:33:38.514772] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2025-12-24T20:33:38.515559] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2025-12-24T20:33:38.515646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:38.515680] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:38.515707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:38.515763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:38.573199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:38.574067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:38.574157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:38.574189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:38.698766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:38.698919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:38.698959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:38.699020] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:38.702786] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: DOWN (p=25.75%)
[2025-12-24T20:33:38.703052] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2025-12-24T20:33:38.703175] [INFO ] [sig       ] TTEK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:38.846654] [INFO ] [LOCAL     ] Saved forecast: TTEK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TTEK.txt
[2025-12-24T20:33:38.847022] [INFO ] [sig       ] [3208/3551] Completed TTEK in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-24T20:33:38.847063] [INFO ] [sig       ] [3209/3551] Forecasting TTI...
[2025-12-24T20:33:38.847094] [INFO ] [sig       ] Generating forecast for: TTI
[2025-12-24T20:33:38.847128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-12-24T20:33:38.858881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2025-12-24T20:33:38.859172] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-12-24T20:33:38.859971] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-12-24T20:33:38.860022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:38.860053] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:38.860080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:38.860136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:38.916207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:38.916959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:38.917058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:38.917093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:39.040659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:39.040812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:39.040852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:39.040881] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:39.044216] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: UP (p=82.50%)
[2025-12-24T20:33:39.044480] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-12-24T20:33:39.044616] [INFO ] [sig       ] TTI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:39.186125] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TTI.txt
[2025-12-24T20:33:39.186257] [INFO ] [sig       ] [3209/3551] Completed TTI in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-24T20:33:39.186295] [INFO ] [sig       ] [3210/3551] Forecasting TTMI...
[2025-12-24T20:33:39.186325] [INFO ] [sig       ] Generating forecast for: TTMI
[2025-12-24T20:33:39.186355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2025-12-24T20:33:39.198110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2025-12-24T20:33:39.198500] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2025-12-24T20:33:39.199322] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2025-12-24T20:33:39.199378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:39.199409] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:39.199434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:39.199491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:39.255762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:39.256568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:39.256669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:39.256701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:39.372529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:39.372701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:39.372741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:39.372770] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:39.376035] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: UP (p=57.56%)
[2025-12-24T20:33:39.376304] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2025-12-24T20:33:39.376423] [INFO ] [sig       ] TTMI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:39.518794] [INFO ] [LOCAL     ] Saved forecast: TTMI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TTMI.txt
[2025-12-24T20:33:39.518952] [INFO ] [sig       ] [3210/3551] Completed TTMI in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-24T20:33:39.518994] [INFO ] [sig       ] [3211/3551] Forecasting TTSH...
[2025-12-24T20:33:39.519023] [INFO ] [sig       ] Generating forecast for: TTSH
[2025-12-24T20:33:39.519055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTSH' from 'https://tdm.silogroup.org/data/derivative_storage/TTSH.csv'.
[2025-12-24T20:33:39.531778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTSH'.
[2025-12-24T20:33:39.532158] [INFO ] [FORECASTER] Starting predict_future for TTSH
[2025-12-24T20:33:39.532929] [DEBUG] [LOCAL     ] No optimal features file found for TTSH: ./output/feature-sets/TTSH.txt
[2025-12-24T20:33:39.532980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:39.533011] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:39.533039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:39.533094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:39.589287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:39.590187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:39.590269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:39.590301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:39.718544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:39.718714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:39.718754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:39.718782] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:39.722159] [DEBUG] [FORECASTER] TTSH: Forecast T+1@11:T+2@11: UP (p=74.82%)
[2025-12-24T20:33:39.722432] [INFO ] [FORECASTER] Completed predict_future for TTSH
[2025-12-24T20:33:39.722554] [INFO ] [sig       ] TTSH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:39.867633] [INFO ] [LOCAL     ] Saved forecast: TTSH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TTSH.txt
[2025-12-24T20:33:39.867789] [INFO ] [sig       ] [3211/3551] Completed TTSH in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-24T20:33:39.867828] [INFO ] [sig       ] [3212/3551] Forecasting TTWO...
[2025-12-24T20:33:39.867859] [INFO ] [sig       ] Generating forecast for: TTWO
[2025-12-24T20:33:39.867889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2025-12-24T20:33:39.879017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2025-12-24T20:33:39.879369] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2025-12-24T20:33:39.880129] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2025-12-24T20:33:39.880182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:39.880214] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:39.880242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:39.880297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:39.936963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:39.937809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:39.938083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:39.938116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:40.058975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:40.059136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:40.059176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:40.059205] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:40.062637] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: UP (p=97.65%)
[2025-12-24T20:33:40.062942] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2025-12-24T20:33:40.063076] [INFO ] [sig       ] TTWO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:40.202317] [INFO ] [LOCAL     ] Saved forecast: TTWO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TTWO.txt
[2025-12-24T20:33:40.202470] [INFO ] [sig       ] [3212/3551] Completed TTWO in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-24T20:33:40.202511] [INFO ] [sig       ] [3213/3551] Forecasting TUGN...
[2025-12-24T20:33:40.202541] [INFO ] [sig       ] Generating forecast for: TUGN
[2025-12-24T20:33:40.202591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2025-12-24T20:33:40.217150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2025-12-24T20:33:40.217745] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2025-12-24T20:33:40.219222] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2025-12-24T20:33:40.219326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:40.219369] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:40.219397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:40.219461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:40.283205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:40.284664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:40.284833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:40.284869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:40.402251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:40.402476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:40.402520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:40.402549] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:40.406380] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: DOWN (p=34.07%)
[2025-12-24T20:33:40.406740] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2025-12-24T20:33:40.406883] [INFO ] [sig       ] TUGN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:40.559092] [INFO ] [LOCAL     ] Saved forecast: TUGN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TUGN.txt
[2025-12-24T20:33:40.559326] [INFO ] [sig       ] [3213/3551] Completed TUGN in 0.4s | 2.88 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-24T20:33:40.559375] [INFO ] [sig       ] [3214/3551] Forecasting TUSK...
[2025-12-24T20:33:40.559411] [INFO ] [sig       ] Generating forecast for: TUSK
[2025-12-24T20:33:40.559453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2025-12-24T20:33:40.571845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2025-12-24T20:33:40.572252] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2025-12-24T20:33:40.573079] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2025-12-24T20:33:40.573134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:40.573166] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:40.573192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:40.573248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:40.641787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:40.642702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:40.642793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:40.642826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:40.763062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:40.763223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:40.763263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:40.763291] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:40.766861] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: DOWN (p=43.18%)
[2025-12-24T20:33:40.767210] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2025-12-24T20:33:40.767349] [INFO ] [sig       ] TUSK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:40.912863] [INFO ] [LOCAL     ] Saved forecast: TUSK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TUSK.txt
[2025-12-24T20:33:40.913020] [INFO ] [sig       ] [3214/3551] Completed TUSK in 0.4s | 2.88 sym/s | Total: 18.6m | ETA: 2.0m
[2025-12-24T20:33:40.913061] [INFO ] [sig       ] [3215/3551] Forecasting TVC...
[2025-12-24T20:33:40.913092] [INFO ] [sig       ] Generating forecast for: TVC
[2025-12-24T20:33:40.913122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-12-24T20:33:40.923844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2025-12-24T20:33:40.924197] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-12-24T20:33:40.924965] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-12-24T20:33:40.925017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:40.925048] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:40.925075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:40.925131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:40.982089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:40.982946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:40.983071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:40.983105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:41.086994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:41.087175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:41.087217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:41.087247] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:41.090713] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: DOWN (p=10.16%)
[2025-12-24T20:33:41.090997] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-12-24T20:33:41.091127] [INFO ] [sig       ] TVC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:41.233740] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TVC.txt
[2025-12-24T20:33:41.233892] [INFO ] [sig       ] [3215/3551] Completed TVC in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-24T20:33:41.233932] [INFO ] [sig       ] [3216/3551] Forecasting TVE...
[2025-12-24T20:33:41.233963] [INFO ] [sig       ] Generating forecast for: TVE
[2025-12-24T20:33:41.233993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-12-24T20:33:41.245088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2025-12-24T20:33:41.245466] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-12-24T20:33:41.246272] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-12-24T20:33:41.246324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:41.246356] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:41.246381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:41.246437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:41.303528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:41.304426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:41.304510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:41.304543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:41.405516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:41.405686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:41.405727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:41.405756] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:41.409085] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=27.25%)
[2025-12-24T20:33:41.409368] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-12-24T20:33:41.409488] [INFO ] [sig       ] TVE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:41.551322] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TVE.txt
[2025-12-24T20:33:41.551460] [INFO ] [sig       ] [3216/3551] Completed TVE in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-24T20:33:41.551500] [INFO ] [sig       ] [3217/3551] Forecasting TVTX...
[2025-12-24T20:33:41.551530] [INFO ] [sig       ] Generating forecast for: TVTX
[2025-12-24T20:33:41.551559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2025-12-24T20:33:41.563125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2025-12-24T20:33:41.563403] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2025-12-24T20:33:41.564151] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2025-12-24T20:33:41.564202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:41.564233] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:41.564259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:41.564314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:41.621152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:41.622119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:41.622240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:41.622276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:41.740751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:41.740904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:41.740942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:41.740971] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:41.744332] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: DOWN (p=4.60%)
[2025-12-24T20:33:41.744613] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2025-12-24T20:33:41.744736] [INFO ] [sig       ] TVTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:41.888687] [INFO ] [LOCAL     ] Saved forecast: TVTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TVTX.txt
[2025-12-24T20:33:41.888855] [INFO ] [sig       ] [3217/3551] Completed TVTX in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-24T20:33:41.888896] [INFO ] [sig       ] [3218/3551] Forecasting TWFG...
[2025-12-24T20:33:41.888925] [INFO ] [sig       ] Generating forecast for: TWFG
[2025-12-24T20:33:41.888958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2025-12-24T20:33:41.902124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2025-12-24T20:33:41.902638] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2025-12-24T20:33:41.903474] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2025-12-24T20:33:41.903528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:41.903562] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:41.903611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:41.903668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:41.960005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:41.960948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:41.961037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:41.961072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:42.083368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:42.083524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:42.083564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:42.083613] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:42.086968] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: DOWN (p=40.03%)
[2025-12-24T20:33:42.087242] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2025-12-24T20:33:42.087362] [INFO ] [sig       ] TWFG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:42.225704] [INFO ] [LOCAL     ] Saved forecast: TWFG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TWFG.txt
[2025-12-24T20:33:42.225875] [INFO ] [sig       ] [3218/3551] Completed TWFG in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-24T20:33:42.225915] [INFO ] [sig       ] [3219/3551] Forecasting TWG...
[2025-12-24T20:33:42.225945] [INFO ] [sig       ] Generating forecast for: TWG
[2025-12-24T20:33:42.225975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2025-12-24T20:33:42.237597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2025-12-24T20:33:42.237908] [INFO ] [FORECASTER] Starting predict_future for TWG
[2025-12-24T20:33:42.238667] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2025-12-24T20:33:42.238730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:42.238762] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:42.238789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:42.238845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:42.299287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:42.299999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:42.300107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:42.300142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:42.413837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:42.413965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:42.414004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:42.414044] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:42.417288] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: DOWN (p=34.93%)
[2025-12-24T20:33:42.417558] [INFO ] [FORECASTER] Completed predict_future for TWG
[2025-12-24T20:33:42.417696] [INFO ] [sig       ] TWG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:42.557383] [INFO ] [LOCAL     ] Saved forecast: TWG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TWG.txt
[2025-12-24T20:33:42.557500] [INFO ] [sig       ] [3219/3551] Completed TWG in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-24T20:33:42.557539] [INFO ] [sig       ] [3220/3551] Forecasting TWI...
[2025-12-24T20:33:42.557583] [INFO ] [sig       ] Generating forecast for: TWI
[2025-12-24T20:33:42.557617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-12-24T20:33:42.568736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2025-12-24T20:33:42.568999] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-12-24T20:33:42.569802] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-12-24T20:33:42.569856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:42.569888] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:42.569915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:42.569972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:42.625599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:42.626190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:42.626268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:42.626299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:42.740946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:42.741075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:42.741114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:42.741142] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:42.744404] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=29.83%)
[2025-12-24T20:33:42.744683] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-12-24T20:33:42.744808] [INFO ] [sig       ] TWI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:42.882479] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TWI.txt
[2025-12-24T20:33:42.882604] [INFO ] [sig       ] [3220/3551] Completed TWI in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-24T20:33:42.882645] [INFO ] [sig       ] [3221/3551] Forecasting TWIN...
[2025-12-24T20:33:42.882674] [INFO ] [sig       ] Generating forecast for: TWIN
[2025-12-24T20:33:42.882703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2025-12-24T20:33:42.893606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2025-12-24T20:33:42.893850] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2025-12-24T20:33:42.894587] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2025-12-24T20:33:42.894639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:42.894671] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:42.894697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:42.894753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:42.951141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:42.951738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:42.951815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:42.951847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:43.068662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:43.068811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:43.068853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:43.068882] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:43.072272] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-12-24T20:33:43.072539] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2025-12-24T20:33:43.072686] [INFO ] [sig       ] TWIN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:43.211424] [INFO ] [LOCAL     ] Saved forecast: TWIN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TWIN.txt
[2025-12-24T20:33:43.211545] [INFO ] [sig       ] [3221/3551] Completed TWIN in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-24T20:33:43.211601] [INFO ] [sig       ] [3222/3551] Forecasting TWLO...
[2025-12-24T20:33:43.211633] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-12-24T20:33:43.211662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-12-24T20:33:43.223203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2025-12-24T20:33:43.223447] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-12-24T20:33:43.224211] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-12-24T20:33:43.224263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:43.224318] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:43.224346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:43.224403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:43.280282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:43.280892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:43.280970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:43.281003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:43.405038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:43.405166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:43.405205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:43.405233] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:43.408489] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=30.76%)
[2025-12-24T20:33:43.408780] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-12-24T20:33:43.408904] [INFO ] [sig       ] TWLO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:43.550203] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TWLO.txt
[2025-12-24T20:33:43.550316] [INFO ] [sig       ] [3222/3551] Completed TWLO in 0.3s | 2.88 sym/s | Total: 18.6m | ETA: 1.9m
[2025-12-24T20:33:43.550361] [INFO ] [sig       ] [3223/3551] Forecasting TWO...
[2025-12-24T20:33:43.550392] [INFO ] [sig       ] Generating forecast for: TWO
[2025-12-24T20:33:43.550421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-12-24T20:33:43.562879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2025-12-24T20:33:43.563128] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-12-24T20:33:43.563874] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-12-24T20:33:43.563926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:43.563957] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:43.563983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:43.564040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:43.620154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:43.620753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:43.620831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:43.620862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:43.736238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:43.736380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:43.736418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:43.736447] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:43.739720] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=50.40%)
[2025-12-24T20:33:43.739989] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-12-24T20:33:43.740108] [INFO ] [sig       ] TWO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:43.880279] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TWO.txt
[2025-12-24T20:33:43.880399] [INFO ] [sig       ] [3223/3551] Completed TWO in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-24T20:33:43.880439] [INFO ] [sig       ] [3224/3551] Forecasting TX...
[2025-12-24T20:33:43.880469] [INFO ] [sig       ] Generating forecast for: TX
[2025-12-24T20:33:43.880499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-12-24T20:33:43.891966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2025-12-24T20:33:43.892288] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-12-24T20:33:43.893055] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-12-24T20:33:43.893107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:43.893138] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:43.893165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:43.893221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:43.949799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:43.950443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:43.950537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:43.950588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:44.067182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:44.067339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:44.067379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:44.067407] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:44.070724] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: UP (p=88.04%)
[2025-12-24T20:33:44.070993] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-12-24T20:33:44.071132] [INFO ] [sig       ] TX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:44.210545] [INFO ] [LOCAL     ] Saved forecast: TX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TX.txt
[2025-12-24T20:33:44.210678] [INFO ] [sig       ] [3224/3551] Completed TX in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-24T20:33:44.210716] [INFO ] [sig       ] [3225/3551] Forecasting TXG...
[2025-12-24T20:33:44.210749] [INFO ] [sig       ] Generating forecast for: TXG
[2025-12-24T20:33:44.210780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2025-12-24T20:33:44.221958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2025-12-24T20:33:44.222218] [INFO ] [FORECASTER] Starting predict_future for TXG
[2025-12-24T20:33:44.222967] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2025-12-24T20:33:44.223018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:44.223054] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:44.223081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:44.223137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:44.280101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:44.280712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:44.280805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:44.280845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:44.395396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:44.395544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:44.395599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:44.395630] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:44.398968] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: DOWN (p=0.22%)
[2025-12-24T20:33:44.399231] [INFO ] [FORECASTER] Completed predict_future for TXG
[2025-12-24T20:33:44.399384] [INFO ] [sig       ] TXG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:44.541966] [INFO ] [LOCAL     ] Saved forecast: TXG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TXG.txt
[2025-12-24T20:33:44.542100] [INFO ] [sig       ] [3225/3551] Completed TXG in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-24T20:33:44.542140] [INFO ] [sig       ] [3226/3551] Forecasting TXMD...
[2025-12-24T20:33:44.542169] [INFO ] [sig       ] Generating forecast for: TXMD
[2025-12-24T20:33:44.542199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2025-12-24T20:33:44.553393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2025-12-24T20:33:44.553682] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2025-12-24T20:33:44.554421] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2025-12-24T20:33:44.554472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:44.554503] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:44.554529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:44.554605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:44.610848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:44.611649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:44.611728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:44.611759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:44.725497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:44.725673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:44.725731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:44.725760] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:44.729304] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-12-24T20:33:44.729610] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2025-12-24T20:33:44.729740] [INFO ] [sig       ] TXMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:44.867248] [INFO ] [LOCAL     ] Saved forecast: TXMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TXMD.txt
[2025-12-24T20:33:44.867381] [INFO ] [sig       ] [3226/3551] Completed TXMD in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-24T20:33:44.867420] [INFO ] [sig       ] [3227/3551] Forecasting TXN...
[2025-12-24T20:33:44.867450] [INFO ] [sig       ] Generating forecast for: TXN
[2025-12-24T20:33:44.867479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2025-12-24T20:33:44.879687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2025-12-24T20:33:44.880015] [INFO ] [FORECASTER] Starting predict_future for TXN
[2025-12-24T20:33:44.880842] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2025-12-24T20:33:44.880896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:44.880927] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:44.880953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:44.881008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:44.943696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:44.944874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:44.944999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:44.945055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:45.079163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:45.079351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:45.079395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:45.079426] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:45.082836] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: DOWN (p=28.95%)
[2025-12-24T20:33:45.083107] [INFO ] [FORECASTER] Completed predict_future for TXN
[2025-12-24T20:33:45.083229] [INFO ] [sig       ] TXN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:45.234901] [INFO ] [LOCAL     ] Saved forecast: TXN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TXN.txt
[2025-12-24T20:33:45.235084] [INFO ] [sig       ] [3227/3551] Completed TXN in 0.4s | 2.88 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-24T20:33:45.235126] [INFO ] [sig       ] [3228/3551] Forecasting TXO...
[2025-12-24T20:33:45.235157] [INFO ] [sig       ] Generating forecast for: TXO
[2025-12-24T20:33:45.235188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-12-24T20:33:45.250914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2025-12-24T20:33:45.251278] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-12-24T20:33:45.252174] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-12-24T20:33:45.252239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:45.252286] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:45.252323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:45.252383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:45.313929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:45.314812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:45.314922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:45.314967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:45.446008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:45.446159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:45.446200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:45.446229] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:45.449862] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=41.94%)
[2025-12-24T20:33:45.450165] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-12-24T20:33:45.450294] [INFO ] [sig       ] TXO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:45.603014] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TXO.txt
[2025-12-24T20:33:45.603162] [INFO ] [sig       ] [3228/3551] Completed TXO in 0.4s | 2.88 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-24T20:33:45.603201] [INFO ] [sig       ] [3229/3551] Forecasting TXRH...
[2025-12-24T20:33:45.603232] [INFO ] [sig       ] Generating forecast for: TXRH
[2025-12-24T20:33:45.603261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2025-12-24T20:33:45.614803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2025-12-24T20:33:45.615107] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2025-12-24T20:33:45.615883] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2025-12-24T20:33:45.615935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:45.615966] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:45.615992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:45.616048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:45.671225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:45.671872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:45.671950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:45.671982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:45.790120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:45.790278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:45.790317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:45.790346] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:45.793667] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: UP (p=85.39%)
[2025-12-24T20:33:45.793934] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2025-12-24T20:33:45.794053] [INFO ] [sig       ] TXRH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:45.932913] [INFO ] [LOCAL     ] Saved forecast: TXRH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/TXRH.txt
[2025-12-24T20:33:45.933042] [INFO ] [sig       ] [3229/3551] Completed TXRH in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-24T20:33:45.933081] [INFO ] [sig       ] [3230/3551] Forecasting TY...
[2025-12-24T20:33:45.933110] [INFO ] [sig       ] Generating forecast for: TY
[2025-12-24T20:33:45.933139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-12-24T20:33:45.944422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2025-12-24T20:33:45.944710] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-12-24T20:33:45.945446] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-12-24T20:33:45.945497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:45.945539] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:45.945583] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:45.945643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:46.004129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:46.004837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:46.004924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:46.004957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:46.123358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:46.123515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:46.123553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:46.123601] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:46.127143] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2025-12-24T20:33:46.127419] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-12-24T20:33:46.127553] [INFO ] [sig       ] TY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:46.267778] [INFO ] [LOCAL     ] Saved forecast: TY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TY.txt
[2025-12-24T20:33:46.267932] [INFO ] [sig       ] [3230/3551] Completed TY in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-24T20:33:46.267972] [INFO ] [sig       ] [3231/3551] Forecasting TYG...
[2025-12-24T20:33:46.268001] [INFO ] [sig       ] Generating forecast for: TYG
[2025-12-24T20:33:46.268033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-12-24T20:33:46.279343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2025-12-24T20:33:46.279727] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-12-24T20:33:46.280515] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-12-24T20:33:46.280589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:46.280624] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:46.280650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:46.280706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:46.336517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:46.337452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:46.337547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:46.337599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:46.455441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:46.455608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:46.455649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:46.455677] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:46.458968] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=4.76%)
[2025-12-24T20:33:46.459232] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-12-24T20:33:46.459381] [INFO ] [sig       ] TYG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:46.603116] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TYG.txt
[2025-12-24T20:33:46.603256] [INFO ] [sig       ] [3231/3551] Completed TYG in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.9m
[2025-12-24T20:33:46.603295] [INFO ] [sig       ] [3232/3551] Forecasting TYGO...
[2025-12-24T20:33:46.603326] [INFO ] [sig       ] Generating forecast for: TYGO
[2025-12-24T20:33:46.603356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2025-12-24T20:33:46.617510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2025-12-24T20:33:46.618006] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2025-12-24T20:33:46.618854] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2025-12-24T20:33:46.618905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:46.618936] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:46.618963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:46.619019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:46.677393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:46.678298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:46.678422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:46.678456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:46.792986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:46.793156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:46.793198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:46.793226] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:46.797059] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: DOWN (p=41.08%)
[2025-12-24T20:33:46.797326] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2025-12-24T20:33:46.797452] [INFO ] [sig       ] TYGO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:46.943421] [INFO ] [LOCAL     ] Saved forecast: TYGO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TYGO.txt
[2025-12-24T20:33:46.943596] [INFO ] [sig       ] [3232/3551] Completed TYGO in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-24T20:33:46.943645] [INFO ] [sig       ] [3233/3551] Forecasting TYL...
[2025-12-24T20:33:46.943677] [INFO ] [sig       ] Generating forecast for: TYL
[2025-12-24T20:33:46.943709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-12-24T20:33:46.957729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2025-12-24T20:33:46.958184] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-12-24T20:33:46.959007] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-12-24T20:33:46.959059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:46.959090] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:46.959117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:46.959173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:47.017204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:47.018130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:47.018252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:47.018286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:47.141671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:47.141829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:47.141870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:47.141898] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:47.145227] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: DOWN (p=11.27%)
[2025-12-24T20:33:47.145490] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-12-24T20:33:47.145629] [INFO ] [sig       ] TYL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:47.286919] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TYL.txt
[2025-12-24T20:33:47.287050] [INFO ] [sig       ] [3233/3551] Completed TYL in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-24T20:33:47.287089] [INFO ] [sig       ] [3234/3551] Forecasting TYRA...
[2025-12-24T20:33:47.287119] [INFO ] [sig       ] Generating forecast for: TYRA
[2025-12-24T20:33:47.287157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2025-12-24T20:33:47.299930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2025-12-24T20:33:47.300417] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2025-12-24T20:33:47.301197] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2025-12-24T20:33:47.301251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:47.301281] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:47.301307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:47.301365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:47.358118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:47.358748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:47.358827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:47.358862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:47.484166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:47.484307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:47.484346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:47.484375] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:47.487879] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: DOWN (p=40.29%)
[2025-12-24T20:33:47.488376] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2025-12-24T20:33:47.488506] [INFO ] [sig       ] TYRA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:47.632406] [INFO ] [LOCAL     ] Saved forecast: TYRA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TYRA.txt
[2025-12-24T20:33:47.632711] [INFO ] [sig       ] [3234/3551] Completed TYRA in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-24T20:33:47.632757] [INFO ] [sig       ] [3235/3551] Forecasting TZOO...
[2025-12-24T20:33:47.632788] [INFO ] [sig       ] Generating forecast for: TZOO
[2025-12-24T20:33:47.632818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2025-12-24T20:33:47.645170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2025-12-24T20:33:47.645492] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2025-12-24T20:33:47.646304] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2025-12-24T20:33:47.646358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:47.646390] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:47.646416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:47.646473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:47.702353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:47.703096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:47.703177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:47.703209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:47.823965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:47.824127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:47.824169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:47.824197] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:47.827768] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: DOWN (p=48.98%)
[2025-12-24T20:33:47.828047] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2025-12-24T20:33:47.828171] [INFO ] [sig       ] TZOO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:47.970192] [INFO ] [LOCAL     ] Saved forecast: TZOO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/TZOO.txt
[2025-12-24T20:33:47.970369] [INFO ] [sig       ] [3235/3551] Completed TZOO in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-24T20:33:47.970410] [INFO ] [sig       ] [3236/3551] Forecasting UAA...
[2025-12-24T20:33:47.970440] [INFO ] [sig       ] Generating forecast for: UAA
[2025-12-24T20:33:47.970471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-12-24T20:33:47.981819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2025-12-24T20:33:47.982193] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-12-24T20:33:47.982979] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-12-24T20:33:47.983031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:47.983063] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:47.983089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:47.983146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:48.039253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:48.040374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:48.040461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:48.040494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:48.163775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:48.163950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:48.163990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:48.164018] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:48.167353] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: DOWN (p=18.41%)
[2025-12-24T20:33:48.167653] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-12-24T20:33:48.167779] [INFO ] [sig       ] UAA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:48.308998] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UAA.txt
[2025-12-24T20:33:48.309128] [INFO ] [sig       ] [3236/3551] Completed UAA in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-24T20:33:48.309167] [INFO ] [sig       ] [3237/3551] Forecasting UAE...
[2025-12-24T20:33:48.309195] [INFO ] [sig       ] Generating forecast for: UAE
[2025-12-24T20:33:48.309225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2025-12-24T20:33:48.320786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2025-12-24T20:33:48.321112] [INFO ] [FORECASTER] Starting predict_future for UAE
[2025-12-24T20:33:48.321891] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2025-12-24T20:33:48.321942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:48.321973] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:48.322000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:48.322056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:48.382423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:48.383444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:48.383548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:48.383600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:48.505320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:48.505492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:48.505538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:48.505609] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:48.509124] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: UP (p=87.33%)
[2025-12-24T20:33:48.509426] [INFO ] [FORECASTER] Completed predict_future for UAE
[2025-12-24T20:33:48.509549] [INFO ] [sig       ] UAE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:48.648869] [INFO ] [LOCAL     ] Saved forecast: UAE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UAE.txt
[2025-12-24T20:33:48.649180] [INFO ] [sig       ] [3237/3551] Completed UAE in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-24T20:33:48.649219] [INFO ] [sig       ] [3238/3551] Forecasting UAL...
[2025-12-24T20:33:48.649248] [INFO ] [sig       ] Generating forecast for: UAL
[2025-12-24T20:33:48.649304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2025-12-24T20:33:48.661129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2025-12-24T20:33:48.661433] [INFO ] [FORECASTER] Starting predict_future for UAL
[2025-12-24T20:33:48.662220] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2025-12-24T20:33:48.662271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:48.662302] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:48.662328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:48.662392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:48.718904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:48.719772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:48.719858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:48.719892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:48.841654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:48.841814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:48.841861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:48.841891] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:48.845270] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: DOWN (p=4.99%)
[2025-12-24T20:33:48.845560] [INFO ] [FORECASTER] Completed predict_future for UAL
[2025-12-24T20:33:48.845707] [INFO ] [sig       ] UAL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:48.991958] [INFO ] [LOCAL     ] Saved forecast: UAL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UAL.txt
[2025-12-24T20:33:48.992117] [INFO ] [sig       ] [3238/3551] Completed UAL in 0.3s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-24T20:33:48.992157] [INFO ] [sig       ] [3239/3551] Forecasting UBFO...
[2025-12-24T20:33:48.992188] [INFO ] [sig       ] Generating forecast for: UBFO
[2025-12-24T20:33:48.992217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2025-12-24T20:33:49.004318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2025-12-24T20:33:49.004703] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2025-12-24T20:33:49.005675] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2025-12-24T20:33:49.005727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:49.005784] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:49.005813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:49.005874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:49.063138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:49.064054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:49.064136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:49.064168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:49.188748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:49.188917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:49.188965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:49.188996] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:49.192819] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: DOWN (p=18.90%)
[2025-12-24T20:33:49.193198] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2025-12-24T20:33:49.193343] [INFO ] [sig       ] UBFO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:49.342265] [INFO ] [LOCAL     ] Saved forecast: UBFO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UBFO.txt
[2025-12-24T20:33:49.342428] [INFO ] [sig       ] [3239/3551] Completed UBFO in 0.4s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-24T20:33:49.342468] [INFO ] [sig       ] [3240/3551] Forecasting UBND...
[2025-12-24T20:33:49.342498] [INFO ] [sig       ] Generating forecast for: UBND
[2025-12-24T20:33:49.342530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2025-12-24T20:33:49.355332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2025-12-24T20:33:49.355734] [INFO ] [FORECASTER] Starting predict_future for UBND
[2025-12-24T20:33:49.356490] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2025-12-24T20:33:49.356542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:49.356595] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:49.356626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:49.356682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:49.416471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:49.417351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:49.417434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:49.417467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:49.550166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:49.550321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:49.550375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:49.550404] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:49.553716] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: DOWN (p=35.46%)
[2025-12-24T20:33:49.553986] [INFO ] [FORECASTER] Completed predict_future for UBND
[2025-12-24T20:33:49.554112] [INFO ] [sig       ] UBND: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:49.700330] [INFO ] [LOCAL     ] Saved forecast: UBND	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UBND.txt
[2025-12-24T20:33:49.700483] [INFO ] [sig       ] [3240/3551] Completed UBND in 0.4s | 2.88 sym/s | Total: 18.7m | ETA: 1.8m
[2025-12-24T20:33:49.700522] [INFO ] [sig       ] [3241/3551] Forecasting UBRL...
[2025-12-24T20:33:49.700553] [INFO ] [sig       ] Generating forecast for: UBRL
[2025-12-24T20:33:49.700602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2025-12-24T20:33:49.711949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2025-12-24T20:33:49.712243] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2025-12-24T20:33:49.713002] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2025-12-24T20:33:49.713054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:49.713087] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:49.713114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:49.713181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:49.771446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:49.772292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:49.772373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:49.772407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:49.905987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:49.906158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:49.906199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:49.906227] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:49.909829] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: DOWN (p=31.64%)
[2025-12-24T20:33:49.910108] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2025-12-24T20:33:49.910234] [INFO ] [sig       ] UBRL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:50.056948] [INFO ] [LOCAL     ] Saved forecast: UBRL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UBRL.txt
[2025-12-24T20:33:50.057114] [INFO ] [sig       ] [3241/3551] Completed UBRL in 0.4s | 2.88 sym/s | Total: 18.8m | ETA: 1.8m
[2025-12-24T20:33:50.057160] [INFO ] [sig       ] [3242/3551] Forecasting UBS...
[2025-12-24T20:33:50.057190] [INFO ] [sig       ] Generating forecast for: UBS
[2025-12-24T20:33:50.057222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-12-24T20:33:50.070178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2025-12-24T20:33:50.070465] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-12-24T20:33:50.071248] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-12-24T20:33:50.071301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:50.071333] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:50.071361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:50.071418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:50.136308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:50.137310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:50.137395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:50.137428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:50.263075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:50.263232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:50.263272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:50.263361] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:50.266757] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2025-12-24T20:33:50.267040] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-12-24T20:33:50.267169] [INFO ] [sig       ] UBS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:50.407335] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UBS.txt
[2025-12-24T20:33:50.407494] [INFO ] [sig       ] [3242/3551] Completed UBS in 0.4s | 2.88 sym/s | Total: 18.8m | ETA: 1.8m
[2025-12-24T20:33:50.407532] [INFO ] [sig       ] [3243/3551] Forecasting UBSI...
[2025-12-24T20:33:50.407563] [INFO ] [sig       ] Generating forecast for: UBSI
[2025-12-24T20:33:50.407616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2025-12-24T20:33:50.419161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2025-12-24T20:33:50.419533] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2025-12-24T20:33:50.420296] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2025-12-24T20:33:50.420391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:50.420425] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:50.420452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:50.420507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:50.477711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:50.478495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:50.478595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:50.478631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:50.598284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:50.598453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:50.598494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:50.598522] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:50.602002] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: UP (p=92.69%)
[2025-12-24T20:33:50.602264] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2025-12-24T20:33:50.602382] [INFO ] [sig       ] UBSI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:50.747404] [INFO ] [LOCAL     ] Saved forecast: UBSI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UBSI.txt
[2025-12-24T20:33:50.747591] [INFO ] [sig       ] [3243/3551] Completed UBSI in 0.3s | 2.88 sym/s | Total: 18.8m | ETA: 1.8m
[2025-12-24T20:33:50.747638] [INFO ] [sig       ] [3244/3551] Forecasting UDMY...
[2025-12-24T20:33:50.747668] [INFO ] [sig       ] Generating forecast for: UDMY
[2025-12-24T20:33:50.747698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2025-12-24T20:33:50.759969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2025-12-24T20:33:50.760332] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2025-12-24T20:33:50.761106] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2025-12-24T20:33:50.761158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:50.761189] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:50.761216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:50.761273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:50.821760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:50.822646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:50.822752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:50.822788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:50.938090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:50.938242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:50.938283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:50.938313] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:50.941657] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: DOWN (p=10.37%)
[2025-12-24T20:33:50.941934] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2025-12-24T20:33:50.942059] [INFO ] [sig       ] UDMY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:51.085254] [INFO ] [LOCAL     ] Saved forecast: UDMY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UDMY.txt
[2025-12-24T20:33:51.085380] [INFO ] [sig       ] [3244/3551] Completed UDMY in 0.3s | 2.88 sym/s | Total: 18.8m | ETA: 1.8m
[2025-12-24T20:33:51.085422] [INFO ] [sig       ] [3245/3551] Forecasting UE...
[2025-12-24T20:33:51.085460] [INFO ] [sig       ] Generating forecast for: UE
[2025-12-24T20:33:51.085503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-12-24T20:33:51.101263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2025-12-24T20:33:51.101805] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-12-24T20:33:51.102935] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-12-24T20:33:51.102993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:51.103027] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:51.103056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:51.103116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:51.163508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:51.164676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:51.164813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:51.164851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:51.291465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:51.291727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:51.291783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:51.291813] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:51.295793] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: DOWN (p=13.81%)
[2025-12-24T20:33:51.296122] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-12-24T20:33:51.296262] [INFO ] [sig       ] UE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:51.453397] [INFO ] [LOCAL     ] Saved forecast: UE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UE.txt
[2025-12-24T20:33:51.453616] [INFO ] [sig       ] [3245/3551] Completed UE in 0.4s | 2.88 sym/s | Total: 18.8m | ETA: 1.8m
[2025-12-24T20:33:51.453660] [INFO ] [sig       ] [3246/3551] Forecasting UEIC...
[2025-12-24T20:33:51.453692] [INFO ] [sig       ] Generating forecast for: UEIC
[2025-12-24T20:33:51.453724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2025-12-24T20:33:51.467310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2025-12-24T20:33:51.467726] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2025-12-24T20:33:51.468523] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2025-12-24T20:33:51.468593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:51.468628] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:51.468655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:51.468710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:51.525197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:51.525846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:51.525927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:51.525958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:51.647720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:51.647878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:51.647919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:51.647949] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:51.651744] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: DOWN (p=34.72%)
[2025-12-24T20:33:51.652026] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2025-12-24T20:33:51.652146] [INFO ] [sig       ] UEIC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:51.823485] [INFO ] [LOCAL     ] Saved forecast: UEIC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UEIC.txt
[2025-12-24T20:33:51.823678] [INFO ] [sig       ] [3246/3551] Completed UEIC in 0.4s | 2.88 sym/s | Total: 18.8m | ETA: 1.8m
[2025-12-24T20:33:51.823731] [INFO ] [sig       ] [3247/3551] Forecasting UFCS...
[2025-12-24T20:33:51.823769] [INFO ] [sig       ] Generating forecast for: UFCS
[2025-12-24T20:33:51.823799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2025-12-24T20:33:51.838939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2025-12-24T20:33:51.839669] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2025-12-24T20:33:51.840889] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2025-12-24T20:33:51.840963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:51.841018] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:51.841061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:51.841139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:51.902478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:51.903642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:51.903751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:51.903786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:52.033927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:52.034164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:52.034211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:52.034243] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:52.038902] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: DOWN (p=5.44%)
[2025-12-24T20:33:52.039551] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2025-12-24T20:33:52.039757] [INFO ] [sig       ] UFCS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:52.190867] [INFO ] [LOCAL     ] Saved forecast: UFCS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UFCS.txt
[2025-12-24T20:33:52.191085] [INFO ] [sig       ] [3247/3551] Completed UFCS in 0.4s | 2.88 sym/s | Total: 18.8m | ETA: 1.8m
[2025-12-24T20:33:52.191128] [INFO ] [sig       ] [3248/3551] Forecasting UFI...
[2025-12-24T20:33:52.191160] [INFO ] [sig       ] Generating forecast for: UFI
[2025-12-24T20:33:52.191191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-12-24T20:33:52.204678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2025-12-24T20:33:52.205226] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-12-24T20:33:52.206387] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-12-24T20:33:52.206452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:52.206486] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:52.206513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:52.206597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:52.263787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:52.264960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:52.265057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:52.265091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:52.391585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:52.391809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:52.391854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:52.391884] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:52.395769] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=46.47%)
[2025-12-24T20:33:52.396100] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-12-24T20:33:52.396236] [INFO ] [sig       ] UFI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:52.542107] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UFI.txt
[2025-12-24T20:33:52.542347] [INFO ] [sig       ] [3248/3551] Completed UFI in 0.4s | 2.88 sym/s | Total: 18.8m | ETA: 1.8m
[2025-12-24T20:33:52.542396] [INFO ] [sig       ] [3249/3551] Forecasting UFO...
[2025-12-24T20:33:52.542440] [INFO ] [sig       ] Generating forecast for: UFO
[2025-12-24T20:33:52.542474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2025-12-24T20:33:52.556805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2025-12-24T20:33:52.557329] [INFO ] [FORECASTER] Starting predict_future for UFO
[2025-12-24T20:33:52.558155] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2025-12-24T20:33:52.558207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:52.558239] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:52.558265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:52.558323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:52.615558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:52.616451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:52.616588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:52.616624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:52.733749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:52.733908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:52.733946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:52.734003] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:52.737420] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: UP (p=95.65%)
[2025-12-24T20:33:52.737715] [INFO ] [FORECASTER] Completed predict_future for UFO
[2025-12-24T20:33:52.737836] [INFO ] [sig       ] UFO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:52.876601] [INFO ] [LOCAL     ] Saved forecast: UFO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UFO.txt
[2025-12-24T20:33:52.876734] [INFO ] [sig       ] [3249/3551] Completed UFO in 0.3s | 2.88 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-24T20:33:52.876771] [INFO ] [sig       ] [3250/3551] Forecasting UFPI...
[2025-12-24T20:33:52.876801] [INFO ] [sig       ] Generating forecast for: UFPI
[2025-12-24T20:33:52.876831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2025-12-24T20:33:52.888950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2025-12-24T20:33:52.889303] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2025-12-24T20:33:52.890139] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2025-12-24T20:33:52.890193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:52.890224] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:52.890250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:52.890305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:52.947840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:52.948618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:52.948702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:52.948736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:53.068656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:53.068821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:53.068878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:53.068908] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:53.072401] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: DOWN (p=27.03%)
[2025-12-24T20:33:53.072700] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2025-12-24T20:33:53.072824] [INFO ] [sig       ] UFPI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:53.216109] [INFO ] [LOCAL     ] Saved forecast: UFPI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UFPI.txt
[2025-12-24T20:33:53.216259] [INFO ] [sig       ] [3250/3551] Completed UFPI in 0.3s | 2.88 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-24T20:33:53.216299] [INFO ] [sig       ] [3251/3551] Forecasting UGI...
[2025-12-24T20:33:53.216327] [INFO ] [sig       ] Generating forecast for: UGI
[2025-12-24T20:33:53.216357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-12-24T20:33:53.228224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2025-12-24T20:33:53.228544] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-12-24T20:33:53.229415] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-12-24T20:33:53.229469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:53.229501] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:53.229534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:53.229615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:53.287712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:53.288461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:53.288545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:53.288595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:53.407386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:53.407540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:53.407609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:53.407642] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:53.411032] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=14.37%)
[2025-12-24T20:33:53.411299] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-12-24T20:33:53.411421] [INFO ] [sig       ] UGI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:53.553242] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UGI.txt
[2025-12-24T20:33:53.553402] [INFO ] [sig       ] [3251/3551] Completed UGI in 0.3s | 2.88 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-24T20:33:53.553443] [INFO ] [sig       ] [3252/3551] Forecasting UGP...
[2025-12-24T20:33:53.553473] [INFO ] [sig       ] Generating forecast for: UGP
[2025-12-24T20:33:53.553503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-12-24T20:33:53.566607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2025-12-24T20:33:53.566979] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-12-24T20:33:53.567980] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-12-24T20:33:53.568033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:53.568066] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:53.568284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:53.568342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:53.628625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:53.629547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:53.629654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:53.629688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:53.759976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:53.760137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:53.760178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:53.760207] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:53.763939] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: UP (p=83.10%)
[2025-12-24T20:33:53.764258] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-12-24T20:33:53.764399] [INFO ] [sig       ] UGP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:53.912856] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UGP.txt
[2025-12-24T20:33:53.913057] [INFO ] [sig       ] [3252/3551] Completed UGP in 0.4s | 2.88 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-24T20:33:53.913099] [INFO ] [sig       ] [3253/3551] Forecasting UHAL...
[2025-12-24T20:33:53.913130] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-12-24T20:33:53.913160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-12-24T20:33:53.925139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2025-12-24T20:33:53.925812] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-12-24T20:33:53.926695] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-12-24T20:33:53.926751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:53.926785] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:53.926813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:53.926871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:53.986909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:53.987799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:53.987883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:53.987918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:54.113833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:54.113994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:54.114035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:54.114063] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:54.118006] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: DOWN (p=26.30%)
[2025-12-24T20:33:54.118278] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-12-24T20:33:54.118400] [INFO ] [sig       ] UHAL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:54.259212] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UHAL.txt
[2025-12-24T20:33:54.259392] [INFO ] [sig       ] [3253/3551] Completed UHAL in 0.3s | 2.88 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-24T20:33:54.259432] [INFO ] [sig       ] [3254/3551] Forecasting UHG...
[2025-12-24T20:33:54.259472] [INFO ] [sig       ] Generating forecast for: UHG
[2025-12-24T20:33:54.259505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2025-12-24T20:33:54.271547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2025-12-24T20:33:54.271911] [INFO ] [FORECASTER] Starting predict_future for UHG
[2025-12-24T20:33:54.272733] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2025-12-24T20:33:54.272787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:54.272832] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:54.272860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:54.272919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:54.330076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:54.330929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:54.331014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:54.331050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:54.451483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:54.451650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:54.451692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:54.451720] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:54.455055] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: UP (p=56.73%)
[2025-12-24T20:33:54.455337] [INFO ] [FORECASTER] Completed predict_future for UHG
[2025-12-24T20:33:54.455460] [INFO ] [sig       ] UHG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:54.598230] [INFO ] [LOCAL     ] Saved forecast: UHG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UHG.txt
[2025-12-24T20:33:54.598377] [INFO ] [sig       ] [3254/3551] Completed UHG in 0.3s | 2.88 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-24T20:33:54.598416] [INFO ] [sig       ] [3255/3551] Forecasting UHS...
[2025-12-24T20:33:54.598446] [INFO ] [sig       ] Generating forecast for: UHS
[2025-12-24T20:33:54.598476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-12-24T20:33:54.610176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2025-12-24T20:33:54.610504] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-12-24T20:33:54.611335] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-12-24T20:33:54.611389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:54.611421] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:54.611446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:54.611503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:54.668783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:54.669620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:54.669709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:54.669742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:54.791602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:54.791757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:54.791797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:54.791826] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:54.795207] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: DOWN (p=33.64%)
[2025-12-24T20:33:54.795481] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-12-24T20:33:54.795623] [INFO ] [sig       ] UHS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:54.953369] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UHS.txt
[2025-12-24T20:33:54.953514] [INFO ] [sig       ] [3255/3551] Completed UHS in 0.4s | 2.88 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-24T20:33:54.953554] [INFO ] [sig       ] [3256/3551] Forecasting UI...
[2025-12-24T20:33:54.953608] [INFO ] [sig       ] Generating forecast for: UI
[2025-12-24T20:33:54.953641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-12-24T20:33:54.965889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UI'.
[2025-12-24T20:33:54.966295] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-12-24T20:33:54.967085] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-12-24T20:33:54.967137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:54.967194] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:54.967222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:54.967278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:55.024344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:55.025248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:55.025338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:55.025371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:55.147733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:55.147892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:55.147934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:55.147963] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:55.151335] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: DOWN (p=11.62%)
[2025-12-24T20:33:55.151629] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-12-24T20:33:55.151757] [INFO ] [sig       ] UI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:55.298927] [INFO ] [LOCAL     ] Saved forecast: UI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UI.txt
[2025-12-24T20:33:55.299073] [INFO ] [sig       ] [3256/3551] Completed UI in 0.3s | 2.88 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-24T20:33:55.299117] [INFO ] [sig       ] [3257/3551] Forecasting UIS...
[2025-12-24T20:33:55.299161] [INFO ] [sig       ] Generating forecast for: UIS
[2025-12-24T20:33:55.299205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-12-24T20:33:55.310246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2025-12-24T20:33:55.310552] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-12-24T20:33:55.311348] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-12-24T20:33:55.311407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:55.311440] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:55.311467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:55.311524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:55.369544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:55.370472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:55.370556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:55.370607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:55.492861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:55.493018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:55.493065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:55.493106] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:55.496565] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=9.79%)
[2025-12-24T20:33:55.496848] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-12-24T20:33:55.496967] [INFO ] [sig       ] UIS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:55.640415] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UIS.txt
[2025-12-24T20:33:55.640590] [INFO ] [sig       ] [3257/3551] Completed UIS in 0.3s | 2.88 sym/s | Total: 18.8m | ETA: 1.7m
[2025-12-24T20:33:55.640632] [INFO ] [sig       ] [3258/3551] Forecasting UITB...
[2025-12-24T20:33:55.640668] [INFO ] [sig       ] Generating forecast for: UITB
[2025-12-24T20:33:55.640699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2025-12-24T20:33:55.653275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2025-12-24T20:33:55.653629] [INFO ] [FORECASTER] Starting predict_future for UITB
[2025-12-24T20:33:55.654389] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2025-12-24T20:33:55.654441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:55.654473] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:55.654499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:55.654555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:55.710188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:55.710839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:55.710920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:55.710952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:55.827802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:55.827957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:55.827995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:55.828022] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:55.831362] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: DOWN (p=47.81%)
[2025-12-24T20:33:55.831652] [INFO ] [FORECASTER] Completed predict_future for UITB
[2025-12-24T20:33:55.831776] [INFO ] [sig       ] UITB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:55.971493] [INFO ] [LOCAL     ] Saved forecast: UITB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UITB.txt
[2025-12-24T20:33:55.971665] [INFO ] [sig       ] [3258/3551] Completed UITB in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.7m
[2025-12-24T20:33:55.971706] [INFO ] [sig       ] [3259/3551] Forecasting UL...
[2025-12-24T20:33:55.971735] [INFO ] [sig       ] Generating forecast for: UL
[2025-12-24T20:33:55.971767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-12-24T20:33:55.983820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2025-12-24T20:33:55.984110] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-12-24T20:33:55.984962] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-12-24T20:33:55.985017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:55.985049] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:55.985078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:55.985135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:56.041076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:56.041708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:56.041786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:56.041818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:56.161706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:56.161852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:56.161890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:56.161950] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:56.165452] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: DOWN (p=8.12%)
[2025-12-24T20:33:56.165738] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-12-24T20:33:56.165858] [INFO ] [sig       ] UL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:56.302835] [INFO ] [LOCAL     ] Saved forecast: UL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UL.txt
[2025-12-24T20:33:56.302982] [INFO ] [sig       ] [3259/3551] Completed UL in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.7m
[2025-12-24T20:33:56.303023] [INFO ] [sig       ] [3260/3551] Forecasting ULBI...
[2025-12-24T20:33:56.303054] [INFO ] [sig       ] Generating forecast for: ULBI
[2025-12-24T20:33:56.303084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2025-12-24T20:33:56.314455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULBI'.
[2025-12-24T20:33:56.314789] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2025-12-24T20:33:56.315764] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2025-12-24T20:33:56.315817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:56.315849] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:56.315877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:56.315933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:56.373237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:56.374127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:56.374214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:56.374247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:56.495448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:56.495617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:56.495660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:56.495690] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:56.499021] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: UP (p=76.51%)
[2025-12-24T20:33:56.499323] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2025-12-24T20:33:56.499446] [INFO ] [sig       ] ULBI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:56.636091] [INFO ] [LOCAL     ] Saved forecast: ULBI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ULBI.txt
[2025-12-24T20:33:56.636218] [INFO ] [sig       ] [3260/3551] Completed ULBI in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.7m
[2025-12-24T20:33:56.636256] [INFO ] [sig       ] [3261/3551] Forecasting ULCC...
[2025-12-24T20:33:56.636285] [INFO ] [sig       ] Generating forecast for: ULCC
[2025-12-24T20:33:56.636315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2025-12-24T20:33:56.648157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2025-12-24T20:33:56.648474] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2025-12-24T20:33:56.649301] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2025-12-24T20:33:56.649355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:56.649388] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:56.649415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:56.649474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:56.704536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:56.705170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:56.705248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:56.705281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:56.828355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:56.828525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:56.828583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:56.828635] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:56.832171] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: DOWN (p=14.33%)
[2025-12-24T20:33:56.832446] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2025-12-24T20:33:56.832599] [INFO ] [sig       ] ULCC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:56.971731] [INFO ] [LOCAL     ] Saved forecast: ULCC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ULCC.txt
[2025-12-24T20:33:56.971887] [INFO ] [sig       ] [3261/3551] Completed ULCC in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.7m
[2025-12-24T20:33:56.971927] [INFO ] [sig       ] [3262/3551] Forecasting ULH...
[2025-12-24T20:33:56.971957] [INFO ] [sig       ] Generating forecast for: ULH
[2025-12-24T20:33:56.971989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2025-12-24T20:33:56.983867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2025-12-24T20:33:56.984280] [INFO ] [FORECASTER] Starting predict_future for ULH
[2025-12-24T20:33:56.985165] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2025-12-24T20:33:56.985224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:56.985257] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:56.985286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:56.985343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:57.048858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:57.049650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:57.049733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:57.049765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:57.168367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:57.168517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:57.168557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:57.168607] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:57.172047] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: DOWN (p=9.13%)
[2025-12-24T20:33:57.172310] [INFO ] [FORECASTER] Completed predict_future for ULH
[2025-12-24T20:33:57.172429] [INFO ] [sig       ] ULH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:57.310761] [INFO ] [LOCAL     ] Saved forecast: ULH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ULH.txt
[2025-12-24T20:33:57.310892] [INFO ] [sig       ] [3262/3551] Completed ULH in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.7m
[2025-12-24T20:33:57.310930] [INFO ] [sig       ] [3263/3551] Forecasting ULTA...
[2025-12-24T20:33:57.310960] [INFO ] [sig       ] Generating forecast for: ULTA
[2025-12-24T20:33:57.310990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2025-12-24T20:33:57.321935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2025-12-24T20:33:57.322253] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2025-12-24T20:33:57.323018] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2025-12-24T20:33:57.323070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:57.323102] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:57.323129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:57.323186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:57.378320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:57.378972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:57.379054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:57.379100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:57.493627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:57.493778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:57.493817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:57.493846] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:57.497126] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: UP (p=76.06%)
[2025-12-24T20:33:57.497390] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2025-12-24T20:33:57.497508] [INFO ] [sig       ] ULTA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:57.636320] [INFO ] [LOCAL     ] Saved forecast: ULTA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ULTA.txt
[2025-12-24T20:33:57.636454] [INFO ] [sig       ] [3263/3551] Completed ULTA in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.7m
[2025-12-24T20:33:57.636493] [INFO ] [sig       ] [3264/3551] Forecasting ULY...
[2025-12-24T20:33:57.636523] [INFO ] [sig       ] Generating forecast for: ULY
[2025-12-24T20:33:57.636554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2025-12-24T20:33:57.648624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2025-12-24T20:33:57.648974] [INFO ] [FORECASTER] Starting predict_future for ULY
[2025-12-24T20:33:57.649942] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2025-12-24T20:33:57.649997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:57.650036] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:57.650068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:57.650140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:57.706927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:57.707768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:57.707849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:57.707883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:57.825255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:57.825404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:57.825443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:57.825471] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:57.828774] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: UP (p=94.92%)
[2025-12-24T20:33:57.829036] [INFO ] [FORECASTER] Completed predict_future for ULY
[2025-12-24T20:33:57.829154] [INFO ] [sig       ] ULY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:57.969082] [INFO ] [LOCAL     ] Saved forecast: ULY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ULY.txt
[2025-12-24T20:33:57.969226] [INFO ] [sig       ] [3264/3551] Completed ULY in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.7m
[2025-12-24T20:33:57.969280] [INFO ] [sig       ] [3265/3551] Forecasting UMBF...
[2025-12-24T20:33:57.969311] [INFO ] [sig       ] Generating forecast for: UMBF
[2025-12-24T20:33:57.969341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2025-12-24T20:33:57.980421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2025-12-24T20:33:57.980739] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2025-12-24T20:33:57.981488] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2025-12-24T20:33:57.981539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:57.981588] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:57.981618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:57.981684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:58.038311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:58.039189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:58.039298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:58.039332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:58.161731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:58.161919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:58.161958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:58.161986] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:58.165529] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: DOWN (p=46.70%)
[2025-12-24T20:33:58.165826] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2025-12-24T20:33:58.165948] [INFO ] [sig       ] UMBF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:58.306687] [INFO ] [LOCAL     ] Saved forecast: UMBF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UMBF.txt
[2025-12-24T20:33:58.306815] [INFO ] [sig       ] [3265/3551] Completed UMBF in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.7m
[2025-12-24T20:33:58.306854] [INFO ] [sig       ] [3266/3551] Forecasting UMC...
[2025-12-24T20:33:58.306884] [INFO ] [sig       ] Generating forecast for: UMC
[2025-12-24T20:33:58.306913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-12-24T20:33:58.319196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2025-12-24T20:33:58.319514] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-12-24T20:33:58.320276] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-12-24T20:33:58.320327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:58.320358] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:58.320385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:58.320441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:58.375944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:58.376562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:58.376683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:58.376718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:58.496162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:58.496308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:58.496369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:58.496399] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:58.499715] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=47.38%)
[2025-12-24T20:33:58.499978] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-12-24T20:33:58.500098] [INFO ] [sig       ] UMC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:58.637377] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UMC.txt
[2025-12-24T20:33:58.637507] [INFO ] [sig       ] [3266/3551] Completed UMC in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-24T20:33:58.637546] [INFO ] [sig       ] [3267/3551] Forecasting UMH...
[2025-12-24T20:33:58.637595] [INFO ] [sig       ] Generating forecast for: UMH
[2025-12-24T20:33:58.637627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-12-24T20:33:58.650919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2025-12-24T20:33:58.651344] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-12-24T20:33:58.652167] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-12-24T20:33:58.652234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:58.652267] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:58.652295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:58.652353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:58.709146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:58.710237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:58.710507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:58.710541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:58.828589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:58.828740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:58.828782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:58.828811] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:58.832262] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=5.55%)
[2025-12-24T20:33:58.832527] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-12-24T20:33:58.832668] [INFO ] [sig       ] UMH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:58.974895] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UMH.txt
[2025-12-24T20:33:58.975033] [INFO ] [sig       ] [3267/3551] Completed UMH in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-24T20:33:58.975075] [INFO ] [sig       ] [3268/3551] Forecasting UMMA...
[2025-12-24T20:33:58.975104] [INFO ] [sig       ] Generating forecast for: UMMA
[2025-12-24T20:33:58.975133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2025-12-24T20:33:58.987745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMMA'.
[2025-12-24T20:33:58.988061] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2025-12-24T20:33:58.988870] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2025-12-24T20:33:58.988923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:58.988954] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:58.988980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:58.989034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:59.045014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:59.045636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:59.045714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:59.045746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:59.160304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:59.160663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:59.160703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:59.160732] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:59.164602] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: DOWN (p=36.40%)
[2025-12-24T20:33:59.164877] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2025-12-24T20:33:59.164997] [INFO ] [sig       ] UMMA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:33:59.308054] [INFO ] [LOCAL     ] Saved forecast: UMMA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UMMA.txt
[2025-12-24T20:33:59.308179] [INFO ] [sig       ] [3268/3551] Completed UMMA in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-24T20:33:59.308218] [INFO ] [sig       ] [3269/3551] Forecasting UNCY...
[2025-12-24T20:33:59.308248] [INFO ] [sig       ] Generating forecast for: UNCY
[2025-12-24T20:33:59.308278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2025-12-24T20:33:59.319616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2025-12-24T20:33:59.319940] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2025-12-24T20:33:59.320719] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2025-12-24T20:33:59.320773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:59.320807] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:59.320834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:59.320892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:59.376687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:59.377332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:59.377410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:59.377442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:59.497939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:59.498080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:59.498125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:59.498156] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:59.501798] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: UP (p=93.16%)
[2025-12-24T20:33:59.502066] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2025-12-24T20:33:59.502185] [INFO ] [sig       ] UNCY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:59.646357] [INFO ] [LOCAL     ] Saved forecast: UNCY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UNCY.txt
[2025-12-24T20:33:59.646513] [INFO ] [sig       ] [3269/3551] Completed UNCY in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-24T20:33:59.646552] [INFO ] [sig       ] [3270/3551] Forecasting UNF...
[2025-12-24T20:33:59.646601] [INFO ] [sig       ] Generating forecast for: UNF
[2025-12-24T20:33:59.646634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-12-24T20:33:59.658013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2025-12-24T20:33:59.658263] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-12-24T20:33:59.659010] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-12-24T20:33:59.659062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:59.659094] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:59.659124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:59.659183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:33:59.715181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:33:59.715931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:33:59.716010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:33:59.716044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:33:59.834784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:33:59.834946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:33:59.834986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:33:59.835014] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:33:59.838377] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=90.62%)
[2025-12-24T20:33:59.838682] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-12-24T20:33:59.838811] [INFO ] [sig       ] UNF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:33:59.981066] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UNF.txt
[2025-12-24T20:33:59.981219] [INFO ] [sig       ] [3270/3551] Completed UNF in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-24T20:33:59.981266] [INFO ] [sig       ] [3271/3551] Forecasting UNFI...
[2025-12-24T20:33:59.981300] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-12-24T20:33:59.981331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-12-24T20:33:59.993612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2025-12-24T20:33:59.993869] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-12-24T20:33:59.994625] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-12-24T20:33:59.994677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:33:59.994708] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:33:59.994735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:33:59.994790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:00.054387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:00.055119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:00.055199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:00.055232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:00.182132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:00.182295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:00.182336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:00.182364] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:00.185764] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=60.88%)
[2025-12-24T20:34:00.186037] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-12-24T20:34:00.186171] [INFO ] [sig       ] UNFI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:00.326018] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UNFI.txt
[2025-12-24T20:34:00.326181] [INFO ] [sig       ] [3271/3551] Completed UNFI in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-24T20:34:00.326222] [INFO ] [sig       ] [3272/3551] Forecasting UNM...
[2025-12-24T20:34:00.326253] [INFO ] [sig       ] Generating forecast for: UNM
[2025-12-24T20:34:00.326283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-12-24T20:34:00.342364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2025-12-24T20:34:00.342958] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-12-24T20:34:00.343929] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-12-24T20:34:00.343991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:00.344036] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:00.344070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:00.344132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:00.402270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:00.403199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:00.403285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:00.403318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:00.524706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:00.524865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:00.524907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:00.524937] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:00.528340] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: DOWN (p=0.51%)
[2025-12-24T20:34:00.528656] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-12-24T20:34:00.528786] [INFO ] [sig       ] UNM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:00.670223] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UNM.txt
[2025-12-24T20:34:00.670347] [INFO ] [sig       ] [3272/3551] Completed UNM in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-24T20:34:00.670389] [INFO ] [sig       ] [3273/3551] Forecasting UNMA...
[2025-12-24T20:34:00.670421] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-12-24T20:34:00.670453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-12-24T20:34:00.682937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2025-12-24T20:34:00.683225] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-12-24T20:34:00.683996] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-12-24T20:34:00.684048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:00.684119] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:00.684148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:00.684210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:00.743824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:00.744457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:00.744540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:00.744590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:00.862540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:00.862702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:00.862740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:00.862768] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:00.866507] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: UP (p=92.56%)
[2025-12-24T20:34:00.866806] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-12-24T20:34:00.866930] [INFO ] [sig       ] UNMA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:01.010643] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UNMA.txt
[2025-12-24T20:34:01.010767] [INFO ] [sig       ] [3273/3551] Completed UNMA in 0.3s | 2.88 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-24T20:34:01.010806] [INFO ] [sig       ] [3274/3551] Forecasting UNP...
[2025-12-24T20:34:01.010836] [INFO ] [sig       ] Generating forecast for: UNP
[2025-12-24T20:34:01.010867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-12-24T20:34:01.023319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2025-12-24T20:34:01.023663] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-12-24T20:34:01.024423] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-12-24T20:34:01.024475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:01.024507] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:01.024534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:01.024607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:01.080398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:01.081011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:01.081089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:01.081121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:01.199294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:01.199456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:01.199498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:01.199532] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:01.202820] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: DOWN (p=42.98%)
[2025-12-24T20:34:01.203083] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-12-24T20:34:01.203206] [INFO ] [sig       ] UNP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:01.398381] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UNP.txt
[2025-12-24T20:34:01.398541] [INFO ] [sig       ] [3274/3551] Completed UNP in 0.4s | 2.88 sym/s | Total: 18.9m | ETA: 1.6m
[2025-12-24T20:34:01.398602] [INFO ] [sig       ] [3275/3551] Forecasting UNTY...
[2025-12-24T20:34:01.398636] [INFO ] [sig       ] Generating forecast for: UNTY
[2025-12-24T20:34:01.398667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2025-12-24T20:34:01.410947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2025-12-24T20:34:01.411211] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2025-12-24T20:34:01.411985] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2025-12-24T20:34:01.412037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:01.412069] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:01.412095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:01.412152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:01.469884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:01.470692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:01.470774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:01.470806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:01.587914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:01.588101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:01.588143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:01.588931] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:01.592403] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: UP (p=58.50%)
[2025-12-24T20:34:01.592717] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2025-12-24T20:34:01.592850] [INFO ] [sig       ] UNTY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:01.751761] [INFO ] [LOCAL     ] Saved forecast: UNTY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UNTY.txt
[2025-12-24T20:34:01.751918] [INFO ] [sig       ] [3275/3551] Completed UNTY in 0.4s | 2.88 sym/s | Total: 19.0m | ETA: 1.6m
[2025-12-24T20:34:01.751974] [INFO ] [sig       ] [3276/3551] Forecasting UONE...
[2025-12-24T20:34:01.752009] [INFO ] [sig       ] Generating forecast for: UONE
[2025-12-24T20:34:01.752041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'.
[2025-12-24T20:34:01.763044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UONE'.
[2025-12-24T20:34:01.763316] [INFO ] [FORECASTER] Starting predict_future for UONE
[2025-12-24T20:34:01.764516] [DEBUG] [LOCAL     ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt
[2025-12-24T20:34:01.764569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:01.764622] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:01.764650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:01.764706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:01.830501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:01.831364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:01.831453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:01.831489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:01.969907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:01.970062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:01.970105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:01.970180] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:01.973883] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: UP (p=67.20%)
[2025-12-24T20:34:01.974177] [INFO ] [FORECASTER] Completed predict_future for UONE
[2025-12-24T20:34:01.974311] [INFO ] [sig       ] UONE: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:02.122458] [INFO ] [LOCAL     ] Saved forecast: UONE	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UONE.txt
[2025-12-24T20:34:02.122637] [INFO ] [sig       ] [3276/3551] Completed UONE in 0.4s | 2.88 sym/s | Total: 19.0m | ETA: 1.6m
[2025-12-24T20:34:02.122679] [INFO ] [sig       ] [3277/3551] Forecasting UPBD...
[2025-12-24T20:34:02.122711] [INFO ] [sig       ] Generating forecast for: UPBD
[2025-12-24T20:34:02.122741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2025-12-24T20:34:02.134764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2025-12-24T20:34:02.135194] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2025-12-24T20:34:02.136036] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2025-12-24T20:34:02.136092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:02.136126] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:02.136153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:02.136210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:02.194411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:02.195320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:02.195416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:02.195452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:02.317074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:02.317230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:02.317272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:02.317306] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:02.320846] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: UP (p=65.11%)
[2025-12-24T20:34:02.321133] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2025-12-24T20:34:02.321263] [INFO ] [sig       ] UPBD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:02.459605] [INFO ] [LOCAL     ] Saved forecast: UPBD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UPBD.txt
[2025-12-24T20:34:02.459734] [INFO ] [sig       ] [3277/3551] Completed UPBD in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.6m
[2025-12-24T20:34:02.459773] [INFO ] [sig       ] [3278/3551] Forecasting UPC...
[2025-12-24T20:34:02.459802] [INFO ] [sig       ] Generating forecast for: UPC
[2025-12-24T20:34:02.459832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2025-12-24T20:34:02.470795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2025-12-24T20:34:02.471091] [INFO ] [FORECASTER] Starting predict_future for UPC
[2025-12-24T20:34:02.471860] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2025-12-24T20:34:02.471912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:02.471956] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:02.471985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:02.472042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:02.530250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:02.531099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:02.531184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:02.531218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:02.642896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:02.643047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:02.643086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:02.643115] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:02.646415] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: UP (p=79.81%)
[2025-12-24T20:34:02.646699] [INFO ] [FORECASTER] Completed predict_future for UPC
[2025-12-24T20:34:02.646820] [INFO ] [sig       ] UPC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:02.810994] [INFO ] [LOCAL     ] Saved forecast: UPC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UPC.txt
[2025-12-24T20:34:02.811152] [INFO ] [sig       ] [3278/3551] Completed UPC in 0.4s | 2.88 sym/s | Total: 19.0m | ETA: 1.6m
[2025-12-24T20:34:02.811195] [INFO ] [sig       ] [3279/3551] Forecasting UPLD...
[2025-12-24T20:34:02.811226] [INFO ] [sig       ] Generating forecast for: UPLD
[2025-12-24T20:34:02.811257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2025-12-24T20:34:02.826766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2025-12-24T20:34:02.827135] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2025-12-24T20:34:02.827936] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2025-12-24T20:34:02.827990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:02.828023] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:02.828051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:02.828108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:02.884224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:02.885185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:02.885278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:02.885312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:03.004891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:03.005073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:03.005113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:03.005141] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:03.008595] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: DOWN (p=2.96%)
[2025-12-24T20:34:03.008877] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2025-12-24T20:34:03.009004] [INFO ] [sig       ] UPLD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:03.149895] [INFO ] [LOCAL     ] Saved forecast: UPLD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UPLD.txt
[2025-12-24T20:34:03.150054] [INFO ] [sig       ] [3279/3551] Completed UPLD in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.6m
[2025-12-24T20:34:03.150095] [INFO ] [sig       ] [3280/3551] Forecasting UPS...
[2025-12-24T20:34:03.150126] [INFO ] [sig       ] Generating forecast for: UPS
[2025-12-24T20:34:03.150157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-12-24T20:34:03.162627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2025-12-24T20:34:03.162983] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-12-24T20:34:03.163814] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-12-24T20:34:03.163869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:03.163904] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:03.163932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:03.163990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:03.222048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:03.222768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:03.222854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:03.222889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:03.351323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:03.351489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:03.351531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:03.351561] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:03.355107] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: UP (p=63.35%)
[2025-12-24T20:34:03.355382] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-12-24T20:34:03.355508] [INFO ] [sig       ] UPS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:03.500136] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UPS.txt
[2025-12-24T20:34:03.500289] [INFO ] [sig       ] [3280/3551] Completed UPS in 0.4s | 2.88 sym/s | Total: 19.0m | ETA: 1.6m
[2025-12-24T20:34:03.500338] [INFO ] [sig       ] [3281/3551] Forecasting UPWK...
[2025-12-24T20:34:03.500371] [INFO ] [sig       ] Generating forecast for: UPWK
[2025-12-24T20:34:03.500405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2025-12-24T20:34:03.513821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2025-12-24T20:34:03.514182] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2025-12-24T20:34:03.515022] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2025-12-24T20:34:03.515080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:03.515113] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:03.515140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:03.515201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:03.578135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:03.578886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:03.578975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:03.579009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:03.710230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:03.710393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:03.710456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:03.710488] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:03.714316] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: DOWN (p=31.86%)
[2025-12-24T20:34:03.714606] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2025-12-24T20:34:03.714734] [INFO ] [sig       ] UPWK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:03.858109] [INFO ] [LOCAL     ] Saved forecast: UPWK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UPWK.txt
[2025-12-24T20:34:03.858243] [INFO ] [sig       ] [3281/3551] Completed UPWK in 0.4s | 2.88 sym/s | Total: 19.0m | ETA: 1.6m
[2025-12-24T20:34:03.858291] [INFO ] [sig       ] [3282/3551] Forecasting UPXI...
[2025-12-24T20:34:03.858323] [INFO ] [sig       ] Generating forecast for: UPXI
[2025-12-24T20:34:03.858354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'.
[2025-12-24T20:34:03.870284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPXI'.
[2025-12-24T20:34:03.870890] [INFO ] [FORECASTER] Starting predict_future for UPXI
[2025-12-24T20:34:03.871921] [DEBUG] [LOCAL     ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt
[2025-12-24T20:34:03.871974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:03.872017] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:03.872053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:03.872113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:03.932986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:03.933727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:03.933817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:03.933856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:04.056785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:04.056933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:04.056972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:04.057000] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:04.060308] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-12-24T20:34:04.060596] [INFO ] [FORECASTER] Completed predict_future for UPXI
[2025-12-24T20:34:04.060718] [INFO ] [sig       ] UPXI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:04.205832] [INFO ] [LOCAL     ] Saved forecast: UPXI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UPXI.txt
[2025-12-24T20:34:04.205981] [INFO ] [sig       ] [3282/3551] Completed UPXI in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.6m
[2025-12-24T20:34:04.206022] [INFO ] [sig       ] [3283/3551] Forecasting URBN...
[2025-12-24T20:34:04.206053] [INFO ] [sig       ] Generating forecast for: URBN
[2025-12-24T20:34:04.206084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2025-12-24T20:34:04.218861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2025-12-24T20:34:04.219194] [INFO ] [FORECASTER] Starting predict_future for URBN
[2025-12-24T20:34:04.220220] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2025-12-24T20:34:04.220275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:04.220308] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:04.220338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:04.220396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:04.279814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:04.280566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:04.280718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:04.280770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:04.410211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:04.410364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:04.410408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:04.410438] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:04.413863] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: DOWN (p=8.57%)
[2025-12-24T20:34:04.414193] [INFO ] [FORECASTER] Completed predict_future for URBN
[2025-12-24T20:34:04.414391] [INFO ] [sig       ] URBN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:04.564210] [INFO ] [LOCAL     ] Saved forecast: URBN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/URBN.txt
[2025-12-24T20:34:04.564377] [INFO ] [sig       ] [3283/3551] Completed URBN in 0.4s | 2.88 sym/s | Total: 19.0m | ETA: 1.6m
[2025-12-24T20:34:04.564429] [INFO ] [sig       ] [3284/3551] Forecasting URGN...
[2025-12-24T20:34:04.564466] [INFO ] [sig       ] Generating forecast for: URGN
[2025-12-24T20:34:04.564502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2025-12-24T20:34:04.577368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2025-12-24T20:34:04.577740] [INFO ] [FORECASTER] Starting predict_future for URGN
[2025-12-24T20:34:04.578495] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2025-12-24T20:34:04.578547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:04.578597] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:04.578627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:04.578684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:04.638254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:04.639102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:04.639190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:04.639224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:04.758943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:04.759100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:04.759143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:04.759173] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:04.762613] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: DOWN (p=6.69%)
[2025-12-24T20:34:04.762890] [INFO ] [FORECASTER] Completed predict_future for URGN
[2025-12-24T20:34:04.763015] [INFO ] [sig       ] URGN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:04.908302] [INFO ] [LOCAL     ] Saved forecast: URGN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/URGN.txt
[2025-12-24T20:34:04.908457] [INFO ] [sig       ] [3284/3551] Completed URGN in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-24T20:34:04.908498] [INFO ] [sig       ] [3285/3551] Forecasting URI...
[2025-12-24T20:34:04.908528] [INFO ] [sig       ] Generating forecast for: URI
[2025-12-24T20:34:04.908559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-12-24T20:34:04.920725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2025-12-24T20:34:04.921083] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-12-24T20:34:04.921843] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-12-24T20:34:04.921895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:04.921927] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:04.921954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:04.922014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:04.979009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:04.979757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:04.979840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:04.979874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:05.106427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:05.106598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:05.106657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:05.106688] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:05.110398] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=7.06%)
[2025-12-24T20:34:05.110892] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-12-24T20:34:05.111021] [INFO ] [sig       ] URI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:05.276912] [INFO ] [LOCAL     ] Saved forecast: URI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/URI.txt
[2025-12-24T20:34:05.277117] [INFO ] [sig       ] [3285/3551] Completed URI in 0.4s | 2.88 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-24T20:34:05.277170] [INFO ] [sig       ] [3286/3551] Forecasting URNJ...
[2025-12-24T20:34:05.277211] [INFO ] [sig       ] Generating forecast for: URNJ
[2025-12-24T20:34:05.277250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2025-12-24T20:34:05.291377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2025-12-24T20:34:05.291982] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2025-12-24T20:34:05.292828] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2025-12-24T20:34:05.292882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:05.292914] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:05.292941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:05.292998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:05.350392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:05.351329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:05.351457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:05.351508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:05.475153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:05.475303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:05.475342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:05.475371] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:05.478721] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: UP (p=84.03%)
[2025-12-24T20:34:05.478991] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2025-12-24T20:34:05.479112] [INFO ] [sig       ] URNJ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:05.621736] [INFO ] [LOCAL     ] Saved forecast: URNJ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/URNJ.txt
[2025-12-24T20:34:05.621925] [INFO ] [sig       ] [3286/3551] Completed URNJ in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-24T20:34:05.621969] [INFO ] [sig       ] [3287/3551] Forecasting UROY...
[2025-12-24T20:34:05.622000] [INFO ] [sig       ] Generating forecast for: UROY
[2025-12-24T20:34:05.622032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2025-12-24T20:34:05.634805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2025-12-24T20:34:05.635198] [INFO ] [FORECASTER] Starting predict_future for UROY
[2025-12-24T20:34:05.636053] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2025-12-24T20:34:05.636111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:05.636145] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:05.636173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:05.636231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:05.696603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:05.697521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:05.697650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:05.697688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:05.829034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:05.829186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:05.829228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:05.829293] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:05.833015] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: UP (p=90.89%)
[2025-12-24T20:34:05.833294] [INFO ] [FORECASTER] Completed predict_future for UROY
[2025-12-24T20:34:05.833422] [INFO ] [sig       ] UROY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:05.977921] [INFO ] [LOCAL     ] Saved forecast: UROY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UROY.txt
[2025-12-24T20:34:05.978076] [INFO ] [sig       ] [3287/3551] Completed UROY in 0.4s | 2.88 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-24T20:34:05.978117] [INFO ] [sig       ] [3288/3551] Forecasting USA...
[2025-12-24T20:34:05.978147] [INFO ] [sig       ] Generating forecast for: USA
[2025-12-24T20:34:05.978178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-12-24T20:34:05.990502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USA'.
[2025-12-24T20:34:05.990915] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-12-24T20:34:05.991793] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-12-24T20:34:05.991853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:05.991887] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:05.991917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:05.991975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:06.052148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:06.053004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:06.053092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:06.053127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:06.178161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:06.178322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:06.178364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:06.178394] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:06.182281] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: UP (p=62.25%)
[2025-12-24T20:34:06.182768] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-12-24T20:34:06.182904] [INFO ] [sig       ] USA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:06.326266] [INFO ] [LOCAL     ] Saved forecast: USA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/USA.txt
[2025-12-24T20:34:06.326435] [INFO ] [sig       ] [3288/3551] Completed USA in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-24T20:34:06.326478] [INFO ] [sig       ] [3289/3551] Forecasting USAC...
[2025-12-24T20:34:06.326508] [INFO ] [sig       ] Generating forecast for: USAC
[2025-12-24T20:34:06.326538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-12-24T20:34:06.338461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2025-12-24T20:34:06.338826] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-12-24T20:34:06.339649] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-12-24T20:34:06.339702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:06.339747] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:06.339777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:06.339834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:06.399624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:06.400483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:06.400570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:06.400624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:06.524634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:06.524783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:06.524824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:06.524853] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:06.528375] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=92.00%)
[2025-12-24T20:34:06.528675] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-12-24T20:34:06.528801] [INFO ] [sig       ] USAC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:06.671670] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/USAC.txt
[2025-12-24T20:34:06.671826] [INFO ] [sig       ] [3289/3551] Completed USAC in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-24T20:34:06.671870] [INFO ] [sig       ] [3290/3551] Forecasting USB...
[2025-12-24T20:34:06.671900] [INFO ] [sig       ] Generating forecast for: USB
[2025-12-24T20:34:06.671930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-12-24T20:34:06.684266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2025-12-24T20:34:06.684648] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-12-24T20:34:06.685798] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-12-24T20:34:06.685862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:06.685932] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:06.685969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:06.686048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:06.743638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:06.744455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:06.744543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:06.744598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:06.865783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:06.865932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:06.865972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:06.866000] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:06.869343] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: UP (p=84.49%)
[2025-12-24T20:34:06.869640] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-12-24T20:34:06.869762] [INFO ] [sig       ] USB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:07.010964] [INFO ] [LOCAL     ] Saved forecast: USB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/USB.txt
[2025-12-24T20:34:07.011102] [INFO ] [sig       ] [3290/3551] Completed USB in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-24T20:34:07.011147] [INFO ] [sig       ] [3291/3551] Forecasting USCB...
[2025-12-24T20:34:07.011179] [INFO ] [sig       ] Generating forecast for: USCB
[2025-12-24T20:34:07.011210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2025-12-24T20:34:07.022599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2025-12-24T20:34:07.022949] [INFO ] [FORECASTER] Starting predict_future for USCB
[2025-12-24T20:34:07.023808] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2025-12-24T20:34:07.023862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:07.023894] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:07.023921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:07.023978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:07.082645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:07.083505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:07.083636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:07.083672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:07.194240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:07.194391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:07.194430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:07.194459] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:07.197777] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: DOWN (p=41.08%)
[2025-12-24T20:34:07.198048] [INFO ] [FORECASTER] Completed predict_future for USCB
[2025-12-24T20:34:07.198168] [INFO ] [sig       ] USCB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:07.336072] [INFO ] [LOCAL     ] Saved forecast: USCB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/USCB.txt
[2025-12-24T20:34:07.336202] [INFO ] [sig       ] [3291/3551] Completed USCB in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-24T20:34:07.336242] [INFO ] [sig       ] [3292/3551] Forecasting USDX...
[2025-12-24T20:34:07.336272] [INFO ] [sig       ] Generating forecast for: USDX
[2025-12-24T20:34:07.336301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2025-12-24T20:34:07.346994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2025-12-24T20:34:07.347303] [INFO ] [FORECASTER] Starting predict_future for USDX
[2025-12-24T20:34:07.348085] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2025-12-24T20:34:07.348137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:07.348170] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:07.348197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:07.348254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:07.404839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:07.405500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:07.405599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:07.405637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:07.527696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:07.527850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:07.527893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:07.527921] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:07.531247] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: DOWN (p=34.83%)
[2025-12-24T20:34:07.531520] [INFO ] [FORECASTER] Completed predict_future for USDX
[2025-12-24T20:34:07.531660] [INFO ] [sig       ] USDX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:07.670615] [INFO ] [LOCAL     ] Saved forecast: USDX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/USDX.txt
[2025-12-24T20:34:07.670748] [INFO ] [sig       ] [3292/3551] Completed USDX in 0.3s | 2.88 sym/s | Total: 19.0m | ETA: 1.5m
[2025-12-24T20:34:07.670786] [INFO ] [sig       ] [3293/3551] Forecasting USEA...
[2025-12-24T20:34:07.670823] [INFO ] [sig       ] Generating forecast for: USEA
[2025-12-24T20:34:07.670855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2025-12-24T20:34:07.681693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2025-12-24T20:34:07.681986] [INFO ] [FORECASTER] Starting predict_future for USEA
[2025-12-24T20:34:07.682781] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2025-12-24T20:34:07.682834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:07.682866] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:07.682893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:07.682949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:07.739217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:07.739918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:07.740000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:07.740032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:07.855491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:07.855665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:07.855706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:07.855777] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:07.859365] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: DOWN (p=36.54%)
[2025-12-24T20:34:07.859731] [INFO ] [FORECASTER] Completed predict_future for USEA
[2025-12-24T20:34:07.859870] [INFO ] [sig       ] USEA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:08.002347] [INFO ] [LOCAL     ] Saved forecast: USEA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/USEA.txt
[2025-12-24T20:34:08.002485] [INFO ] [sig       ] [3293/3551] Completed USEA in 0.3s | 2.88 sym/s | Total: 19.1m | ETA: 1.5m
[2025-12-24T20:34:08.002525] [INFO ] [sig       ] [3294/3551] Forecasting USFD...
[2025-12-24T20:34:08.002557] [INFO ] [sig       ] Generating forecast for: USFD
[2025-12-24T20:34:08.002604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-12-24T20:34:08.014133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2025-12-24T20:34:08.014459] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-12-24T20:34:08.015300] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-12-24T20:34:08.015354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:08.015387] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:08.015415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:08.015472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:08.071763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:08.072461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:08.072542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:08.072593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:08.195046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:08.195200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:08.195241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:08.195269] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:08.198605] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: DOWN (p=4.30%)
[2025-12-24T20:34:08.198878] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-12-24T20:34:08.199002] [INFO ] [sig       ] USFD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:08.337368] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/USFD.txt
[2025-12-24T20:34:08.337498] [INFO ] [sig       ] [3294/3551] Completed USFD in 0.3s | 2.88 sym/s | Total: 19.1m | ETA: 1.5m
[2025-12-24T20:34:08.337537] [INFO ] [sig       ] [3295/3551] Forecasting USGO...
[2025-12-24T20:34:08.337567] [INFO ] [sig       ] Generating forecast for: USGO
[2025-12-24T20:34:08.337615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2025-12-24T20:34:08.348617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2025-12-24T20:34:08.348911] [INFO ] [FORECASTER] Starting predict_future for USGO
[2025-12-24T20:34:08.349729] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2025-12-24T20:34:08.349782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:08.349814] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:08.349842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:08.349899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:08.407524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:08.408415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:08.408496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:08.408531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:08.525840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:08.526002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:08.526043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:08.526075] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:08.529704] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: DOWN (p=42.40%)
[2025-12-24T20:34:08.530050] [INFO ] [FORECASTER] Completed predict_future for USGO
[2025-12-24T20:34:08.530191] [INFO ] [sig       ] USGO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:08.673241] [INFO ] [LOCAL     ] Saved forecast: USGO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/USGO.txt
[2025-12-24T20:34:08.673390] [INFO ] [sig       ] [3295/3551] Completed USGO in 0.3s | 2.88 sym/s | Total: 19.1m | ETA: 1.5m
[2025-12-24T20:34:08.673434] [INFO ] [sig       ] [3296/3551] Forecasting USIG...
[2025-12-24T20:34:08.673465] [INFO ] [sig       ] Generating forecast for: USIG
[2025-12-24T20:34:08.673496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2025-12-24T20:34:08.684626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2025-12-24T20:34:08.684944] [INFO ] [FORECASTER] Starting predict_future for USIG
[2025-12-24T20:34:08.685741] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2025-12-24T20:34:08.685795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:08.685827] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:08.685855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:08.685912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:08.744331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:08.745200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:08.745285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:08.745319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:08.873742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:08.873893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:08.873931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:08.873977] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:08.877298] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: UP (p=92.51%)
[2025-12-24T20:34:08.877564] [INFO ] [FORECASTER] Completed predict_future for USIG
[2025-12-24T20:34:08.877705] [INFO ] [sig       ] USIG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:09.033824] [INFO ] [LOCAL     ] Saved forecast: USIG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/USIG.txt
[2025-12-24T20:34:09.033976] [INFO ] [sig       ] [3296/3551] Completed USIG in 0.4s | 2.88 sym/s | Total: 19.1m | ETA: 1.5m
[2025-12-24T20:34:09.034017] [INFO ] [sig       ] [3297/3551] Forecasting USIO...
[2025-12-24T20:34:09.034047] [INFO ] [sig       ] Generating forecast for: USIO
[2025-12-24T20:34:09.034077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2025-12-24T20:34:09.045596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2025-12-24T20:34:09.045920] [INFO ] [FORECASTER] Starting predict_future for USIO
[2025-12-24T20:34:09.046757] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2025-12-24T20:34:09.046814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:09.046853] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:09.046892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:09.046955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:09.104390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:09.105200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:09.105284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:09.105317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:09.229991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:09.230145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:09.230184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:09.230215] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:09.233900] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: DOWN (p=32.71%)
[2025-12-24T20:34:09.234190] [INFO ] [FORECASTER] Completed predict_future for USIO
[2025-12-24T20:34:09.234320] [INFO ] [sig       ] USIO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:09.384027] [INFO ] [LOCAL     ] Saved forecast: USIO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/USIO.txt
[2025-12-24T20:34:09.384181] [INFO ] [sig       ] [3297/3551] Completed USIO in 0.4s | 2.88 sym/s | Total: 19.1m | ETA: 1.5m
[2025-12-24T20:34:09.384227] [INFO ] [sig       ] [3298/3551] Forecasting USLM...
[2025-12-24T20:34:09.384258] [INFO ] [sig       ] Generating forecast for: USLM
[2025-12-24T20:34:09.384288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2025-12-24T20:34:09.400510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2025-12-24T20:34:09.400998] [INFO ] [FORECASTER] Starting predict_future for USLM
[2025-12-24T20:34:09.402131] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2025-12-24T20:34:09.402198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:09.402245] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:09.402292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:09.402384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:09.473526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:09.474494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:09.474609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:09.474664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:09.613204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:09.613395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:09.613461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:09.613515] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:09.618883] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: DOWN (p=0.58%)
[2025-12-24T20:34:09.619471] [INFO ] [FORECASTER] Completed predict_future for USLM
[2025-12-24T20:34:09.619704] [INFO ] [sig       ] USLM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:09.816742] [INFO ] [LOCAL     ] Saved forecast: USLM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/USLM.txt
[2025-12-24T20:34:09.816956] [INFO ] [sig       ] [3298/3551] Completed USLM in 0.4s | 2.88 sym/s | Total: 19.1m | ETA: 1.5m
[2025-12-24T20:34:09.817007] [INFO ] [sig       ] [3299/3551] Forecasting USMC...
[2025-12-24T20:34:09.817047] [INFO ] [sig       ] Generating forecast for: USMC
[2025-12-24T20:34:09.817086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2025-12-24T20:34:09.833295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2025-12-24T20:34:09.833811] [INFO ] [FORECASTER] Starting predict_future for USMC
[2025-12-24T20:34:09.834948] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2025-12-24T20:34:09.835020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:09.835071] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:09.835117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:09.835208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:09.907733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:09.908803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:09.908922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:09.908966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:10.059056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:10.059296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:10.059358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:10.059408] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:10.064939] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: DOWN (p=22.08%)
[2025-12-24T20:34:10.065520] [INFO ] [FORECASTER] Completed predict_future for USMC
[2025-12-24T20:34:10.065768] [INFO ] [sig       ] USMC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:10.282311] [INFO ] [LOCAL     ] Saved forecast: USMC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/USMC.txt
[2025-12-24T20:34:10.282520] [INFO ] [sig       ] [3299/3551] Completed USMC in 0.5s | 2.88 sym/s | Total: 19.1m | ETA: 1.5m
[2025-12-24T20:34:10.282588] [INFO ] [sig       ] [3300/3551] Forecasting USOI...
[2025-12-24T20:34:10.282627] [INFO ] [sig       ] Generating forecast for: USOI
[2025-12-24T20:34:10.282662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2025-12-24T20:34:10.302156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2025-12-24T20:34:10.302687] [INFO ] [FORECASTER] Starting predict_future for USOI
[2025-12-24T20:34:10.303888] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2025-12-24T20:34:10.303958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:10.304010] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:10.304078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:10.304175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:10.393140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:10.394130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:10.394263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:10.394298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:10.534465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:10.534664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:10.534711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:10.534741] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:10.538630] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: DOWN (p=16.97%)
[2025-12-24T20:34:10.538979] [INFO ] [FORECASTER] Completed predict_future for USOI
[2025-12-24T20:34:10.539123] [INFO ] [sig       ] USOI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:10.695939] [INFO ] [LOCAL     ] Saved forecast: USOI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/USOI.txt
[2025-12-24T20:34:10.696148] [INFO ] [sig       ] [3300/3551] Completed USOI in 0.4s | 2.88 sym/s | Total: 19.1m | ETA: 1.5m
[2025-12-24T20:34:10.696199] [INFO ] [sig       ] [3301/3551] Forecasting USOY...
[2025-12-24T20:34:10.696235] [INFO ] [sig       ] Generating forecast for: USOY
[2025-12-24T20:34:10.696272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2025-12-24T20:34:10.709076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2025-12-24T20:34:10.709524] [INFO ] [FORECASTER] Starting predict_future for USOY
[2025-12-24T20:34:10.710399] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2025-12-24T20:34:10.710454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:10.710486] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:10.710514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:10.710588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:10.768379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:10.769398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:10.769495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:10.769529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:10.897168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:10.897317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:10.897361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:10.897391] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:10.900857] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: UP (p=93.66%)
[2025-12-24T20:34:10.901139] [INFO ] [FORECASTER] Completed predict_future for USOY
[2025-12-24T20:34:10.901266] [INFO ] [sig       ] USOY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:11.045243] [INFO ] [LOCAL     ] Saved forecast: USOY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/USOY.txt
[2025-12-24T20:34:11.045373] [INFO ] [sig       ] [3301/3551] Completed USOY in 0.3s | 2.88 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-24T20:34:11.045415] [INFO ] [sig       ] [3302/3551] Forecasting USTB...
[2025-12-24T20:34:11.045444] [INFO ] [sig       ] Generating forecast for: USTB
[2025-12-24T20:34:11.045474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2025-12-24T20:34:11.056942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2025-12-24T20:34:11.057214] [INFO ] [FORECASTER] Starting predict_future for USTB
[2025-12-24T20:34:11.057987] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2025-12-24T20:34:11.058039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:11.058077] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:11.058120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:11.058202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:11.114099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:11.114735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:11.114812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:11.114845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:11.228393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:11.228541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:11.228597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:11.228629] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:11.231935] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: DOWN (p=44.87%)
[2025-12-24T20:34:11.232207] [INFO ] [FORECASTER] Completed predict_future for USTB
[2025-12-24T20:34:11.232327] [INFO ] [sig       ] USTB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:11.374389] [INFO ] [LOCAL     ] Saved forecast: USTB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/USTB.txt
[2025-12-24T20:34:11.374516] [INFO ] [sig       ] [3302/3551] Completed USTB in 0.3s | 2.88 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-24T20:34:11.374555] [INFO ] [sig       ] [3303/3551] Forecasting USVM...
[2025-12-24T20:34:11.374602] [INFO ] [sig       ] Generating forecast for: USVM
[2025-12-24T20:34:11.374634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2025-12-24T20:34:11.385617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2025-12-24T20:34:11.385883] [INFO ] [FORECASTER] Starting predict_future for USVM
[2025-12-24T20:34:11.386751] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2025-12-24T20:34:11.386803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:11.386835] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:11.386862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:11.386918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:11.442807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:11.443392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:11.443468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:11.443500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:11.557909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:11.558049] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-24T20:34:11.558091] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:11.558120] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:11.561431] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: DOWN (p=30.77%)
[2025-12-24T20:34:11.561728] [INFO ] [FORECASTER] Completed predict_future for USVM
[2025-12-24T20:34:11.561849] [INFO ] [sig       ] USVM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:11.701745] [INFO ] [LOCAL     ] Saved forecast: USVM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/USVM.txt
[2025-12-24T20:34:11.701929] [INFO ] [sig       ] [3303/3551] Completed USVM in 0.3s | 2.88 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-24T20:34:11.701971] [INFO ] [sig       ] [3304/3551] Forecasting USXF...
[2025-12-24T20:34:11.702003] [INFO ] [sig       ] Generating forecast for: USXF
[2025-12-24T20:34:11.702040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2025-12-24T20:34:11.714033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2025-12-24T20:34:11.714435] [INFO ] [FORECASTER] Starting predict_future for USXF
[2025-12-24T20:34:11.715212] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2025-12-24T20:34:11.715265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:11.715296] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:11.715324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:11.715380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:11.776554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:11.777434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:11.777526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:11.777559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:11.894226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:11.894382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:11.894422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:11.894452] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:11.897847] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: DOWN (p=5.82%)
[2025-12-24T20:34:11.898128] [INFO ] [FORECASTER] Completed predict_future for USXF
[2025-12-24T20:34:11.898262] [INFO ] [sig       ] USXF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:12.039149] [INFO ] [LOCAL     ] Saved forecast: USXF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/USXF.txt
[2025-12-24T20:34:12.039304] [INFO ] [sig       ] [3304/3551] Completed USXF in 0.3s | 2.88 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-24T20:34:12.039350] [INFO ] [sig       ] [3305/3551] Forecasting UTEN...
[2025-12-24T20:34:12.039382] [INFO ] [sig       ] Generating forecast for: UTEN
[2025-12-24T20:34:12.039412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2025-12-24T20:34:12.051319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2025-12-24T20:34:12.051718] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2025-12-24T20:34:12.052501] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2025-12-24T20:34:12.052553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:12.052602] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:12.052631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:12.052688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:12.109519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:12.110783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:12.110872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:12.110906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:12.237821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:12.237971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:12.238009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:12.238038] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:12.241343] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2025-12-24T20:34:12.241636] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2025-12-24T20:34:12.241760] [INFO ] [sig       ] UTEN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:12.387080] [INFO ] [LOCAL     ] Saved forecast: UTEN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UTEN.txt
[2025-12-24T20:34:12.387232] [INFO ] [sig       ] [3305/3551] Completed UTEN in 0.3s | 2.88 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-24T20:34:12.387272] [INFO ] [sig       ] [3306/3551] Forecasting UTF...
[2025-12-24T20:34:12.387302] [INFO ] [sig       ] Generating forecast for: UTF
[2025-12-24T20:34:12.387332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-12-24T20:34:12.399105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2025-12-24T20:34:12.399471] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-12-24T20:34:12.400245] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-12-24T20:34:12.400297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:12.400329] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:12.400357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:12.400421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:12.461358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:12.462393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:12.462480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:12.462516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:12.596362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:12.596539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:12.596793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:12.596831] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:12.600945] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: DOWN (p=3.27%)
[2025-12-24T20:34:12.601234] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-12-24T20:34:12.601360] [INFO ] [sig       ] UTF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:12.760288] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UTF.txt
[2025-12-24T20:34:12.760445] [INFO ] [sig       ] [3306/3551] Completed UTF in 0.4s | 2.88 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-24T20:34:12.760487] [INFO ] [sig       ] [3307/3551] Forecasting UTI...
[2025-12-24T20:34:12.760516] [INFO ] [sig       ] Generating forecast for: UTI
[2025-12-24T20:34:12.760556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-12-24T20:34:12.773269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2025-12-24T20:34:12.773631] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-12-24T20:34:12.774373] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-12-24T20:34:12.774425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:12.774502] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:12.774531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:12.774602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:12.832836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:12.833697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:12.833783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:12.833815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:12.958009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:12.958157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:12.958196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:12.958224] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:12.961551] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=72.35%)
[2025-12-24T20:34:12.961831] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-12-24T20:34:12.961952] [INFO ] [sig       ] UTI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:13.102387] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UTI.txt
[2025-12-24T20:34:13.102518] [INFO ] [sig       ] [3307/3551] Completed UTI in 0.3s | 2.88 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-24T20:34:13.102559] [INFO ] [sig       ] [3308/3551] Forecasting UTL...
[2025-12-24T20:34:13.102610] [INFO ] [sig       ] Generating forecast for: UTL
[2025-12-24T20:34:13.102641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-12-24T20:34:13.113495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTL'.
[2025-12-24T20:34:13.113807] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-12-24T20:34:13.114593] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-12-24T20:34:13.114645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:13.114678] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:13.114707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:13.114765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:13.172730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:13.173391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:13.173473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:13.173506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:13.294899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:13.295021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:13.295060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:13.295089] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:13.298464] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: UP (p=92.81%)
[2025-12-24T20:34:13.298757] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-12-24T20:34:13.298880] [INFO ] [sig       ] UTL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:13.440848] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UTL.txt
[2025-12-24T20:34:13.440968] [INFO ] [sig       ] [3308/3551] Completed UTL in 0.3s | 2.88 sym/s | Total: 19.1m | ETA: 1.4m
[2025-12-24T20:34:13.441006] [INFO ] [sig       ] [3309/3551] Forecasting UTMD...
[2025-12-24T20:34:13.441036] [INFO ] [sig       ] Generating forecast for: UTMD
[2025-12-24T20:34:13.441065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2025-12-24T20:34:13.452110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTMD'.
[2025-12-24T20:34:13.452378] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2025-12-24T20:34:13.453135] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2025-12-24T20:34:13.453186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:13.453218] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:13.453245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:13.453301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:13.508944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:13.509617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:13.509695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:13.509727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:13.618963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:13.619074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:13.619109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:13.619136] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:13.622707] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: UP (p=94.12%)
[2025-12-24T20:34:13.622963] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2025-12-24T20:34:13.623083] [INFO ] [sig       ] UTMD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:13.764091] [INFO ] [LOCAL     ] Saved forecast: UTMD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UTMD.txt
[2025-12-24T20:34:13.764200] [INFO ] [sig       ] [3309/3551] Completed UTMD in 0.3s | 2.88 sym/s | Total: 19.2m | ETA: 1.4m
[2025-12-24T20:34:13.764238] [INFO ] [sig       ] [3310/3551] Forecasting UTWO...
[2025-12-24T20:34:13.764267] [INFO ] [sig       ] Generating forecast for: UTWO
[2025-12-24T20:34:13.764297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTWO' from 'https://tdm.silogroup.org/data/derivative_storage/UTWO.csv'.
[2025-12-24T20:34:13.775262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTWO'.
[2025-12-24T20:34:13.775536] [INFO ] [FORECASTER] Starting predict_future for UTWO
[2025-12-24T20:34:13.776290] [DEBUG] [LOCAL     ] No optimal features file found for UTWO: ./output/feature-sets/UTWO.txt
[2025-12-24T20:34:13.776342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:13.776374] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:13.776401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:13.776461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:13.832250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:13.832875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:13.832954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:13.832988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:13.951508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:13.951663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:13.951703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:13.951764] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:13.956222] [DEBUG] [FORECASTER] UTWO: Forecast T+1@11:T+2@11: UP (p=93.36%)
[2025-12-24T20:34:13.956505] [INFO ] [FORECASTER] Completed predict_future for UTWO
[2025-12-24T20:34:13.956666] [INFO ] [sig       ] UTWO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:14.096367] [INFO ] [LOCAL     ] Saved forecast: UTWO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UTWO.txt
[2025-12-24T20:34:14.096517] [INFO ] [sig       ] [3310/3551] Completed UTWO in 0.3s | 2.88 sym/s | Total: 19.2m | ETA: 1.4m
[2025-12-24T20:34:14.096557] [INFO ] [sig       ] [3311/3551] Forecasting UTZ...
[2025-12-24T20:34:14.096799] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-12-24T20:34:14.096831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-12-24T20:34:14.109295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2025-12-24T20:34:14.109647] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-12-24T20:34:14.110710] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-12-24T20:34:14.110765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:14.110799] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:14.110829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:14.110899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:14.169081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:14.169746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:14.169826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:14.169860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:14.285412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:14.285557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:14.285613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:14.285643] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:14.288903] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: UP (p=83.73%)
[2025-12-24T20:34:14.289166] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-12-24T20:34:14.289315] [INFO ] [sig       ] UTZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:14.431468] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UTZ.txt
[2025-12-24T20:34:14.431629] [INFO ] [sig       ] [3311/3551] Completed UTZ in 0.3s | 2.88 sym/s | Total: 19.2m | ETA: 1.4m
[2025-12-24T20:34:14.431670] [INFO ] [sig       ] [3312/3551] Forecasting UVE...
[2025-12-24T20:34:14.431700] [INFO ] [sig       ] Generating forecast for: UVE
[2025-12-24T20:34:14.431729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-12-24T20:34:14.442773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2025-12-24T20:34:14.443100] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-12-24T20:34:14.444118] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-12-24T20:34:14.444170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:14.444202] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:14.444230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:14.444289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:14.502197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:14.502931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:14.503011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:14.503045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:14.621402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:14.621529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:14.621584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:14.621617] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:14.625310] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2025-12-24T20:34:14.625605] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-12-24T20:34:14.625733] [INFO ] [sig       ] UVE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:14.765763] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UVE.txt
[2025-12-24T20:34:14.765882] [INFO ] [sig       ] [3312/3551] Completed UVE in 0.3s | 2.88 sym/s | Total: 19.2m | ETA: 1.4m
[2025-12-24T20:34:14.765922] [INFO ] [sig       ] [3313/3551] Forecasting UVSP...
[2025-12-24T20:34:14.765952] [INFO ] [sig       ] Generating forecast for: UVSP
[2025-12-24T20:34:14.765982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2025-12-24T20:34:14.777305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2025-12-24T20:34:14.777620] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2025-12-24T20:34:14.778380] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2025-12-24T20:34:14.778443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:14.778477] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:14.778506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:14.778565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:14.836079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:14.836714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:14.836802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:14.836836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:14.959767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:14.959929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:14.959970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:14.960003] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:14.963459] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: DOWN (p=45.31%)
[2025-12-24T20:34:14.963757] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2025-12-24T20:34:14.963883] [INFO ] [sig       ] UVSP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:15.107356] [INFO ] [LOCAL     ] Saved forecast: UVSP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UVSP.txt
[2025-12-24T20:34:15.107484] [INFO ] [sig       ] [3313/3551] Completed UVSP in 0.3s | 2.88 sym/s | Total: 19.2m | ETA: 1.4m
[2025-12-24T20:34:15.107523] [INFO ] [sig       ] [3314/3551] Forecasting UWMC...
[2025-12-24T20:34:15.107554] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-12-24T20:34:15.107602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-12-24T20:34:15.118820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2025-12-24T20:34:15.119115] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-12-24T20:34:15.119921] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-12-24T20:34:15.119973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:15.120004] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:15.120031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:15.120091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:15.177133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:15.177790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:15.177870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:15.177903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:15.300647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:15.300795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:15.300834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:15.300864] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:15.304346] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=81.93%)
[2025-12-24T20:34:15.304651] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-12-24T20:34:15.304775] [INFO ] [sig       ] UWMC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:15.446657] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UWMC.txt
[2025-12-24T20:34:15.446778] [INFO ] [sig       ] [3314/3551] Completed UWMC in 0.3s | 2.88 sym/s | Total: 19.2m | ETA: 1.4m
[2025-12-24T20:34:15.446816] [INFO ] [sig       ] [3315/3551] Forecasting UXIN...
[2025-12-24T20:34:15.446846] [INFO ] [sig       ] Generating forecast for: UXIN
[2025-12-24T20:34:15.446881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2025-12-24T20:34:15.458420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2025-12-24T20:34:15.458755] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2025-12-24T20:34:15.459662] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2025-12-24T20:34:15.459728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:15.459773] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:15.459814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:15.459898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:15.518394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:15.519053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:15.519133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:15.519167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:15.632680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:15.632824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:15.632861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:15.632889] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:15.636132] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: UP (p=97.00%)
[2025-12-24T20:34:15.636400] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2025-12-24T20:34:15.636519] [INFO ] [sig       ] UXIN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:15.775497] [INFO ] [LOCAL     ] Saved forecast: UXIN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UXIN.txt
[2025-12-24T20:34:15.775624] [INFO ] [sig       ] [3315/3551] Completed UXIN in 0.3s | 2.88 sym/s | Total: 19.2m | ETA: 1.4m
[2025-12-24T20:34:15.775664] [INFO ] [sig       ] [3316/3551] Forecasting UYLD...
[2025-12-24T20:34:15.775693] [INFO ] [sig       ] Generating forecast for: UYLD
[2025-12-24T20:34:15.775723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2025-12-24T20:34:15.786897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UYLD'.
[2025-12-24T20:34:15.787174] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2025-12-24T20:34:15.787916] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2025-12-24T20:34:15.787968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:15.787999] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:15.788026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:15.788081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:15.843586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:15.844183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:15.844261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:15.844293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:15.954756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:15.954879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:15.954915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:15.954943] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:15.958165] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=55.07%)
[2025-12-24T20:34:15.958432] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2025-12-24T20:34:15.958550] [INFO ] [sig       ] UYLD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:16.103651] [INFO ] [LOCAL     ] Saved forecast: UYLD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/UYLD.txt
[2025-12-24T20:34:16.103798] [INFO ] [sig       ] [3316/3551] Completed UYLD in 0.3s | 2.88 sym/s | Total: 19.2m | ETA: 1.4m
[2025-12-24T20:34:16.103856] [INFO ] [sig       ] [3317/3551] Forecasting UZE...
[2025-12-24T20:34:16.103899] [INFO ] [sig       ] Generating forecast for: UZE
[2025-12-24T20:34:16.103929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-12-24T20:34:16.116160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2025-12-24T20:34:16.116588] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-12-24T20:34:16.117403] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-12-24T20:34:16.117457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:16.117489] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:16.117517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:16.117589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:16.176905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:16.178069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:16.178207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:16.178243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:16.296799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:16.296951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:16.296989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:16.297019] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:16.300345] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=13.87%)
[2025-12-24T20:34:16.300643] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-12-24T20:34:16.300762] [INFO ] [sig       ] UZE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:16.437949] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/UZE.txt
[2025-12-24T20:34:16.438081] [INFO ] [sig       ] [3317/3551] Completed UZE in 0.3s | 2.88 sym/s | Total: 19.2m | ETA: 1.4m
[2025-12-24T20:34:16.438119] [INFO ] [sig       ] [3318/3551] Forecasting VAC...
[2025-12-24T20:34:16.438150] [INFO ] [sig       ] Generating forecast for: VAC
[2025-12-24T20:34:16.438180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-12-24T20:34:16.449624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2025-12-24T20:34:16.449950] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-12-24T20:34:16.450723] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-12-24T20:34:16.450964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:16.450995] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:16.451021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:16.451077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:16.509017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:16.509958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:16.510039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:16.510070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:16.632412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:16.632566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:16.632812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:16.632841] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:16.636500] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: DOWN (p=24.20%)
[2025-12-24T20:34:16.636805] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-12-24T20:34:16.636927] [INFO ] [sig       ] VAC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:16.789011] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VAC.txt
[2025-12-24T20:34:16.789182] [INFO ] [sig       ] [3318/3551] Completed VAC in 0.4s | 2.88 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-24T20:34:16.789222] [INFO ] [sig       ] [3319/3551] Forecasting VAL...
[2025-12-24T20:34:16.789251] [INFO ] [sig       ] Generating forecast for: VAL
[2025-12-24T20:34:16.789305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-12-24T20:34:16.802518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2025-12-24T20:34:16.802905] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-12-24T20:34:16.803697] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-12-24T20:34:16.803749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:16.803780] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:16.803806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:16.803860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:16.863068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:16.863906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:16.863992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:16.864026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:16.985346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:16.985495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:16.985535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:16.985564] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:16.988923] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: DOWN (p=17.98%)
[2025-12-24T20:34:16.989191] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-12-24T20:34:16.989343] [INFO ] [sig       ] VAL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:17.135859] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VAL.txt
[2025-12-24T20:34:17.136034] [INFO ] [sig       ] [3319/3551] Completed VAL in 0.3s | 2.88 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-24T20:34:17.136076] [INFO ] [sig       ] [3320/3551] Forecasting VALE...
[2025-12-24T20:34:17.136106] [INFO ] [sig       ] Generating forecast for: VALE
[2025-12-24T20:34:17.136136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-12-24T20:34:17.147859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALE'.
[2025-12-24T20:34:17.148153] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-12-24T20:34:17.148918] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-12-24T20:34:17.148970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:17.149010] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:17.149037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:17.149092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:17.205766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:17.206507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:17.206624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:17.206660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:17.329225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:17.329408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:17.329465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:17.329495] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:17.332877] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: DOWN (p=13.52%)
[2025-12-24T20:34:17.333159] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-12-24T20:34:17.333286] [INFO ] [sig       ] VALE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:17.475633] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VALE.txt
[2025-12-24T20:34:17.475820] [INFO ] [sig       ] [3320/3551] Completed VALE in 0.3s | 2.88 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-24T20:34:17.475862] [INFO ] [sig       ] [3321/3551] Forecasting VALN...
[2025-12-24T20:34:17.475892] [INFO ] [sig       ] Generating forecast for: VALN
[2025-12-24T20:34:17.475924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2025-12-24T20:34:17.488030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2025-12-24T20:34:17.488447] [INFO ] [FORECASTER] Starting predict_future for VALN
[2025-12-24T20:34:17.489306] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2025-12-24T20:34:17.489366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:17.489399] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:17.489426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:17.489481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:17.548635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:17.549704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:17.549827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:17.549866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:17.673587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:17.673744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:17.673782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:17.673810] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:17.677079] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: DOWN (p=6.98%)
[2025-12-24T20:34:17.677340] [INFO ] [FORECASTER] Completed predict_future for VALN
[2025-12-24T20:34:17.677459] [INFO ] [sig       ] VALN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:17.827486] [INFO ] [LOCAL     ] Saved forecast: VALN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VALN.txt
[2025-12-24T20:34:17.827657] [INFO ] [sig       ] [3321/3551] Completed VALN in 0.4s | 2.88 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-24T20:34:17.827700] [INFO ] [sig       ] [3322/3551] Forecasting VANI...
[2025-12-24T20:34:17.827919] [INFO ] [sig       ] Generating forecast for: VANI
[2025-12-24T20:34:17.827950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2025-12-24T20:34:17.840062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2025-12-24T20:34:17.840427] [INFO ] [FORECASTER] Starting predict_future for VANI
[2025-12-24T20:34:17.841406] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2025-12-24T20:34:17.841460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:17.841492] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:17.841524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:17.841637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:17.903483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:17.904409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:17.904495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:17.904530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:18.029280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:18.029444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:18.029485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:18.029515] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:18.033113] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: UP (p=76.39%)
[2025-12-24T20:34:18.033391] [INFO ] [FORECASTER] Completed predict_future for VANI
[2025-12-24T20:34:18.033519] [INFO ] [sig       ] VANI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:18.181018] [INFO ] [LOCAL     ] Saved forecast: VANI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VANI.txt
[2025-12-24T20:34:18.181176] [INFO ] [sig       ] [3322/3551] Completed VANI in 0.4s | 2.88 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-24T20:34:18.181226] [INFO ] [sig       ] [3323/3551] Forecasting VBF...
[2025-12-24T20:34:18.181269] [INFO ] [sig       ] Generating forecast for: VBF
[2025-12-24T20:34:18.181310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-12-24T20:34:18.194325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBF'.
[2025-12-24T20:34:18.194714] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-12-24T20:34:18.195512] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-12-24T20:34:18.195598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:18.195641] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:18.195675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:18.195732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:18.254900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:18.255789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:18.255879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:18.255911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:18.383009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:18.383169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:18.383208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:18.383237] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:18.387028] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=42.99%)
[2025-12-24T20:34:18.387335] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-12-24T20:34:18.387468] [INFO ] [sig       ] VBF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:18.534206] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VBF.txt
[2025-12-24T20:34:18.534363] [INFO ] [sig       ] [3323/3551] Completed VBF in 0.4s | 2.88 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-24T20:34:18.534404] [INFO ] [sig       ] [3324/3551] Forecasting VBNK...
[2025-12-24T20:34:18.534433] [INFO ] [sig       ] Generating forecast for: VBNK
[2025-12-24T20:34:18.534464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2025-12-24T20:34:18.549966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2025-12-24T20:34:18.550556] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2025-12-24T20:34:18.551554] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2025-12-24T20:34:18.551628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:18.551715] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:18.551746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:18.551806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:18.614207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:18.615423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:18.615531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:18.615588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:18.745011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:18.745253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:18.745310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:18.745342] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:18.749909] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: UP (p=92.46%)
[2025-12-24T20:34:18.750276] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2025-12-24T20:34:18.750441] [INFO ] [sig       ] VBNK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:18.905980] [INFO ] [LOCAL     ] Saved forecast: VBNK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VBNK.txt
[2025-12-24T20:34:18.906190] [INFO ] [sig       ] [3324/3551] Completed VBNK in 0.4s | 2.88 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-24T20:34:18.906235] [INFO ] [sig       ] [3325/3551] Forecasting VC...
[2025-12-24T20:34:18.906266] [INFO ] [sig       ] Generating forecast for: VC
[2025-12-24T20:34:18.906298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2025-12-24T20:34:18.920790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2025-12-24T20:34:18.921237] [INFO ] [FORECASTER] Starting predict_future for VC
[2025-12-24T20:34:18.922329] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2025-12-24T20:34:18.922386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:18.922420] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:18.922448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:18.922508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:18.984287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:18.985390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:18.985490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:18.985524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:19.114983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:19.115229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:19.115280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:19.115311] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:19.119413] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: DOWN (p=4.23%)
[2025-12-24T20:34:19.119779] [INFO ] [FORECASTER] Completed predict_future for VC
[2025-12-24T20:34:19.120112] [INFO ] [sig       ] VC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:19.288013] [INFO ] [LOCAL     ] Saved forecast: VC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VC.txt
[2025-12-24T20:34:19.288234] [INFO ] [sig       ] [3325/3551] Completed VC in 0.4s | 2.88 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-24T20:34:19.288280] [INFO ] [sig       ] [3326/3551] Forecasting VCEL...
[2025-12-24T20:34:19.288313] [INFO ] [sig       ] Generating forecast for: VCEL
[2025-12-24T20:34:19.288346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2025-12-24T20:34:19.302191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2025-12-24T20:34:19.302796] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2025-12-24T20:34:19.303780] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2025-12-24T20:34:19.303838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:19.303873] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:19.303902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:19.303962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:19.372421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:19.373845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:19.373998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:19.374046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:19.506287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:19.506527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:19.506603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:19.506644] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:19.511782] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: DOWN (p=21.10%)
[2025-12-24T20:34:19.512179] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2025-12-24T20:34:19.512347] [INFO ] [sig       ] VCEL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:19.664816] [INFO ] [LOCAL     ] Saved forecast: VCEL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VCEL.txt
[2025-12-24T20:34:19.665022] [INFO ] [sig       ] [3326/3551] Completed VCEL in 0.4s | 2.88 sym/s | Total: 19.2m | ETA: 1.3m
[2025-12-24T20:34:19.665070] [INFO ] [sig       ] [3327/3551] Forecasting VCRB...
[2025-12-24T20:34:19.665106] [INFO ] [sig       ] Generating forecast for: VCRB
[2025-12-24T20:34:19.665142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2025-12-24T20:34:19.679422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2025-12-24T20:34:19.679946] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2025-12-24T20:34:19.680892] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2025-12-24T20:34:19.680946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:19.680979] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:19.681005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:19.681063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:19.741120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:19.742294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:19.742404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:19.742438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:19.866793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:19.867022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:19.867076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:19.867188] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:19.871807] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: UP (p=67.30%)
[2025-12-24T20:34:19.872134] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2025-12-24T20:34:19.872284] [INFO ] [sig       ] VCRB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:20.020836] [INFO ] [LOCAL     ] Saved forecast: VCRB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VCRB.txt
[2025-12-24T20:34:20.021039] [INFO ] [sig       ] [3327/3551] Completed VCRB in 0.4s | 2.88 sym/s | Total: 19.3m | ETA: 1.3m
[2025-12-24T20:34:20.021082] [INFO ] [sig       ] [3328/3551] Forecasting VCSH...
[2025-12-24T20:34:20.021121] [INFO ] [sig       ] Generating forecast for: VCSH
[2025-12-24T20:34:20.021155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2025-12-24T20:34:20.035547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2025-12-24T20:34:20.035925] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2025-12-24T20:34:20.036809] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2025-12-24T20:34:20.036863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:20.036901] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:20.036930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:20.036987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:20.095224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:20.096222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:20.096361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:20.096399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:20.222064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:20.222289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:20.222336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:20.222366] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:20.226237] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: DOWN (p=31.92%)
[2025-12-24T20:34:20.226539] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2025-12-24T20:34:20.226697] [INFO ] [sig       ] VCSH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:20.369724] [INFO ] [LOCAL     ] Saved forecast: VCSH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VCSH.txt
[2025-12-24T20:34:20.369914] [INFO ] [sig       ] [3328/3551] Completed VCSH in 0.3s | 2.88 sym/s | Total: 19.3m | ETA: 1.3m
[2025-12-24T20:34:20.369958] [INFO ] [sig       ] [3329/3551] Forecasting VECO...
[2025-12-24T20:34:20.369993] [INFO ] [sig       ] Generating forecast for: VECO
[2025-12-24T20:34:20.370026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2025-12-24T20:34:20.383777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2025-12-24T20:34:20.384210] [INFO ] [FORECASTER] Starting predict_future for VECO
[2025-12-24T20:34:20.385092] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2025-12-24T20:34:20.385145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:20.385178] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:20.385252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:20.385316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:20.442135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:20.443294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:20.443424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:20.443462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:20.562164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:20.562386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:20.562430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:20.562461] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:20.566165] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=46.32%)
[2025-12-24T20:34:20.566475] [INFO ] [FORECASTER] Completed predict_future for VECO
[2025-12-24T20:34:20.566632] [INFO ] [sig       ] VECO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:20.715960] [INFO ] [LOCAL     ] Saved forecast: VECO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VECO.txt
[2025-12-24T20:34:20.716200] [INFO ] [sig       ] [3329/3551] Completed VECO in 0.3s | 2.88 sym/s | Total: 19.3m | ETA: 1.3m
[2025-12-24T20:34:20.716250] [INFO ] [sig       ] [3330/3551] Forecasting VEEE...
[2025-12-24T20:34:20.716281] [INFO ] [sig       ] Generating forecast for: VEEE
[2025-12-24T20:34:20.716315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2025-12-24T20:34:20.730234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEEE'.
[2025-12-24T20:34:20.730835] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2025-12-24T20:34:20.731827] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2025-12-24T20:34:20.732081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:20.732147] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:20.732182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:20.732256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:20.794545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:20.795862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:20.795979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:20.796013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:20.920659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:20.920896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:20.920944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:20.920975] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:20.925103] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: DOWN (p=37.61%)
[2025-12-24T20:34:20.925525] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2025-12-24T20:34:20.925712] [INFO ] [sig       ] VEEE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:21.067958] [INFO ] [LOCAL     ] Saved forecast: VEEE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VEEE.txt
[2025-12-24T20:34:21.068138] [INFO ] [sig       ] [3330/3551] Completed VEEE in 0.4s | 2.88 sym/s | Total: 19.3m | ETA: 1.3m
[2025-12-24T20:34:21.068180] [INFO ] [sig       ] [3331/3551] Forecasting VEL...
[2025-12-24T20:34:21.068211] [INFO ] [sig       ] Generating forecast for: VEL
[2025-12-24T20:34:21.068242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-12-24T20:34:21.081087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEL'.
[2025-12-24T20:34:21.081489] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-12-24T20:34:21.082348] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-12-24T20:34:21.082402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:21.082436] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:21.082465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:21.082525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:21.140341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:21.141275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:21.141371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:21.141403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:21.263463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:21.263736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:21.263781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:21.263838] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:21.267534] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: UP (p=53.23%)
[2025-12-24T20:34:21.267841] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-12-24T20:34:21.267968] [INFO ] [sig       ] VEL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:21.409124] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VEL.txt
[2025-12-24T20:34:21.409328] [INFO ] [sig       ] [3331/3551] Completed VEL in 0.3s | 2.88 sym/s | Total: 19.3m | ETA: 1.3m
[2025-12-24T20:34:21.409371] [INFO ] [sig       ] [3332/3551] Forecasting VEON...
[2025-12-24T20:34:21.409401] [INFO ] [sig       ] Generating forecast for: VEON
[2025-12-24T20:34:21.409433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2025-12-24T20:34:21.422220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEON'.
[2025-12-24T20:34:21.422611] [INFO ] [FORECASTER] Starting predict_future for VEON
[2025-12-24T20:34:21.423460] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2025-12-24T20:34:21.423514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:21.423546] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:21.423594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:21.423675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:21.483959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:21.485071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:21.485188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:21.485222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:21.611517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:21.611760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:21.611808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:21.611839] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:21.615737] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: UP (p=90.11%)
[2025-12-24T20:34:21.616053] [INFO ] [FORECASTER] Completed predict_future for VEON
[2025-12-24T20:34:21.616194] [INFO ] [sig       ] VEON: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:21.759710] [INFO ] [LOCAL     ] Saved forecast: VEON	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VEON.txt
[2025-12-24T20:34:21.759924] [INFO ] [sig       ] [3332/3551] Completed VEON in 0.4s | 2.88 sym/s | Total: 19.3m | ETA: 1.3m
[2025-12-24T20:34:21.759973] [INFO ] [sig       ] [3333/3551] Forecasting VERA...
[2025-12-24T20:34:21.760005] [INFO ] [sig       ] Generating forecast for: VERA
[2025-12-24T20:34:21.760039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2025-12-24T20:34:21.773742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2025-12-24T20:34:21.774256] [INFO ] [FORECASTER] Starting predict_future for VERA
[2025-12-24T20:34:21.775471] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2025-12-24T20:34:21.775528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:21.775561] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:21.775617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:21.775680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:21.840873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:21.842022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:21.842161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:21.842200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:21.958331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:21.958555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:21.958619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:21.958648] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:21.962543] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-12-24T20:34:21.962880] [INFO ] [FORECASTER] Completed predict_future for VERA
[2025-12-24T20:34:21.963023] [INFO ] [sig       ] VERA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:22.109585] [INFO ] [LOCAL     ] Saved forecast: VERA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VERA.txt
[2025-12-24T20:34:22.109786] [INFO ] [sig       ] [3333/3551] Completed VERA in 0.3s | 2.88 sym/s | Total: 19.3m | ETA: 1.3m
[2025-12-24T20:34:22.109829] [INFO ] [sig       ] [3334/3551] Forecasting VERI...
[2025-12-24T20:34:22.109859] [INFO ] [sig       ] Generating forecast for: VERI
[2025-12-24T20:34:22.109890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2025-12-24T20:34:22.123474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2025-12-24T20:34:22.123997] [INFO ] [FORECASTER] Starting predict_future for VERI
[2025-12-24T20:34:22.125041] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2025-12-24T20:34:22.125096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:22.125129] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:22.125158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:22.125213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:22.184911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:22.185816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:22.185943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:22.185977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:22.306686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:22.306851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:22.306890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:22.306918] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:22.310319] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: UP (p=96.09%)
[2025-12-24T20:34:22.310620] [INFO ] [FORECASTER] Completed predict_future for VERI
[2025-12-24T20:34:22.310749] [INFO ] [sig       ] VERI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:22.449880] [INFO ] [LOCAL     ] Saved forecast: VERI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VERI.txt
[2025-12-24T20:34:22.450036] [INFO ] [sig       ] [3334/3551] Completed VERI in 0.3s | 2.88 sym/s | Total: 19.3m | ETA: 1.3m
[2025-12-24T20:34:22.450077] [INFO ] [sig       ] [3335/3551] Forecasting VERO...
[2025-12-24T20:34:22.450108] [INFO ] [sig       ] Generating forecast for: VERO
[2025-12-24T20:34:22.450138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'.
[2025-12-24T20:34:22.461143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERO'.
[2025-12-24T20:34:22.461489] [INFO ] [FORECASTER] Starting predict_future for VERO
[2025-12-24T20:34:22.462274] [DEBUG] [LOCAL     ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt
[2025-12-24T20:34:22.462327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:22.462358] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:22.462397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:22.462454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:22.520498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:22.521322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:22.521403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:22.521436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:22.640951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:22.641111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:22.641153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:22.641183] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:22.644682] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: UP (p=68.93%)
[2025-12-24T20:34:22.645039] [INFO ] [FORECASTER] Completed predict_future for VERO
[2025-12-24T20:34:22.645176] [INFO ] [sig       ] VERO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:22.797178] [INFO ] [LOCAL     ] Saved forecast: VERO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VERO.txt
[2025-12-24T20:34:22.797339] [INFO ] [sig       ] [3335/3551] Completed VERO in 0.3s | 2.88 sym/s | Total: 19.3m | ETA: 1.3m
[2025-12-24T20:34:22.797381] [INFO ] [sig       ] [3336/3551] Forecasting VERX...
[2025-12-24T20:34:22.797413] [INFO ] [sig       ] Generating forecast for: VERX
[2025-12-24T20:34:22.797442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2025-12-24T20:34:22.810094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERX'.
[2025-12-24T20:34:22.810456] [INFO ] [FORECASTER] Starting predict_future for VERX
[2025-12-24T20:34:22.811279] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2025-12-24T20:34:22.811332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:22.811364] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:22.811390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:22.811445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:22.872702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:22.873977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:22.874083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:22.874120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:23.004899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:23.005147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:23.005194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:23.005225] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:23.010408] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: DOWN (p=7.76%)
[2025-12-24T20:34:23.010850] [INFO ] [FORECASTER] Completed predict_future for VERX
[2025-12-24T20:34:23.011049] [INFO ] [sig       ] VERX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:23.160760] [INFO ] [LOCAL     ] Saved forecast: VERX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VERX.txt
[2025-12-24T20:34:23.160956] [INFO ] [sig       ] [3336/3551] Completed VERX in 0.4s | 2.88 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-24T20:34:23.161002] [INFO ] [sig       ] [3337/3551] Forecasting VFC...
[2025-12-24T20:34:23.161032] [INFO ] [sig       ] Generating forecast for: VFC
[2025-12-24T20:34:23.161064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-12-24T20:34:23.175218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2025-12-24T20:34:23.175735] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-12-24T20:34:23.176667] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-12-24T20:34:23.176723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:23.176755] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:23.176782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:23.176840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:23.236525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:23.237747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:23.237851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:23.237886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:23.369402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:23.369667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:23.369722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:23.369755] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:23.374847] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: UP (p=73.49%)
[2025-12-24T20:34:23.375191] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-12-24T20:34:23.375337] [INFO ] [sig       ] VFC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:23.530043] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VFC.txt
[2025-12-24T20:34:23.530299] [INFO ] [sig       ] [3337/3551] Completed VFC in 0.4s | 2.88 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-24T20:34:23.530346] [INFO ] [sig       ] [3338/3551] Forecasting VFF...
[2025-12-24T20:34:23.530376] [INFO ] [sig       ] Generating forecast for: VFF
[2025-12-24T20:34:23.530409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2025-12-24T20:34:23.544656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2025-12-24T20:34:23.545058] [INFO ] [FORECASTER] Starting predict_future for VFF
[2025-12-24T20:34:23.545995] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2025-12-24T20:34:23.546051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:23.546086] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:23.546115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:23.546175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:23.604503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:23.605651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:23.605749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:23.605783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:23.729111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:23.729406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:23.729457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:23.729490] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:23.733563] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2025-12-24T20:34:23.734085] [INFO ] [FORECASTER] Completed predict_future for VFF
[2025-12-24T20:34:23.734223] [INFO ] [sig       ] VFF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:23.880817] [INFO ] [LOCAL     ] Saved forecast: VFF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VFF.txt
[2025-12-24T20:34:23.881035] [INFO ] [sig       ] [3338/3551] Completed VFF in 0.4s | 2.88 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-24T20:34:23.881082] [INFO ] [sig       ] [3339/3551] Forecasting VFLO...
[2025-12-24T20:34:23.881112] [INFO ] [sig       ] Generating forecast for: VFLO
[2025-12-24T20:34:23.881153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2025-12-24T20:34:23.894460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2025-12-24T20:34:23.894984] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2025-12-24T20:34:23.895851] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2025-12-24T20:34:23.895904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:23.895936] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:23.895994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:23.896052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:23.953837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:23.954980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:23.955081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:23.955113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:24.088062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:24.088315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:24.088363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:24.088394] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:24.092387] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: DOWN (p=42.91%)
[2025-12-24T20:34:24.092725] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2025-12-24T20:34:24.092867] [INFO ] [sig       ] VFLO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:24.239526] [INFO ] [LOCAL     ] Saved forecast: VFLO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VFLO.txt
[2025-12-24T20:34:24.239811] [INFO ] [sig       ] [3339/3551] Completed VFLO in 0.4s | 2.88 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-24T20:34:24.239865] [INFO ] [sig       ] [3340/3551] Forecasting VFS...
[2025-12-24T20:34:24.239903] [INFO ] [sig       ] Generating forecast for: VFS
[2025-12-24T20:34:24.239936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2025-12-24T20:34:24.254135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2025-12-24T20:34:24.254514] [INFO ] [FORECASTER] Starting predict_future for VFS
[2025-12-24T20:34:24.255313] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2025-12-24T20:34:24.255366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:24.255398] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:24.255424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:24.255478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:24.311975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:24.312887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:24.312973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:24.313005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:24.432739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:24.432901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:24.432944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:24.432973] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:24.436321] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: DOWN (p=15.86%)
[2025-12-24T20:34:24.436605] [INFO ] [FORECASTER] Completed predict_future for VFS
[2025-12-24T20:34:24.436725] [INFO ] [sig       ] VFS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:24.582344] [INFO ] [LOCAL     ] Saved forecast: VFS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VFS.txt
[2025-12-24T20:34:24.582515] [INFO ] [sig       ] [3340/3551] Completed VFS in 0.3s | 2.88 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-24T20:34:24.582555] [INFO ] [sig       ] [3341/3551] Forecasting VGI...
[2025-12-24T20:34:24.582604] [INFO ] [sig       ] Generating forecast for: VGI
[2025-12-24T20:34:24.582636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-12-24T20:34:24.594702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2025-12-24T20:34:24.595065] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-12-24T20:34:24.595866] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-12-24T20:34:24.595918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:24.595985] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:24.596023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:24.596104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:24.657504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:24.658645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:24.658731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:24.658764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:24.779288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:24.779462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:24.779502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:24.779529] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:24.783204] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=60.02%)
[2025-12-24T20:34:24.783496] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-12-24T20:34:24.783648] [INFO ] [sig       ] VGI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:24.926493] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VGI.txt
[2025-12-24T20:34:24.926663] [INFO ] [sig       ] [3341/3551] Completed VGI in 0.3s | 2.88 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-24T20:34:24.926707] [INFO ] [sig       ] [3342/3551] Forecasting VGM...
[2025-12-24T20:34:24.926736] [INFO ] [sig       ] Generating forecast for: VGM
[2025-12-24T20:34:24.926767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-12-24T20:34:24.938169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2025-12-24T20:34:24.938517] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-12-24T20:34:24.939387] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-12-24T20:34:24.939443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:24.939475] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:24.939502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:24.939560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:24.999046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:24.999962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:25.000052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:25.000085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:25.127633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:25.127815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:25.127856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:25.127883] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:25.131434] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: DOWN (p=30.12%)
[2025-12-24T20:34:25.131774] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-12-24T20:34:25.131907] [INFO ] [sig       ] VGM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:25.285563] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VGM.txt
[2025-12-24T20:34:25.285747] [INFO ] [sig       ] [3342/3551] Completed VGM in 0.4s | 2.88 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-24T20:34:25.285790] [INFO ] [sig       ] [3343/3551] Forecasting VGSH...
[2025-12-24T20:34:25.285819] [INFO ] [sig       ] Generating forecast for: VGSH
[2025-12-24T20:34:25.285849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2025-12-24T20:34:25.298204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2025-12-24T20:34:25.298624] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2025-12-24T20:34:25.299494] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2025-12-24T20:34:25.299551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:25.299610] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:25.299647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:25.299706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:25.360290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:25.361178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:25.361263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:25.361296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:25.483621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:25.483785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:25.483838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:25.483868] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:25.487277] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: UP (p=75.37%)
[2025-12-24T20:34:25.487540] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2025-12-24T20:34:25.487678] [INFO ] [sig       ] VGSH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:25.628190] [INFO ] [LOCAL     ] Saved forecast: VGSH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VGSH.txt
[2025-12-24T20:34:25.628319] [INFO ] [sig       ] [3343/3551] Completed VGSH in 0.3s | 2.88 sym/s | Total: 19.3m | ETA: 1.2m
[2025-12-24T20:34:25.628360] [INFO ] [sig       ] [3344/3551] Forecasting VICI...
[2025-12-24T20:34:25.628389] [INFO ] [sig       ] Generating forecast for: VICI
[2025-12-24T20:34:25.628419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-12-24T20:34:25.640855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2025-12-24T20:34:25.641163] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-12-24T20:34:25.641932] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-12-24T20:34:25.641983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:25.642014] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:25.642040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:25.642095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:25.698186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:25.698945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:25.699028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:25.699061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:25.818397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:25.818552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:25.818609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:25.818679] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:25.822139] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: DOWN (p=0.41%)
[2025-12-24T20:34:25.822409] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-12-24T20:34:25.822530] [INFO ] [sig       ] VICI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:25.960999] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VICI.txt
[2025-12-24T20:34:25.961134] [INFO ] [sig       ] [3344/3551] Completed VICI in 0.3s | 2.88 sym/s | Total: 19.4m | ETA: 1.2m
[2025-12-24T20:34:25.961173] [INFO ] [sig       ] [3345/3551] Forecasting VIGI...
[2025-12-24T20:34:25.961204] [INFO ] [sig       ] Generating forecast for: VIGI
[2025-12-24T20:34:25.961233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2025-12-24T20:34:25.972355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2025-12-24T20:34:25.972691] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2025-12-24T20:34:25.973436] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2025-12-24T20:34:25.973487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:25.973519] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:25.973545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:25.973624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:26.028539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:26.029372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:26.029457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:26.029490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:26.144827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:26.144986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:26.145026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:26.145055] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:26.148355] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2025-12-24T20:34:26.148642] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2025-12-24T20:34:26.148764] [INFO ] [sig       ] VIGI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:26.291022] [INFO ] [LOCAL     ] Saved forecast: VIGI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VIGI.txt
[2025-12-24T20:34:26.291180] [INFO ] [sig       ] [3345/3551] Completed VIGI in 0.3s | 2.88 sym/s | Total: 19.4m | ETA: 1.2m
[2025-12-24T20:34:26.291227] [INFO ] [sig       ] [3346/3551] Forecasting VINP...
[2025-12-24T20:34:26.291258] [INFO ] [sig       ] Generating forecast for: VINP
[2025-12-24T20:34:26.291288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2025-12-24T20:34:26.303266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2025-12-24T20:34:26.303610] [INFO ] [FORECASTER] Starting predict_future for VINP
[2025-12-24T20:34:26.304357] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2025-12-24T20:34:26.304408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:26.304439] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:26.304466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:26.304532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:26.360370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:26.361239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:26.361371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:26.361407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:26.479915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:26.480083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:26.480124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:26.480154] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:26.483600] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: UP (p=89.01%)
[2025-12-24T20:34:26.483877] [INFO ] [FORECASTER] Completed predict_future for VINP
[2025-12-24T20:34:26.484001] [INFO ] [sig       ] VINP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:26.627735] [INFO ] [LOCAL     ] Saved forecast: VINP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VINP.txt
[2025-12-24T20:34:26.627881] [INFO ] [sig       ] [3346/3551] Completed VINP in 0.3s | 2.88 sym/s | Total: 19.4m | ETA: 1.2m
[2025-12-24T20:34:26.627920] [INFO ] [sig       ] [3347/3551] Forecasting VIPS...
[2025-12-24T20:34:26.627951] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-12-24T20:34:26.627982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-12-24T20:34:26.639722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2025-12-24T20:34:26.640063] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-12-24T20:34:26.640853] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-12-24T20:34:26.640905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:26.640936] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:26.640962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:26.641018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:26.699597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:26.700517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:26.700623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:26.700660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:26.825861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:26.826026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:26.826066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:26.826096] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:26.829665] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: UP (p=60.54%)
[2025-12-24T20:34:26.829940] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-12-24T20:34:26.830084] [INFO ] [sig       ] VIPS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:26.973614] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VIPS.txt
[2025-12-24T20:34:26.973778] [INFO ] [sig       ] [3347/3551] Completed VIPS in 0.3s | 2.88 sym/s | Total: 19.4m | ETA: 1.2m
[2025-12-24T20:34:26.973821] [INFO ] [sig       ] [3348/3551] Forecasting VIRC...
[2025-12-24T20:34:26.973850] [INFO ] [sig       ] Generating forecast for: VIRC
[2025-12-24T20:34:26.973879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2025-12-24T20:34:26.986013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2025-12-24T20:34:26.986306] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2025-12-24T20:34:26.987072] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2025-12-24T20:34:26.987134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:26.987166] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:26.987194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:26.987249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:27.043279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:27.044077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:27.044158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:27.044190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:27.163634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:27.163782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:27.163823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:27.163852] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:27.167151] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: DOWN (p=39.78%)
[2025-12-24T20:34:27.167416] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2025-12-24T20:34:27.167541] [INFO ] [sig       ] VIRC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:27.306401] [INFO ] [LOCAL     ] Saved forecast: VIRC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VIRC.txt
[2025-12-24T20:34:27.306544] [INFO ] [sig       ] [3348/3551] Completed VIRC in 0.3s | 2.88 sym/s | Total: 19.4m | ETA: 1.2m
[2025-12-24T20:34:27.306601] [INFO ] [sig       ] [3349/3551] Forecasting VITL...
[2025-12-24T20:34:27.306632] [INFO ] [sig       ] Generating forecast for: VITL
[2025-12-24T20:34:27.306662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2025-12-24T20:34:27.317690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2025-12-24T20:34:27.318012] [INFO ] [FORECASTER] Starting predict_future for VITL
[2025-12-24T20:34:27.318775] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2025-12-24T20:34:27.318832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:27.318864] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:27.318890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:27.318946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:27.376812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:27.377634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:27.377715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:27.377748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:27.499785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:27.499943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:27.499983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:27.500010] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:27.503378] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: DOWN (p=43.40%)
[2025-12-24T20:34:27.503727] [INFO ] [FORECASTER] Completed predict_future for VITL
[2025-12-24T20:34:27.503860] [INFO ] [sig       ] VITL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:27.646987] [INFO ] [LOCAL     ] Saved forecast: VITL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VITL.txt
[2025-12-24T20:34:27.647128] [INFO ] [sig       ] [3349/3551] Completed VITL in 0.3s | 2.88 sym/s | Total: 19.4m | ETA: 1.2m
[2025-12-24T20:34:27.647167] [INFO ] [sig       ] [3350/3551] Forecasting VKQ...
[2025-12-24T20:34:27.647198] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-12-24T20:34:27.647229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-12-24T20:34:27.658237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2025-12-24T20:34:27.658544] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-12-24T20:34:27.659363] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-12-24T20:34:27.659416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:27.659447] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:27.659474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:27.659530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:27.719867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:27.720828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:27.720936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:27.720972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:27.842430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:27.842604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:27.842653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:27.842684] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:27.846109] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=16.01%)
[2025-12-24T20:34:27.846401] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-12-24T20:34:27.846530] [INFO ] [sig       ] VKQ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:27.987083] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VKQ.txt
[2025-12-24T20:34:27.987220] [INFO ] [sig       ] [3350/3551] Completed VKQ in 0.3s | 2.88 sym/s | Total: 19.4m | ETA: 1.2m
[2025-12-24T20:34:27.987259] [INFO ] [sig       ] [3351/3551] Forecasting VKTX...
[2025-12-24T20:34:27.987288] [INFO ] [sig       ] Generating forecast for: VKTX
[2025-12-24T20:34:27.987329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2025-12-24T20:34:27.998965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2025-12-24T20:34:27.999557] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2025-12-24T20:34:28.000543] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2025-12-24T20:34:28.000610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:28.000642] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:28.000669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:28.000735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:28.057595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:28.058285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:28.058393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:28.058427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:28.175599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:28.175753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:28.175795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:28.175825] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:28.179206] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: DOWN (p=7.03%)
[2025-12-24T20:34:28.179548] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2025-12-24T20:34:28.179701] [INFO ] [sig       ] VKTX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:28.324051] [INFO ] [LOCAL     ] Saved forecast: VKTX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VKTX.txt
[2025-12-24T20:34:28.324214] [INFO ] [sig       ] [3351/3551] Completed VKTX in 0.3s | 2.88 sym/s | Total: 19.4m | ETA: 1.2m
[2025-12-24T20:34:28.324256] [INFO ] [sig       ] [3352/3551] Forecasting VLGEA...
[2025-12-24T20:34:28.324285] [INFO ] [sig       ] Generating forecast for: VLGEA
[2025-12-24T20:34:28.324315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2025-12-24T20:34:28.335172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2025-12-24T20:34:28.335509] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2025-12-24T20:34:28.336319] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2025-12-24T20:34:28.336373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:28.336406] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:28.336434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:28.336493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:28.393609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:28.394316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:28.394395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:28.394427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:28.515184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:28.515336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:28.515377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:28.515405] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:28.518894] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: DOWN (p=26.09%)
[2025-12-24T20:34:28.519166] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2025-12-24T20:34:28.519314] [INFO ] [sig       ] VLGEA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:28.662912] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VLGEA.txt
[2025-12-24T20:34:28.663072] [INFO ] [sig       ] [3352/3551] Completed VLGEA in 0.3s | 2.88 sym/s | Total: 19.4m | ETA: 1.2m
[2025-12-24T20:34:28.663112] [INFO ] [sig       ] [3353/3551] Forecasting VLN...
[2025-12-24T20:34:28.663143] [INFO ] [sig       ] Generating forecast for: VLN
[2025-12-24T20:34:28.663173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-12-24T20:34:28.675459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2025-12-24T20:34:28.675857] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-12-24T20:34:28.676678] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-12-24T20:34:28.676733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:28.676766] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:28.676795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:28.676866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:28.733273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:28.734138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:28.734226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:28.734259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:28.857609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:28.857764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:28.857810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:28.857840] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:28.861413] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: UP (p=61.01%)
[2025-12-24T20:34:28.861717] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-12-24T20:34:28.861836] [INFO ] [sig       ] VLN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:28.999612] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VLN.txt
[2025-12-24T20:34:28.999753] [INFO ] [sig       ] [3353/3551] Completed VLN in 0.3s | 2.88 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-24T20:34:28.999793] [INFO ] [sig       ] [3354/3551] Forecasting VLO...
[2025-12-24T20:34:28.999824] [INFO ] [sig       ] Generating forecast for: VLO
[2025-12-24T20:34:28.999854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-12-24T20:34:29.011290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2025-12-24T20:34:29.011604] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-12-24T20:34:29.012342] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-12-24T20:34:29.012393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:29.012425] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:29.012452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:29.012514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:29.067990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:29.068624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:29.068704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:29.068736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:29.191376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:29.191521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:29.191561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:29.191607] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:29.194880] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: DOWN (p=3.16%)
[2025-12-24T20:34:29.195144] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-12-24T20:34:29.195264] [INFO ] [sig       ] VLO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:29.334792] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VLO.txt
[2025-12-24T20:34:29.334958] [INFO ] [sig       ] [3354/3551] Completed VLO in 0.3s | 2.88 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-24T20:34:29.334998] [INFO ] [sig       ] [3355/3551] Forecasting VLRS...
[2025-12-24T20:34:29.335028] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-12-24T20:34:29.335057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-12-24T20:34:29.345840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2025-12-24T20:34:29.346130] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-12-24T20:34:29.346895] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-12-24T20:34:29.346945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:29.346977] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:29.347003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:29.347059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:29.404756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:29.405595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:29.405686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:29.405721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:29.523669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:29.523843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:29.523883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:29.523912] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:29.527218] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: DOWN (p=13.69%)
[2025-12-24T20:34:29.527485] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-12-24T20:34:29.527624] [INFO ] [sig       ] VLRS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:29.674128] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VLRS.txt
[2025-12-24T20:34:29.674292] [INFO ] [sig       ] [3355/3551] Completed VLRS in 0.3s | 2.88 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-24T20:34:29.674333] [INFO ] [sig       ] [3356/3551] Forecasting VLTO...
[2025-12-24T20:34:29.674362] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-12-24T20:34:29.674391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-12-24T20:34:29.687190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2025-12-24T20:34:29.687596] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-12-24T20:34:29.688366] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-12-24T20:34:29.688417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:29.688450] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:29.688478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:29.688534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:29.749764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:29.750633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:29.750733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:29.750768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:29.873916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:29.874069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:29.874110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:29.874140] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:29.877494] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=62.29%)
[2025-12-24T20:34:29.877784] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-12-24T20:34:29.877908] [INFO ] [sig       ] VLTO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:30.019880] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VLTO.txt
[2025-12-24T20:34:30.020032] [INFO ] [sig       ] [3356/3551] Completed VLTO in 0.3s | 2.88 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-24T20:34:30.020073] [INFO ] [sig       ] [3357/3551] Forecasting VLY...
[2025-12-24T20:34:30.020102] [INFO ] [sig       ] Generating forecast for: VLY
[2025-12-24T20:34:30.020132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2025-12-24T20:34:30.032288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2025-12-24T20:34:30.032649] [INFO ] [FORECASTER] Starting predict_future for VLY
[2025-12-24T20:34:30.033403] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2025-12-24T20:34:30.033454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:30.033499] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:30.033527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:30.033599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:30.092913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:30.093611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:30.093694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:30.093727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:30.216825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:30.216980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:30.217024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:30.217055] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:30.220438] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: DOWN (p=28.87%)
[2025-12-24T20:34:30.220730] [INFO ] [FORECASTER] Completed predict_future for VLY
[2025-12-24T20:34:30.220854] [INFO ] [sig       ] VLY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:30.367626] [INFO ] [LOCAL     ] Saved forecast: VLY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VLY.txt
[2025-12-24T20:34:30.367779] [INFO ] [sig       ] [3357/3551] Completed VLY in 0.3s | 2.88 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-24T20:34:30.367818] [INFO ] [sig       ] [3358/3551] Forecasting VMBS...
[2025-12-24T20:34:30.367847] [INFO ] [sig       ] Generating forecast for: VMBS
[2025-12-24T20:34:30.367880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2025-12-24T20:34:30.382607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2025-12-24T20:34:30.382906] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2025-12-24T20:34:30.383692] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2025-12-24T20:34:30.383743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:30.383806] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:30.383835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:30.383891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:30.442605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:30.443358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:30.443461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:30.443497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:30.570119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:30.570270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:30.570310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:30.570339] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:30.573784] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: UP (p=90.40%)
[2025-12-24T20:34:30.574078] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2025-12-24T20:34:30.574212] [INFO ] [sig       ] VMBS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:30.722056] [INFO ] [LOCAL     ] Saved forecast: VMBS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VMBS.txt
[2025-12-24T20:34:30.722227] [INFO ] [sig       ] [3358/3551] Completed VMBS in 0.4s | 2.88 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-24T20:34:30.722271] [INFO ] [sig       ] [3359/3551] Forecasting VMD...
[2025-12-24T20:34:30.722301] [INFO ] [sig       ] Generating forecast for: VMD
[2025-12-24T20:34:30.722331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2025-12-24T20:34:30.733833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2025-12-24T20:34:30.734127] [INFO ] [FORECASTER] Starting predict_future for VMD
[2025-12-24T20:34:30.734906] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2025-12-24T20:34:30.734958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:30.735004] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:30.735032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:30.735087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:30.791993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:30.792597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:30.792679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:30.792712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:30.908387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:30.908532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:30.908588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:30.908621] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:30.911972] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: DOWN (p=14.92%)
[2025-12-24T20:34:30.912239] [INFO ] [FORECASTER] Completed predict_future for VMD
[2025-12-24T20:34:30.912357] [INFO ] [sig       ] VMD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:31.053497] [INFO ] [LOCAL     ] Saved forecast: VMD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VMD.txt
[2025-12-24T20:34:31.053642] [INFO ] [sig       ] [3359/3551] Completed VMD in 0.3s | 2.88 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-24T20:34:31.053684] [INFO ] [sig       ] [3360/3551] Forecasting VMI...
[2025-12-24T20:34:31.053713] [INFO ] [sig       ] Generating forecast for: VMI
[2025-12-24T20:34:31.053743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-12-24T20:34:31.065349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2025-12-24T20:34:31.065645] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-12-24T20:34:31.066385] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-12-24T20:34:31.066435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:31.066468] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:31.066495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:31.066551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:31.122293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:31.122926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:31.123004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:31.123036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:31.249960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:31.250143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:31.250185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:31.250213] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:31.253893] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: DOWN (p=35.79%)
[2025-12-24T20:34:31.254183] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-12-24T20:34:31.254307] [INFO ] [sig       ] VMI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:31.397164] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VMI.txt
[2025-12-24T20:34:31.397294] [INFO ] [sig       ] [3360/3551] Completed VMI in 0.3s | 2.88 sym/s | Total: 19.4m | ETA: 1.1m
[2025-12-24T20:34:31.397333] [INFO ] [sig       ] [3361/3551] Forecasting VMO...
[2025-12-24T20:34:31.397362] [INFO ] [sig       ] Generating forecast for: VMO
[2025-12-24T20:34:31.397392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-12-24T20:34:31.409162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2025-12-24T20:34:31.409535] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-12-24T20:34:31.410322] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-12-24T20:34:31.410377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:31.410409] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:31.410436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:31.410494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:31.467796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:31.468704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:31.468789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:31.468822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:31.592308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:31.592463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:31.592505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:31.592565] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:31.596045] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: DOWN (p=3.71%)
[2025-12-24T20:34:31.596329] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-12-24T20:34:31.596459] [INFO ] [sig       ] VMO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:31.744763] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VMO.txt
[2025-12-24T20:34:31.744915] [INFO ] [sig       ] [3361/3551] Completed VMO in 0.3s | 2.88 sym/s | Total: 19.5m | ETA: 1.1m
[2025-12-24T20:34:31.744955] [INFO ] [sig       ] [3362/3551] Forecasting VNDA...
[2025-12-24T20:34:31.744983] [INFO ] [sig       ] Generating forecast for: VNDA
[2025-12-24T20:34:31.745013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2025-12-24T20:34:31.756466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2025-12-24T20:34:31.756786] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2025-12-24T20:34:31.757542] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2025-12-24T20:34:31.757614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:31.757648] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:31.757674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:31.757730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:31.814958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:31.815843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:31.815926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:31.815959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:31.941059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:31.941226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:31.941267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:31.941295] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:31.945260] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: DOWN (p=0.16%)
[2025-12-24T20:34:31.945541] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2025-12-24T20:34:31.945690] [INFO ] [sig       ] VNDA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:32.087690] [INFO ] [LOCAL     ] Saved forecast: VNDA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VNDA.txt
[2025-12-24T20:34:32.087829] [INFO ] [sig       ] [3362/3551] Completed VNDA in 0.3s | 2.88 sym/s | Total: 19.5m | ETA: 1.1m
[2025-12-24T20:34:32.087874] [INFO ] [sig       ] [3363/3551] Forecasting VNO...
[2025-12-24T20:34:32.087918] [INFO ] [sig       ] Generating forecast for: VNO
[2025-12-24T20:34:32.087952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-12-24T20:34:32.099875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2025-12-24T20:34:32.100409] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-12-24T20:34:32.101190] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-12-24T20:34:32.101241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:32.101272] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:32.101299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:32.101356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:32.161022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:32.161826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:32.161909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:32.161942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:32.286260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:32.286423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:32.286462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:32.286490] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:32.289989] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=65.88%)
[2025-12-24T20:34:32.290292] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-12-24T20:34:32.290424] [INFO ] [sig       ] VNO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:32.437753] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VNO.txt
[2025-12-24T20:34:32.437907] [INFO ] [sig       ] [3363/3551] Completed VNO in 0.3s | 2.88 sym/s | Total: 19.5m | ETA: 1.1m
[2025-12-24T20:34:32.437948] [INFO ] [sig       ] [3364/3551] Forecasting VNOM...
[2025-12-24T20:34:32.437978] [INFO ] [sig       ] Generating forecast for: VNOM
[2025-12-24T20:34:32.438009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2025-12-24T20:34:32.450340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2025-12-24T20:34:32.450758] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2025-12-24T20:34:32.451613] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2025-12-24T20:34:32.451668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:32.451700] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:32.451726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:32.451783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:32.513171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:32.514072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:32.514173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:32.514206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:32.636285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:32.636439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:32.636478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:32.636505] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:32.640036] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: UP (p=99.23%)
[2025-12-24T20:34:32.640495] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2025-12-24T20:34:32.640653] [INFO ] [sig       ] VNOM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:32.785065] [INFO ] [LOCAL     ] Saved forecast: VNOM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VNOM.txt
[2025-12-24T20:34:32.785203] [INFO ] [sig       ] [3364/3551] Completed VNOM in 0.3s | 2.88 sym/s | Total: 19.5m | ETA: 1.1m
[2025-12-24T20:34:32.785244] [INFO ] [sig       ] [3365/3551] Forecasting VNQI...
[2025-12-24T20:34:32.785273] [INFO ] [sig       ] Generating forecast for: VNQI
[2025-12-24T20:34:32.785302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2025-12-24T20:34:32.796975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2025-12-24T20:34:32.797316] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2025-12-24T20:34:32.798274] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2025-12-24T20:34:32.798326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:32.798358] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:32.798385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:32.798441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:32.854599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:32.855429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:32.855511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:32.855543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:32.975920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:32.976085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:32.976125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:32.976153] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:32.979553] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: UP (p=97.60%)
[2025-12-24T20:34:32.979872] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2025-12-24T20:34:32.980024] [INFO ] [sig       ] VNQI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:33.125628] [INFO ] [LOCAL     ] Saved forecast: VNQI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VNQI.txt
[2025-12-24T20:34:33.125760] [INFO ] [sig       ] [3365/3551] Completed VNQI in 0.3s | 2.88 sym/s | Total: 19.5m | ETA: 1.1m
[2025-12-24T20:34:33.125799] [INFO ] [sig       ] [3366/3551] Forecasting VOC...
[2025-12-24T20:34:33.125829] [INFO ] [sig       ] Generating forecast for: VOC
[2025-12-24T20:34:33.125859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-12-24T20:34:33.137024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2025-12-24T20:34:33.137338] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-12-24T20:34:33.138103] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-12-24T20:34:33.138155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:33.138187] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:33.138215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:33.138271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:33.196354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:33.196996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:33.197258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:33.197292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:33.318384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:33.318544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:33.318606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:33.318654] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:33.322056] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-12-24T20:34:33.322331] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-12-24T20:34:33.322453] [INFO ] [sig       ] VOC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:33.461185] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VOC.txt
[2025-12-24T20:34:33.461505] [INFO ] [sig       ] [3366/3551] Completed VOC in 0.3s | 2.88 sym/s | Total: 19.5m | ETA: 1.1m
[2025-12-24T20:34:33.461545] [INFO ] [sig       ] [3367/3551] Forecasting VOD...
[2025-12-24T20:34:33.461590] [INFO ] [sig       ] Generating forecast for: VOD
[2025-12-24T20:34:33.461622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2025-12-24T20:34:33.473862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2025-12-24T20:34:33.474154] [INFO ] [FORECASTER] Starting predict_future for VOD
[2025-12-24T20:34:33.474950] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2025-12-24T20:34:33.475002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:33.475034] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:33.475060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:33.475116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:33.532835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:33.533446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:33.533525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:33.533566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:33.652502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:33.652640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:33.652679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:33.652707] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:33.656087] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: UP (p=66.49%)
[2025-12-24T20:34:33.656359] [INFO ] [FORECASTER] Completed predict_future for VOD
[2025-12-24T20:34:33.656483] [INFO ] [sig       ] VOD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:33.806315] [INFO ] [LOCAL     ] Saved forecast: VOD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VOD.txt
[2025-12-24T20:34:33.806490] [INFO ] [sig       ] [3367/3551] Completed VOD in 0.3s | 2.88 sym/s | Total: 19.5m | ETA: 1.1m
[2025-12-24T20:34:33.806534] [INFO ] [sig       ] [3368/3551] Forecasting VONE...
[2025-12-24T20:34:33.806563] [INFO ] [sig       ] Generating forecast for: VONE
[2025-12-24T20:34:33.806620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2025-12-24T20:34:33.818337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2025-12-24T20:34:33.818769] [INFO ] [FORECASTER] Starting predict_future for VONE
[2025-12-24T20:34:33.819616] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2025-12-24T20:34:33.819672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:33.819704] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:33.819731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:33.819788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:33.876957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:33.877870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:33.878020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:33.878055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:33.998039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:33.998196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:33.998236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:33.998265] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:34.001608] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: DOWN (p=6.90%)
[2025-12-24T20:34:34.001880] [INFO ] [FORECASTER] Completed predict_future for VONE
[2025-12-24T20:34:34.002007] [INFO ] [sig       ] VONE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:34.141605] [INFO ] [LOCAL     ] Saved forecast: VONE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VONE.txt
[2025-12-24T20:34:34.141760] [INFO ] [sig       ] [3368/3551] Completed VONE in 0.3s | 2.88 sym/s | Total: 19.5m | ETA: 1.1m
[2025-12-24T20:34:34.141799] [INFO ] [sig       ] [3369/3551] Forecasting VONG...
[2025-12-24T20:34:34.141829] [INFO ] [sig       ] Generating forecast for: VONG
[2025-12-24T20:34:34.141859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2025-12-24T20:34:34.153142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2025-12-24T20:34:34.153495] [INFO ] [FORECASTER] Starting predict_future for VONG
[2025-12-24T20:34:34.154259] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2025-12-24T20:34:34.154311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:34.154342] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:34.154368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:34.154424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:34.209703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:34.210534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:34.210636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:34.210670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:34.332628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:34.332788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:34.332829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:34.332858] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:34.336311] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: DOWN (p=45.13%)
[2025-12-24T20:34:34.336597] [INFO ] [FORECASTER] Completed predict_future for VONG
[2025-12-24T20:34:34.336726] [INFO ] [sig       ] VONG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:34.483752] [INFO ] [LOCAL     ] Saved forecast: VONG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VONG.txt
[2025-12-24T20:34:34.483911] [INFO ] [sig       ] [3369/3551] Completed VONG in 0.3s | 2.88 sym/s | Total: 19.5m | ETA: 1.1m
[2025-12-24T20:34:34.483950] [INFO ] [sig       ] [3370/3551] Forecasting VOTE...
[2025-12-24T20:34:34.483982] [INFO ] [sig       ] Generating forecast for: VOTE
[2025-12-24T20:34:34.484011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2025-12-24T20:34:34.496018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2025-12-24T20:34:34.496321] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2025-12-24T20:34:34.497122] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2025-12-24T20:34:34.497174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:34.497206] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:34.497245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:34.497304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:34.557424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:34.558132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:34.558212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:34.558244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:34.674281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:34.674432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:34.674472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:34.674501] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:34.678043] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: DOWN (p=42.58%)
[2025-12-24T20:34:34.678328] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2025-12-24T20:34:34.678454] [INFO ] [sig       ] VOTE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:34.818028] [INFO ] [LOCAL     ] Saved forecast: VOTE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VOTE.txt
[2025-12-24T20:34:34.818153] [INFO ] [sig       ] [3370/3551] Completed VOTE in 0.3s | 2.88 sym/s | Total: 19.5m | ETA: 1.0m
[2025-12-24T20:34:34.818194] [INFO ] [sig       ] [3371/3551] Forecasting VPG...
[2025-12-24T20:34:34.818224] [INFO ] [sig       ] Generating forecast for: VPG
[2025-12-24T20:34:34.818255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-12-24T20:34:34.829284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2025-12-24T20:34:34.829595] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-12-24T20:34:34.830372] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-12-24T20:34:34.830425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:34.830459] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:34.830487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:34.830544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:34.886070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:34.886675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:34.886753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:34.886786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:35.004412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:35.004555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:35.004611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:35.004642] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:35.007936] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=97.16%)
[2025-12-24T20:34:35.008206] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-12-24T20:34:35.008352] [INFO ] [sig       ] VPG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:35.147612] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VPG.txt
[2025-12-24T20:34:35.147763] [INFO ] [sig       ] [3371/3551] Completed VPG in 0.3s | 2.88 sym/s | Total: 19.5m | ETA: 1.0m
[2025-12-24T20:34:35.147805] [INFO ] [sig       ] [3372/3551] Forecasting VPLS...
[2025-12-24T20:34:35.147836] [INFO ] [sig       ] Generating forecast for: VPLS
[2025-12-24T20:34:35.147866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2025-12-24T20:34:35.158765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2025-12-24T20:34:35.159050] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2025-12-24T20:34:35.159856] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2025-12-24T20:34:35.159908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:35.159939] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:35.159965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:35.160026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:35.216966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:35.217847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:35.217940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:35.217978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:35.343769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:35.343944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:35.343997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:35.344027] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:35.347691] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: UP (p=93.88%)
[2025-12-24T20:34:35.347998] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2025-12-24T20:34:35.348132] [INFO ] [sig       ] VPLS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:35.487982] [INFO ] [LOCAL     ] Saved forecast: VPLS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VPLS.txt
[2025-12-24T20:34:35.488109] [INFO ] [sig       ] [3372/3551] Completed VPLS in 0.3s | 2.88 sym/s | Total: 19.5m | ETA: 1.0m
[2025-12-24T20:34:35.488149] [INFO ] [sig       ] [3373/3551] Forecasting VRA...
[2025-12-24T20:34:35.488178] [INFO ] [sig       ] Generating forecast for: VRA
[2025-12-24T20:34:35.488208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2025-12-24T20:34:35.499488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2025-12-24T20:34:35.499802] [INFO ] [FORECASTER] Starting predict_future for VRA
[2025-12-24T20:34:35.500561] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2025-12-24T20:34:35.500647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:35.500685] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:35.500712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:35.500768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:35.555656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:35.556325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:35.556405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:35.556437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:35.672355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:35.672533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:35.672598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:35.672630] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:35.675911] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: UP (p=62.98%)
[2025-12-24T20:34:35.676183] [INFO ] [FORECASTER] Completed predict_future for VRA
[2025-12-24T20:34:35.676307] [INFO ] [sig       ] VRA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:35.815691] [INFO ] [LOCAL     ] Saved forecast: VRA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VRA.txt
[2025-12-24T20:34:35.815818] [INFO ] [sig       ] [3373/3551] Completed VRA in 0.3s | 2.88 sym/s | Total: 19.5m | ETA: 1.0m
[2025-12-24T20:34:35.815859] [INFO ] [sig       ] [3374/3551] Forecasting VRCA...
[2025-12-24T20:34:35.815888] [INFO ] [sig       ] Generating forecast for: VRCA
[2025-12-24T20:34:35.815924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2025-12-24T20:34:35.827089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2025-12-24T20:34:35.827403] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2025-12-24T20:34:35.828164] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2025-12-24T20:34:35.828215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:35.828247] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:35.828274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:35.828330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:35.886450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:35.887248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:35.887328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:35.887360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:36.009860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:36.010018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:36.010057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:36.010086] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:36.013443] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: DOWN (p=14.55%)
[2025-12-24T20:34:36.013751] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2025-12-24T20:34:36.013880] [INFO ] [sig       ] VRCA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:36.162617] [INFO ] [LOCAL     ] Saved forecast: VRCA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VRCA.txt
[2025-12-24T20:34:36.162776] [INFO ] [sig       ] [3374/3551] Completed VRCA in 0.3s | 2.88 sym/s | Total: 19.5m | ETA: 1.0m
[2025-12-24T20:34:36.162818] [INFO ] [sig       ] [3375/3551] Forecasting VRDN...
[2025-12-24T20:34:36.162848] [INFO ] [sig       ] Generating forecast for: VRDN
[2025-12-24T20:34:36.162878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2025-12-24T20:34:36.176194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRDN'.
[2025-12-24T20:34:36.176590] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2025-12-24T20:34:36.177374] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2025-12-24T20:34:36.177425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:36.177493] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:36.177522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:36.177596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:36.234503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:36.235344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:36.235429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:36.235461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:36.356255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:36.356411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:36.356452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:36.356480] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:36.360167] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: DOWN (p=30.07%)
[2025-12-24T20:34:36.360445] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2025-12-24T20:34:36.360569] [INFO ] [sig       ] VRDN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:36.502947] [INFO ] [LOCAL     ] Saved forecast: VRDN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VRDN.txt
[2025-12-24T20:34:36.503116] [INFO ] [sig       ] [3375/3551] Completed VRDN in 0.3s | 2.88 sym/s | Total: 19.5m | ETA: 1.0m
[2025-12-24T20:34:36.503159] [INFO ] [sig       ] [3376/3551] Forecasting VRE...
[2025-12-24T20:34:36.503187] [INFO ] [sig       ] Generating forecast for: VRE
[2025-12-24T20:34:36.503216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-12-24T20:34:36.517463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2025-12-24T20:34:36.517848] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-12-24T20:34:36.518615] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-12-24T20:34:36.518667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:36.518699] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:36.518726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:36.518782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:36.577757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:36.578644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:36.578735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:36.578780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:36.699853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:36.700007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:36.700048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:36.700076] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:36.703401] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: DOWN (p=8.70%)
[2025-12-24T20:34:36.703685] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-12-24T20:34:36.703807] [INFO ] [sig       ] VRE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:36.849104] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VRE.txt
[2025-12-24T20:34:36.849290] [INFO ] [sig       ] [3376/3551] Completed VRE in 0.3s | 2.88 sym/s | Total: 19.5m | ETA: 1.0m
[2025-12-24T20:34:36.849344] [INFO ] [sig       ] [3377/3551] Forecasting VREX...
[2025-12-24T20:34:36.849378] [INFO ] [sig       ] Generating forecast for: VREX
[2025-12-24T20:34:36.849408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2025-12-24T20:34:36.861645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2025-12-24T20:34:36.862015] [INFO ] [FORECASTER] Starting predict_future for VREX
[2025-12-24T20:34:36.862806] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2025-12-24T20:34:36.862858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:36.862889] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:36.862915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:36.862970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:36.926621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:36.927457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:36.927542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:36.927593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:37.048227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:37.048390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:37.048428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:37.048456] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:37.052548] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: DOWN (p=8.09%)
[2025-12-24T20:34:37.052862] [INFO ] [FORECASTER] Completed predict_future for VREX
[2025-12-24T20:34:37.052989] [INFO ] [sig       ] VREX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:37.193699] [INFO ] [LOCAL     ] Saved forecast: VREX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VREX.txt
[2025-12-24T20:34:37.193832] [INFO ] [sig       ] [3377/3551] Completed VREX in 0.3s | 2.88 sym/s | Total: 19.5m | ETA: 1.0m
[2025-12-24T20:34:37.193872] [INFO ] [sig       ] [3378/3551] Forecasting VRIG...
[2025-12-24T20:34:37.193902] [INFO ] [sig       ] Generating forecast for: VRIG
[2025-12-24T20:34:37.193933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2025-12-24T20:34:37.204692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2025-12-24T20:34:37.204978] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2025-12-24T20:34:37.205770] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2025-12-24T20:34:37.205822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:37.205852] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:37.205878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:37.205934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:37.263915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:37.264791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:37.264878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:37.264912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:37.365939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:37.366088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:37.366129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:37.366193] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:37.369621] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=98.93%)
[2025-12-24T20:34:37.369905] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2025-12-24T20:34:37.370030] [INFO ] [sig       ] VRIG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:37.508681] [INFO ] [LOCAL     ] Saved forecast: VRIG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VRIG.txt
[2025-12-24T20:34:37.508808] [INFO ] [sig       ] [3378/3551] Completed VRIG in 0.3s | 2.88 sym/s | Total: 19.5m | ETA: 1.0m
[2025-12-24T20:34:37.508849] [INFO ] [sig       ] [3379/3551] Forecasting VRNS...
[2025-12-24T20:34:37.508879] [INFO ] [sig       ] Generating forecast for: VRNS
[2025-12-24T20:34:37.508909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2025-12-24T20:34:37.521166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRNS'.
[2025-12-24T20:34:37.521486] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2025-12-24T20:34:37.522317] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2025-12-24T20:34:37.522372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:37.522404] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:37.522432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:37.522489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:37.581191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:37.581867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:37.581952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:37.581986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:37.707622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:37.707817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:37.707860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:37.707890] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:37.712191] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: UP (p=50.19%)
[2025-12-24T20:34:37.712644] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2025-12-24T20:34:37.712831] [INFO ] [sig       ] VRNS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:37.867794] [INFO ] [LOCAL     ] Saved forecast: VRNS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VRNS.txt
[2025-12-24T20:34:37.867921] [INFO ] [sig       ] [3379/3551] Completed VRNS in 0.4s | 2.88 sym/s | Total: 19.6m | ETA: 59.7s
[2025-12-24T20:34:37.867959] [INFO ] [sig       ] [3380/3551] Forecasting VRRM...
[2025-12-24T20:34:37.867988] [INFO ] [sig       ] Generating forecast for: VRRM
[2025-12-24T20:34:37.868017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2025-12-24T20:34:37.880466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2025-12-24T20:34:37.880795] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2025-12-24T20:34:37.881554] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2025-12-24T20:34:37.882118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:37.882151] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:37.882178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:37.882234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:37.943997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:37.945240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:37.945332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:37.945364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:38.070742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:38.070914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:38.070957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:38.070986] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:38.074389] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: DOWN (p=29.29%)
[2025-12-24T20:34:38.074687] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2025-12-24T20:34:38.074817] [INFO ] [sig       ] VRRM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:38.219937] [INFO ] [LOCAL     ] Saved forecast: VRRM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VRRM.txt
[2025-12-24T20:34:38.220113] [INFO ] [sig       ] [3380/3551] Completed VRRM in 0.4s | 2.88 sym/s | Total: 19.6m | ETA: 59.4s
[2025-12-24T20:34:38.220160] [INFO ] [sig       ] [3381/3551] Forecasting VRSK...
[2025-12-24T20:34:38.220192] [INFO ] [sig       ] Generating forecast for: VRSK
[2025-12-24T20:34:38.220224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2025-12-24T20:34:38.233468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2025-12-24T20:34:38.233939] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2025-12-24T20:34:38.234797] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2025-12-24T20:34:38.234852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:38.234884] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:38.234910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:38.234981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:38.300144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:38.301223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:38.301309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:38.301343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:38.427923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:38.428083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:38.428124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:38.428152] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:38.431535] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: DOWN (p=38.97%)
[2025-12-24T20:34:38.431835] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2025-12-24T20:34:38.431964] [INFO ] [sig       ] VRSK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:38.571900] [INFO ] [LOCAL     ] Saved forecast: VRSK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VRSK.txt
[2025-12-24T20:34:38.572046] [INFO ] [sig       ] [3381/3551] Completed VRSK in 0.4s | 2.88 sym/s | Total: 19.6m | ETA: 59.0s
[2025-12-24T20:34:38.572087] [INFO ] [sig       ] [3382/3551] Forecasting VRSN...
[2025-12-24T20:34:38.572115] [INFO ] [sig       ] Generating forecast for: VRSN
[2025-12-24T20:34:38.572144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2025-12-24T20:34:38.583831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2025-12-24T20:34:38.584180] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2025-12-24T20:34:38.584962] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2025-12-24T20:34:38.585014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:38.585046] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:38.585072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:38.585127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:38.639940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:38.640766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:38.640849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:38.640880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:38.770907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:38.771081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:38.771128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:38.771157] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:38.775323] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: UP (p=83.38%)
[2025-12-24T20:34:38.775610] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2025-12-24T20:34:38.775733] [INFO ] [sig       ] VRSN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:38.918027] [INFO ] [LOCAL     ] Saved forecast: VRSN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VRSN.txt
[2025-12-24T20:34:38.918170] [INFO ] [sig       ] [3382/3551] Completed VRSN in 0.3s | 2.88 sym/s | Total: 19.6m | ETA: 58.7s
[2025-12-24T20:34:38.918211] [INFO ] [sig       ] [3383/3551] Forecasting VRTS...
[2025-12-24T20:34:38.918240] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-12-24T20:34:38.918270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-12-24T20:34:38.929522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2025-12-24T20:34:38.929897] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-12-24T20:34:38.930677] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-12-24T20:34:38.930742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:38.930774] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:38.930800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:38.930855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:38.987344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:38.988194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:38.988279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:38.988311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:39.107684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:39.107834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:39.107873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:39.107903] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:39.111239] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-12-24T20:34:39.111505] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-12-24T20:34:39.111645] [INFO ] [sig       ] VRTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:39.249973] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VRTS.txt
[2025-12-24T20:34:39.250115] [INFO ] [sig       ] [3383/3551] Completed VRTS in 0.3s | 2.88 sym/s | Total: 19.6m | ETA: 58.3s
[2025-12-24T20:34:39.250156] [INFO ] [sig       ] [3384/3551] Forecasting VRTX...
[2025-12-24T20:34:39.250185] [INFO ] [sig       ] Generating forecast for: VRTX
[2025-12-24T20:34:39.250215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2025-12-24T20:34:39.261023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2025-12-24T20:34:39.261302] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2025-12-24T20:34:39.262068] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2025-12-24T20:34:39.262119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:39.262150] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:39.262177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:39.262233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:39.316679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:39.317414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:39.317496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:39.317529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:39.436592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:39.436741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:39.436780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:39.436809] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:39.440761] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: UP (p=54.18%)
[2025-12-24T20:34:39.441034] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2025-12-24T20:34:39.441154] [INFO ] [sig       ] VRTX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:39.584239] [INFO ] [LOCAL     ] Saved forecast: VRTX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VRTX.txt
[2025-12-24T20:34:39.584386] [INFO ] [sig       ] [3384/3551] Completed VRTX in 0.3s | 2.88 sym/s | Total: 19.6m | ETA: 58.0s
[2025-12-24T20:34:39.584426] [INFO ] [sig       ] [3385/3551] Forecasting VS...
[2025-12-24T20:34:39.584456] [INFO ] [sig       ] Generating forecast for: VS
[2025-12-24T20:34:39.584486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2025-12-24T20:34:39.596687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2025-12-24T20:34:39.597042] [INFO ] [FORECASTER] Starting predict_future for VS
[2025-12-24T20:34:39.597854] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2025-12-24T20:34:39.597907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:39.597939] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:39.597966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:39.598023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:39.658698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:39.659628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:39.659762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:39.659809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:39.779284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:39.779462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:39.779504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:39.779532] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:39.783040] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2025-12-24T20:34:39.783319] [INFO ] [FORECASTER] Completed predict_future for VS
[2025-12-24T20:34:39.783442] [INFO ] [sig       ] VS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:39.923484] [INFO ] [LOCAL     ] Saved forecast: VS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VS.txt
[2025-12-24T20:34:39.923638] [INFO ] [sig       ] [3385/3551] Completed VS in 0.3s | 2.88 sym/s | Total: 19.6m | ETA: 57.6s
[2025-12-24T20:34:39.923680] [INFO ] [sig       ] [3386/3551] Forecasting VSCO...
[2025-12-24T20:34:39.923710] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-12-24T20:34:39.923740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-12-24T20:34:39.935488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2025-12-24T20:34:39.935874] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-12-24T20:34:39.936756] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-12-24T20:34:39.936810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:39.936842] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:39.936869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:39.936926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:40.016321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:40.017511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:40.017665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:40.017726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:40.144734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:40.144893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:40.144936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:40.144965] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:40.148455] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: DOWN (p=7.53%)
[2025-12-24T20:34:40.148798] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-12-24T20:34:40.148937] [INFO ] [sig       ] VSCO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:40.291540] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VSCO.txt
[2025-12-24T20:34:40.291703] [INFO ] [sig       ] [3386/3551] Completed VSCO in 0.4s | 2.88 sym/s | Total: 19.6m | ETA: 57.3s
[2025-12-24T20:34:40.291745] [INFO ] [sig       ] [3387/3551] Forecasting VSDA...
[2025-12-24T20:34:40.291774] [INFO ] [sig       ] Generating forecast for: VSDA
[2025-12-24T20:34:40.291803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2025-12-24T20:34:40.303488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2025-12-24T20:34:40.303801] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2025-12-24T20:34:40.304539] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2025-12-24T20:34:40.304613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:40.304647] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:40.304674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:40.304730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:40.359773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:40.360775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:40.360860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:40.360893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:40.474780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:40.474928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:40.474967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:40.474997] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:40.478340] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: DOWN (p=0.46%)
[2025-12-24T20:34:40.478636] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2025-12-24T20:34:40.478758] [INFO ] [sig       ] VSDA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:40.619145] [INFO ] [LOCAL     ] Saved forecast: VSDA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VSDA.txt
[2025-12-24T20:34:40.619289] [INFO ] [sig       ] [3387/3551] Completed VSDA in 0.3s | 2.88 sym/s | Total: 19.6m | ETA: 56.9s
[2025-12-24T20:34:40.619335] [INFO ] [sig       ] [3388/3551] Forecasting VSEC...
[2025-12-24T20:34:40.619364] [INFO ] [sig       ] Generating forecast for: VSEC
[2025-12-24T20:34:40.619394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2025-12-24T20:34:40.630917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2025-12-24T20:34:40.631192] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2025-12-24T20:34:40.631958] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2025-12-24T20:34:40.632009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:40.632042] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:40.632069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:40.632124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:40.687469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:40.688307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:40.688391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:40.688423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:40.808636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:40.808790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:40.808830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:40.808860] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:40.812436] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-24T20:34:40.812760] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2025-12-24T20:34:40.812881] [INFO ] [sig       ] VSEC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:40.952059] [INFO ] [LOCAL     ] Saved forecast: VSEC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VSEC.txt
[2025-12-24T20:34:40.952202] [INFO ] [sig       ] [3388/3551] Completed VSEC in 0.3s | 2.88 sym/s | Total: 19.6m | ETA: 56.6s
[2025-12-24T20:34:40.952243] [INFO ] [sig       ] [3389/3551] Forecasting VSH...
[2025-12-24T20:34:40.952274] [INFO ] [sig       ] Generating forecast for: VSH
[2025-12-24T20:34:40.952303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-12-24T20:34:40.963835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2025-12-24T20:34:40.964108] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-12-24T20:34:40.964866] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-12-24T20:34:40.964918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:40.964950] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:40.964977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:40.965033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:41.020586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:41.021203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:41.021284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:41.021317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:41.140774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:41.140929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:41.140969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:41.140998] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:41.144539] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: UP (p=94.09%)
[2025-12-24T20:34:41.144822] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-12-24T20:34:41.144943] [INFO ] [sig       ] VSH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:41.287568] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VSH.txt
[2025-12-24T20:34:41.287716] [INFO ] [sig       ] [3389/3551] Completed VSH in 0.3s | 2.88 sym/s | Total: 19.6m | ETA: 56.2s
[2025-12-24T20:34:41.287756] [INFO ] [sig       ] [3390/3551] Forecasting VSTM...
[2025-12-24T20:34:41.287786] [INFO ] [sig       ] Generating forecast for: VSTM
[2025-12-24T20:34:41.287815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2025-12-24T20:34:41.299871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2025-12-24T20:34:41.300155] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2025-12-24T20:34:41.300921] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2025-12-24T20:34:41.300972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:41.301003] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:41.301030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:41.301086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:41.356336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:41.356997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:41.357074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:41.357107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:41.476143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:41.476508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:41.476549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:41.476595] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:41.480478] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: DOWN (p=7.94%)
[2025-12-24T20:34:41.480769] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2025-12-24T20:34:41.480896] [INFO ] [sig       ] VSTM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:41.632932] [INFO ] [LOCAL     ] Saved forecast: VSTM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VSTM.txt
[2025-12-24T20:34:41.633088] [INFO ] [sig       ] [3390/3551] Completed VSTM in 0.3s | 2.88 sym/s | Total: 19.6m | ETA: 55.9s
[2025-12-24T20:34:41.633137] [INFO ] [sig       ] [3391/3551] Forecasting VSTS...
[2025-12-24T20:34:41.633184] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-12-24T20:34:41.633220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-12-24T20:34:41.645343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2025-12-24T20:34:41.645780] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-12-24T20:34:41.646558] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-12-24T20:34:41.646632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:41.646666] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:41.646694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:41.646783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:41.704657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:41.705607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:41.705703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:41.705741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:41.840647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:41.840799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:41.840839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:41.840868] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:41.844168] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=7.95%)
[2025-12-24T20:34:41.844431] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-12-24T20:34:41.844551] [INFO ] [sig       ] VSTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:41.985725] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VSTS.txt
[2025-12-24T20:34:41.985868] [INFO ] [sig       ] [3391/3551] Completed VSTS in 0.4s | 2.88 sym/s | Total: 19.6m | ETA: 55.5s
[2025-12-24T20:34:41.985909] [INFO ] [sig       ] [3392/3551] Forecasting VTC...
[2025-12-24T20:34:41.985938] [INFO ] [sig       ] Generating forecast for: VTC
[2025-12-24T20:34:41.985968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2025-12-24T20:34:41.997855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2025-12-24T20:34:41.998214] [INFO ] [FORECASTER] Starting predict_future for VTC
[2025-12-24T20:34:41.998982] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2025-12-24T20:34:41.999034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:41.999103] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:41.999131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:41.999188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:42.055344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:42.056178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:42.056261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:42.056294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:42.177307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:42.177453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:42.177492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:42.177521] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:42.180850] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: DOWN (p=5.05%)
[2025-12-24T20:34:42.181119] [INFO ] [FORECASTER] Completed predict_future for VTC
[2025-12-24T20:34:42.181241] [INFO ] [sig       ] VTC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:42.322431] [INFO ] [LOCAL     ] Saved forecast: VTC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VTC.txt
[2025-12-24T20:34:42.322565] [INFO ] [sig       ] [3392/3551] Completed VTC in 0.3s | 2.88 sym/s | Total: 19.6m | ETA: 55.2s
[2025-12-24T20:34:42.322624] [INFO ] [sig       ] [3393/3551] Forecasting VTEX...
[2025-12-24T20:34:42.322654] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-12-24T20:34:42.322684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-12-24T20:34:42.334193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2025-12-24T20:34:42.334464] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-12-24T20:34:42.335217] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-12-24T20:34:42.335272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:42.335303] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:42.335330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:42.335386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:42.392538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:42.393277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:42.393360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:42.393393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:42.525736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:42.525884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:42.525924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:42.525952] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:42.529313] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=77.93%)
[2025-12-24T20:34:42.529597] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-12-24T20:34:42.529726] [INFO ] [sig       ] VTEX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:42.682873] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VTEX.txt
[2025-12-24T20:34:42.683036] [INFO ] [sig       ] [3393/3551] Completed VTEX in 0.4s | 2.88 sym/s | Total: 19.6m | ETA: 54.9s
[2025-12-24T20:34:42.683077] [INFO ] [sig       ] [3394/3551] Forecasting VTIP...
[2025-12-24T20:34:42.683105] [INFO ] [sig       ] Generating forecast for: VTIP
[2025-12-24T20:34:42.683134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2025-12-24T20:34:42.694515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTIP'.
[2025-12-24T20:34:42.694950] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2025-12-24T20:34:42.695809] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2025-12-24T20:34:42.695879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:42.695913] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:42.695941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:42.695999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:42.759373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:42.760404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:42.760499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:42.760532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:42.882749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:42.882899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:42.882938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:42.882965] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:42.886285] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: UP (p=87.12%)
[2025-12-24T20:34:42.886548] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2025-12-24T20:34:42.886684] [INFO ] [sig       ] VTIP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:43.024096] [INFO ] [LOCAL     ] Saved forecast: VTIP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VTIP.txt
[2025-12-24T20:34:43.024254] [INFO ] [sig       ] [3394/3551] Completed VTIP in 0.3s | 2.88 sym/s | Total: 19.6m | ETA: 54.5s
[2025-12-24T20:34:43.024301] [INFO ] [sig       ] [3395/3551] Forecasting VTMX...
[2025-12-24T20:34:43.024330] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-12-24T20:34:43.024361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-12-24T20:34:43.036932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2025-12-24T20:34:43.037276] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-12-24T20:34:43.038090] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-12-24T20:34:43.038144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:43.038185] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:43.038221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:43.038283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:43.095637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:43.096492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:43.096615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:43.096651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:43.219073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:43.219229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:43.219291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:43.219365] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:43.222800] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: DOWN (p=40.32%)
[2025-12-24T20:34:43.223108] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-12-24T20:34:43.223240] [INFO ] [sig       ] VTMX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:43.366713] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VTMX.txt
[2025-12-24T20:34:43.366868] [INFO ] [sig       ] [3395/3551] Completed VTMX in 0.3s | 2.88 sym/s | Total: 19.6m | ETA: 54.2s
[2025-12-24T20:34:43.366907] [INFO ] [sig       ] [3396/3551] Forecasting VTN...
[2025-12-24T20:34:43.366938] [INFO ] [sig       ] Generating forecast for: VTN
[2025-12-24T20:34:43.366968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-12-24T20:34:43.377923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2025-12-24T20:34:43.378212] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-12-24T20:34:43.379039] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-12-24T20:34:43.379093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:43.379126] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:43.379158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:43.379219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:43.438211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:43.439100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:43.439187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:43.439221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:43.559604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:43.559784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:43.559833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:43.559864] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:43.563557] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: UP (p=65.50%)
[2025-12-24T20:34:43.563844] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-12-24T20:34:43.563965] [INFO ] [sig       ] VTN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:43.704767] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VTN.txt
[2025-12-24T20:34:43.704896] [INFO ] [sig       ] [3396/3551] Completed VTN in 0.3s | 2.88 sym/s | Total: 19.6m | ETA: 53.8s
[2025-12-24T20:34:43.704936] [INFO ] [sig       ] [3397/3551] Forecasting VTOL...
[2025-12-24T20:34:43.704965] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-12-24T20:34:43.704994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-12-24T20:34:43.716485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2025-12-24T20:34:43.716792] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-12-24T20:34:43.717525] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-12-24T20:34:43.717595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:43.717629] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:43.717656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:43.717712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:43.775863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:43.776531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:43.776631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:43.776667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:43.893953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:43.894104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:43.894142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:43.894170] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:43.897627] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-12-24T20:34:43.897888] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-12-24T20:34:43.898006] [INFO ] [sig       ] VTOL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:44.044366] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VTOL.txt
[2025-12-24T20:34:44.044516] [INFO ] [sig       ] [3397/3551] Completed VTOL in 0.3s | 2.88 sym/s | Total: 19.7m | ETA: 53.5s
[2025-12-24T20:34:44.044610] [INFO ] [sig       ] [3398/3551] Forecasting VTRS...
[2025-12-24T20:34:44.044656] [INFO ] [sig       ] Generating forecast for: VTRS
[2025-12-24T20:34:44.044689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2025-12-24T20:34:44.057044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2025-12-24T20:34:44.057392] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2025-12-24T20:34:44.058185] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2025-12-24T20:34:44.058237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:44.058268] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:44.058294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:44.058350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:44.116336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:44.117031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:44.117111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:44.117144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:44.242359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:44.242509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:44.242547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:44.242593] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:44.246107] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: UP (p=84.81%)
[2025-12-24T20:34:44.246375] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2025-12-24T20:34:44.246497] [INFO ] [sig       ] VTRS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:44.390621] [INFO ] [LOCAL     ] Saved forecast: VTRS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VTRS.txt
[2025-12-24T20:34:44.390769] [INFO ] [sig       ] [3398/3551] Completed VTRS in 0.3s | 2.88 sym/s | Total: 19.7m | ETA: 53.1s
[2025-12-24T20:34:44.390810] [INFO ] [sig       ] [3399/3551] Forecasting VTS...
[2025-12-24T20:34:44.390839] [INFO ] [sig       ] Generating forecast for: VTS
[2025-12-24T20:34:44.390868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-12-24T20:34:44.402720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2025-12-24T20:34:44.403010] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-12-24T20:34:44.403788] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-12-24T20:34:44.403841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:44.403873] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:44.403899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:44.403955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:44.461030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:44.462068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:44.462151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:44.462184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:44.581247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:44.581401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:44.581443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:44.581473] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:44.584811] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=91.69%)
[2025-12-24T20:34:44.585076] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-12-24T20:34:44.585216] [INFO ] [sig       ] VTS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:44.726282] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VTS.txt
[2025-12-24T20:34:44.726408] [INFO ] [sig       ] [3399/3551] Completed VTS in 0.3s | 2.88 sym/s | Total: 19.7m | ETA: 52.8s
[2025-12-24T20:34:44.726448] [INFO ] [sig       ] [3400/3551] Forecasting VTSI...
[2025-12-24T20:34:44.726477] [INFO ] [sig       ] Generating forecast for: VTSI
[2025-12-24T20:34:44.726506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2025-12-24T20:34:44.737456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2025-12-24T20:34:44.737740] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2025-12-24T20:34:44.738503] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2025-12-24T20:34:44.738556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:44.738612] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:44.738640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:44.738696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:44.795059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:44.795659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:44.795736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:44.795769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:44.913392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:44.913510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:44.913549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:44.913604] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:44.916784] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: UP (p=76.59%)
[2025-12-24T20:34:44.917048] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2025-12-24T20:34:44.917168] [INFO ] [sig       ] VTSI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:45.057059] [INFO ] [LOCAL     ] Saved forecast: VTSI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VTSI.txt
[2025-12-24T20:34:45.057197] [INFO ] [sig       ] [3400/3551] Completed VTSI in 0.3s | 2.88 sym/s | Total: 19.7m | ETA: 52.4s
[2025-12-24T20:34:45.057235] [INFO ] [sig       ] [3401/3551] Forecasting VTWG...
[2025-12-24T20:34:45.057266] [INFO ] [sig       ] Generating forecast for: VTWG
[2025-12-24T20:34:45.057296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2025-12-24T20:34:45.068051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2025-12-24T20:34:45.068331] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2025-12-24T20:34:45.069082] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2025-12-24T20:34:45.069134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:45.069166] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:45.069192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:45.069249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:45.124511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:45.125109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:45.125189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:45.125223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:45.245371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:45.245527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:45.245609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:45.245641] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:45.248951] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: DOWN (p=10.06%)
[2025-12-24T20:34:45.249212] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2025-12-24T20:34:45.249368] [INFO ] [sig       ] VTWG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:45.388262] [INFO ] [LOCAL     ] Saved forecast: VTWG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VTWG.txt
[2025-12-24T20:34:45.388388] [INFO ] [sig       ] [3401/3551] Completed VTWG in 0.3s | 2.88 sym/s | Total: 19.7m | ETA: 52.1s
[2025-12-24T20:34:45.388428] [INFO ] [sig       ] [3402/3551] Forecasting VTWO...
[2025-12-24T20:34:45.388458] [INFO ] [sig       ] Generating forecast for: VTWO
[2025-12-24T20:34:45.388488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2025-12-24T20:34:45.400651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2025-12-24T20:34:45.400923] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2025-12-24T20:34:45.401685] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2025-12-24T20:34:45.401737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:45.401768] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:45.401796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:45.401852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:45.459979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:45.460738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:45.460852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:45.460887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:45.582516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:45.582687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:45.582728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:45.582757] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:45.586037] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=5.64%)
[2025-12-24T20:34:45.586305] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2025-12-24T20:34:45.586425] [INFO ] [sig       ] VTWO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:45.723265] [INFO ] [LOCAL     ] Saved forecast: VTWO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VTWO.txt
[2025-12-24T20:34:45.723393] [INFO ] [sig       ] [3402/3551] Completed VTWO in 0.3s | 2.88 sym/s | Total: 19.7m | ETA: 51.7s
[2025-12-24T20:34:45.723432] [INFO ] [sig       ] [3403/3551] Forecasting VTYX...
[2025-12-24T20:34:45.723462] [INFO ] [sig       ] Generating forecast for: VTYX
[2025-12-24T20:34:45.723492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2025-12-24T20:34:45.734169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2025-12-24T20:34:45.734442] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2025-12-24T20:34:45.735187] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2025-12-24T20:34:45.735239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:45.735270] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:45.735296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:45.735351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:45.790771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:45.791353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:45.791431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:45.791463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:45.910907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:45.911060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:45.911099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:45.911128] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:45.914408] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: DOWN (p=20.09%)
[2025-12-24T20:34:45.914691] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2025-12-24T20:34:45.914812] [INFO ] [sig       ] VTYX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:46.053007] [INFO ] [LOCAL     ] Saved forecast: VTYX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VTYX.txt
[2025-12-24T20:34:46.053156] [INFO ] [sig       ] [3403/3551] Completed VTYX in 0.3s | 2.88 sym/s | Total: 19.7m | ETA: 51.4s
[2025-12-24T20:34:46.053204] [INFO ] [sig       ] [3404/3551] Forecasting VUZI...
[2025-12-24T20:34:46.053235] [INFO ] [sig       ] Generating forecast for: VUZI
[2025-12-24T20:34:46.053269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2025-12-24T20:34:46.065184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2025-12-24T20:34:46.065533] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2025-12-24T20:34:46.066329] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2025-12-24T20:34:46.066381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:46.066412] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:46.066439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:46.066494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:46.122418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:46.123073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:46.123153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:46.123185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:46.245600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:46.245755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:46.245795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:46.245823] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:46.249142] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: UP (p=88.13%)
[2025-12-24T20:34:46.249438] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2025-12-24T20:34:46.249560] [INFO ] [sig       ] VUZI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:46.393991] [INFO ] [LOCAL     ] Saved forecast: VUZI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VUZI.txt
[2025-12-24T20:34:46.394168] [INFO ] [sig       ] [3404/3551] Completed VUZI in 0.3s | 2.88 sym/s | Total: 19.7m | ETA: 51.0s
[2025-12-24T20:34:46.394215] [INFO ] [sig       ] [3405/3551] Forecasting VVOS...
[2025-12-24T20:34:46.394246] [INFO ] [sig       ] Generating forecast for: VVOS
[2025-12-24T20:34:46.394277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2025-12-24T20:34:46.407203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2025-12-24T20:34:46.407852] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2025-12-24T20:34:46.408823] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2025-12-24T20:34:46.408883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:46.408934] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:46.408964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:46.409021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:46.471338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:46.472323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:46.472438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:46.472477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:46.595327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:46.595480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:46.595522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:46.595553] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:46.599060] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: DOWN (p=33.28%)
[2025-12-24T20:34:46.599368] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2025-12-24T20:34:46.599498] [INFO ] [sig       ] VVOS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:46.817418] [INFO ] [LOCAL     ] Saved forecast: VVOS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VVOS.txt
[2025-12-24T20:34:46.817682] [INFO ] [sig       ] [3405/3551] Completed VVOS in 0.4s | 2.88 sym/s | Total: 19.7m | ETA: 50.7s
[2025-12-24T20:34:46.817746] [INFO ] [sig       ] [3406/3551] Forecasting VVX...
[2025-12-24T20:34:46.817793] [INFO ] [sig       ] Generating forecast for: VVX
[2025-12-24T20:34:46.817835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-12-24T20:34:46.829885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2025-12-24T20:34:46.830245] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-12-24T20:34:46.831063] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-12-24T20:34:46.831118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:46.831151] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:46.831179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:46.831236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:46.894524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:46.895414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:46.895500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:46.895547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:47.040403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:47.040559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:47.040623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:47.040654] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:47.044215] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: UP (p=81.57%)
[2025-12-24T20:34:47.044501] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-12-24T20:34:47.044650] [INFO ] [sig       ] VVX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:47.190076] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VVX.txt
[2025-12-24T20:34:47.190227] [INFO ] [sig       ] [3406/3551] Completed VVX in 0.4s | 2.88 sym/s | Total: 19.7m | ETA: 50.3s
[2025-12-24T20:34:47.190272] [INFO ] [sig       ] [3407/3551] Forecasting VWOB...
[2025-12-24T20:34:47.190303] [INFO ] [sig       ] Generating forecast for: VWOB
[2025-12-24T20:34:47.190336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2025-12-24T20:34:47.202039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2025-12-24T20:34:47.202407] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2025-12-24T20:34:47.203195] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2025-12-24T20:34:47.203248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:47.203280] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:47.203306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:47.203360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:47.262110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:47.262921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:47.263003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:47.263036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:47.388021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:47.388177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:47.388217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:47.388245] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:47.391605] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: DOWN (p=7.38%)
[2025-12-24T20:34:47.391879] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2025-12-24T20:34:47.392000] [INFO ] [sig       ] VWOB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:47.533539] [INFO ] [LOCAL     ] Saved forecast: VWOB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VWOB.txt
[2025-12-24T20:34:47.533711] [INFO ] [sig       ] [3407/3551] Completed VWOB in 0.3s | 2.88 sym/s | Total: 19.7m | ETA: 50.0s
[2025-12-24T20:34:47.533750] [INFO ] [sig       ] [3408/3551] Forecasting VXUS...
[2025-12-24T20:34:47.533781] [INFO ] [sig       ] Generating forecast for: VXUS
[2025-12-24T20:34:47.533823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2025-12-24T20:34:47.546464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2025-12-24T20:34:47.547023] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2025-12-24T20:34:47.547983] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2025-12-24T20:34:47.548035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:47.548067] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:47.548093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:47.548147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:47.605365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:47.606384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:47.606468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:47.606501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:47.729148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:47.729325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:47.729367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:47.729395] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:47.733233] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: DOWN (p=5.13%)
[2025-12-24T20:34:47.733598] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2025-12-24T20:34:47.733752] [INFO ] [sig       ] VXUS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:47.877976] [INFO ] [LOCAL     ] Saved forecast: VXUS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VXUS.txt
[2025-12-24T20:34:47.878100] [INFO ] [sig       ] [3408/3551] Completed VXUS in 0.3s | 2.88 sym/s | Total: 19.7m | ETA: 49.6s
[2025-12-24T20:34:47.878154] [INFO ] [sig       ] [3409/3551] Forecasting VYMI...
[2025-12-24T20:34:47.878186] [INFO ] [sig       ] Generating forecast for: VYMI
[2025-12-24T20:34:47.878217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2025-12-24T20:34:47.889156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2025-12-24T20:34:47.889449] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2025-12-24T20:34:47.890203] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2025-12-24T20:34:47.890262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:47.890330] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:47.890365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:47.890433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:47.946604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:47.947209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:47.947302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:47.947342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:48.063281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:48.063423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:48.063461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:48.063488] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:48.066743] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: DOWN (p=31.91%)
[2025-12-24T20:34:48.067008] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2025-12-24T20:34:48.067129] [INFO ] [sig       ] VYMI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:48.206955] [INFO ] [LOCAL     ] Saved forecast: VYMI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/VYMI.txt
[2025-12-24T20:34:48.207082] [INFO ] [sig       ] [3409/3551] Completed VYMI in 0.3s | 2.88 sym/s | Total: 19.7m | ETA: 49.3s
[2025-12-24T20:34:48.207120] [INFO ] [sig       ] [3410/3551] Forecasting VYX...
[2025-12-24T20:34:48.207150] [INFO ] [sig       ] Generating forecast for: VYX
[2025-12-24T20:34:48.207179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-12-24T20:34:48.218784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2025-12-24T20:34:48.219074] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-12-24T20:34:48.219866] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-12-24T20:34:48.219917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:48.219947] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:48.219973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:48.220028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:48.276207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:48.276967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:48.277044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:48.277077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:48.398734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:48.398864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:48.398902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:48.398929] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:48.402601] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: UP (p=58.15%)
[2025-12-24T20:34:48.402867] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-12-24T20:34:48.402986] [INFO ] [sig       ] VYX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:48.545807] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VYX.txt
[2025-12-24T20:34:48.545938] [INFO ] [sig       ] [3410/3551] Completed VYX in 0.3s | 2.88 sym/s | Total: 19.7m | ETA: 49.0s
[2025-12-24T20:34:48.545977] [INFO ] [sig       ] [3411/3551] Forecasting VZ...
[2025-12-24T20:34:48.546005] [INFO ] [sig       ] Generating forecast for: VZ
[2025-12-24T20:34:48.546035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-12-24T20:34:48.559252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2025-12-24T20:34:48.559609] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-12-24T20:34:48.560350] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-12-24T20:34:48.560401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:48.560432] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:48.560458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:48.560514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:48.620243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:48.621027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:48.621110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:48.621143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:48.754333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:48.754481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:48.754521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:48.754549] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:48.758153] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=98.37%)
[2025-12-24T20:34:48.758445] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-12-24T20:34:48.758595] [INFO ] [sig       ] VZ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:48.915648] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/VZ.txt
[2025-12-24T20:34:48.915836] [INFO ] [sig       ] [3411/3551] Completed VZ in 0.4s | 2.88 sym/s | Total: 19.7m | ETA: 48.6s
[2025-12-24T20:34:48.915892] [INFO ] [sig       ] [3412/3551] Forecasting WAB...
[2025-12-24T20:34:48.915924] [INFO ] [sig       ] Generating forecast for: WAB
[2025-12-24T20:34:48.915957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-12-24T20:34:48.929522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2025-12-24T20:34:48.929916] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-12-24T20:34:48.930793] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-12-24T20:34:48.930847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:48.930880] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:48.930907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:48.930964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:48.993874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:48.994897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:48.994990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:48.995036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:49.125360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:49.125535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:49.125795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:49.125843] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:49.129466] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2025-12-24T20:34:49.129769] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-12-24T20:34:49.129899] [INFO ] [sig       ] WAB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:49.281174] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WAB.txt
[2025-12-24T20:34:49.281348] [INFO ] [sig       ] [3412/3551] Completed WAB in 0.4s | 2.88 sym/s | Total: 19.7m | ETA: 48.3s
[2025-12-24T20:34:49.281389] [INFO ] [sig       ] [3413/3551] Forecasting WABC...
[2025-12-24T20:34:49.281420] [INFO ] [sig       ] Generating forecast for: WABC
[2025-12-24T20:34:49.281450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2025-12-24T20:34:49.294099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2025-12-24T20:34:49.294477] [INFO ] [FORECASTER] Starting predict_future for WABC
[2025-12-24T20:34:49.295316] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2025-12-24T20:34:49.295370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:49.295402] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:49.295429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:49.295487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:49.353629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:49.354533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:49.354644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:49.354680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:49.477555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:49.477738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:49.477782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:49.477813] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:49.481686] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: UP (p=86.89%)
[2025-12-24T20:34:49.481984] [INFO ] [FORECASTER] Completed predict_future for WABC
[2025-12-24T20:34:49.482117] [INFO ] [sig       ] WABC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:49.639292] [INFO ] [LOCAL     ] Saved forecast: WABC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WABC.txt
[2025-12-24T20:34:49.639458] [INFO ] [sig       ] [3413/3551] Completed WABC in 0.4s | 2.88 sym/s | Total: 19.7m | ETA: 47.9s
[2025-12-24T20:34:49.639500] [INFO ] [sig       ] [3414/3551] Forecasting WAFD...
[2025-12-24T20:34:49.639539] [INFO ] [sig       ] Generating forecast for: WAFD
[2025-12-24T20:34:49.639591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2025-12-24T20:34:49.654672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2025-12-24T20:34:49.655053] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2025-12-24T20:34:49.655861] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2025-12-24T20:34:49.655916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:49.655948] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:49.655977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:49.656034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:49.716792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:49.717689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:49.717777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:49.717830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:49.843416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:49.843800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:49.843860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:49.843900] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:49.848330] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2025-12-24T20:34:49.848694] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2025-12-24T20:34:49.848853] [INFO ] [sig       ] WAFD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:50.000947] [INFO ] [LOCAL     ] Saved forecast: WAFD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WAFD.txt
[2025-12-24T20:34:50.001089] [INFO ] [sig       ] [3414/3551] Completed WAFD in 0.4s | 2.88 sym/s | Total: 19.8m | ETA: 47.6s
[2025-12-24T20:34:50.001128] [INFO ] [sig       ] [3415/3551] Forecasting WAFDP...
[2025-12-24T20:34:50.001158] [INFO ] [sig       ] Generating forecast for: WAFDP
[2025-12-24T20:34:50.001187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2025-12-24T20:34:50.013411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2025-12-24T20:34:50.013740] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2025-12-24T20:34:50.014491] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2025-12-24T20:34:50.014752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:50.014786] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:50.014812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:50.014868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:50.070650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:50.071391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:50.071475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:50.071508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:50.178887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:50.179039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:50.179078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:50.179106] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:50.182430] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: DOWN (p=17.91%)
[2025-12-24T20:34:50.182723] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2025-12-24T20:34:50.182846] [INFO ] [sig       ] WAFDP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:50.321936] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WAFDP.txt
[2025-12-24T20:34:50.322077] [INFO ] [sig       ] [3415/3551] Completed WAFDP in 0.3s | 2.88 sym/s | Total: 19.8m | ETA: 47.2s
[2025-12-24T20:34:50.322117] [INFO ] [sig       ] [3416/3551] Forecasting WAL...
[2025-12-24T20:34:50.322147] [INFO ] [sig       ] Generating forecast for: WAL
[2025-12-24T20:34:50.322177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-12-24T20:34:50.333665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2025-12-24T20:34:50.334021] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-12-24T20:34:50.334804] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-12-24T20:34:50.334856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:50.334888] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:50.334927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:50.334985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:50.391895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:50.392697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:50.392780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:50.392814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:50.515772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:50.515937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:50.515978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:50.516014] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:50.519565] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: DOWN (p=39.29%)
[2025-12-24T20:34:50.519889] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-12-24T20:34:50.520019] [INFO ] [sig       ] WAL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:50.660792] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WAL.txt
[2025-12-24T20:34:50.660956] [INFO ] [sig       ] [3416/3551] Completed WAL in 0.3s | 2.88 sym/s | Total: 19.8m | ETA: 46.9s
[2025-12-24T20:34:50.660996] [INFO ] [sig       ] [3417/3551] Forecasting WALD...
[2025-12-24T20:34:50.661026] [INFO ] [sig       ] Generating forecast for: WALD
[2025-12-24T20:34:50.661056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2025-12-24T20:34:50.673119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2025-12-24T20:34:50.673484] [INFO ] [FORECASTER] Starting predict_future for WALD
[2025-12-24T20:34:50.674265] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2025-12-24T20:34:50.674328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:50.674367] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:50.674400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:50.674465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:50.732452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:50.733395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:50.733478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:50.733510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:50.851249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:50.851398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:50.851437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:50.851466] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:50.854789] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: DOWN (p=23.87%)
[2025-12-24T20:34:50.855075] [INFO ] [FORECASTER] Completed predict_future for WALD
[2025-12-24T20:34:50.855201] [INFO ] [sig       ] WALD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:50.996043] [INFO ] [LOCAL     ] Saved forecast: WALD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WALD.txt
[2025-12-24T20:34:50.996188] [INFO ] [sig       ] [3417/3551] Completed WALD in 0.3s | 2.88 sym/s | Total: 19.8m | ETA: 46.5s
[2025-12-24T20:34:50.996226] [INFO ] [sig       ] [3418/3551] Forecasting WASH...
[2025-12-24T20:34:50.996256] [INFO ] [sig       ] Generating forecast for: WASH
[2025-12-24T20:34:50.996286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2025-12-24T20:34:51.007733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2025-12-24T20:34:51.008063] [INFO ] [FORECASTER] Starting predict_future for WASH
[2025-12-24T20:34:51.008828] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2025-12-24T20:34:51.008880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:51.008912] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:51.008939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:51.008994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:51.065325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:51.066195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:51.066282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:51.066316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:51.181560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:51.181731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:51.181772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:51.181800] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:51.185098] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: UP (p=72.17%)
[2025-12-24T20:34:51.185360] [INFO ] [FORECASTER] Completed predict_future for WASH
[2025-12-24T20:34:51.185482] [INFO ] [sig       ] WASH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:51.324338] [INFO ] [LOCAL     ] Saved forecast: WASH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WASH.txt
[2025-12-24T20:34:51.324469] [INFO ] [sig       ] [3418/3551] Completed WASH in 0.3s | 2.88 sym/s | Total: 19.8m | ETA: 46.2s
[2025-12-24T20:34:51.324509] [INFO ] [sig       ] [3419/3551] Forecasting WAVE...
[2025-12-24T20:34:51.324539] [INFO ] [sig       ] Generating forecast for: WAVE
[2025-12-24T20:34:51.324586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2025-12-24T20:34:51.335749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2025-12-24T20:34:51.336027] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2025-12-24T20:34:51.336774] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2025-12-24T20:34:51.336825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:51.336856] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:51.336884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:51.336940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:51.392159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:51.392995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:51.393114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:51.393147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:51.499619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:51.499772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:51.499812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:51.499841] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:51.503129] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: DOWN (p=37.87%)
[2025-12-24T20:34:51.503393] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2025-12-24T20:34:51.503512] [INFO ] [sig       ] WAVE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:51.643446] [INFO ] [LOCAL     ] Saved forecast: WAVE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WAVE.txt
[2025-12-24T20:34:51.643611] [INFO ] [sig       ] [3419/3551] Completed WAVE in 0.3s | 2.88 sym/s | Total: 19.8m | ETA: 45.8s
[2025-12-24T20:34:51.643653] [INFO ] [sig       ] [3420/3551] Forecasting WAY...
[2025-12-24T20:34:51.643683] [INFO ] [sig       ] Generating forecast for: WAY
[2025-12-24T20:34:51.643722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2025-12-24T20:34:51.655522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2025-12-24T20:34:51.655922] [INFO ] [FORECASTER] Starting predict_future for WAY
[2025-12-24T20:34:51.656730] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2025-12-24T20:34:51.656783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:51.656814] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:51.656842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:51.656899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:51.712461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:51.713254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:51.713336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:51.713369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:51.836247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:51.836401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:51.836441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:51.836471] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:51.839808] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: UP (p=54.55%)
[2025-12-24T20:34:51.840076] [INFO ] [FORECASTER] Completed predict_future for WAY
[2025-12-24T20:34:51.840198] [INFO ] [sig       ] WAY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:51.983372] [INFO ] [LOCAL     ] Saved forecast: WAY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WAY.txt
[2025-12-24T20:34:51.983520] [INFO ] [sig       ] [3420/3551] Completed WAY in 0.3s | 2.88 sym/s | Total: 19.8m | ETA: 45.5s
[2025-12-24T20:34:51.983565] [INFO ] [sig       ] [3421/3551] Forecasting WB...
[2025-12-24T20:34:51.983613] [INFO ] [sig       ] Generating forecast for: WB
[2025-12-24T20:34:51.983643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2025-12-24T20:34:51.995000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2025-12-24T20:34:51.995285] [INFO ] [FORECASTER] Starting predict_future for WB
[2025-12-24T20:34:51.996039] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2025-12-24T20:34:51.996091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:51.996122] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:51.996149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:51.996205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:52.052664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:52.053290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:52.053384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:52.053417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:52.180354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:52.180516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:52.180763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:52.180795] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:52.184281] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: UP (p=60.60%)
[2025-12-24T20:34:52.184546] [INFO ] [FORECASTER] Completed predict_future for WB
[2025-12-24T20:34:52.184687] [INFO ] [sig       ] WB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:52.325102] [INFO ] [LOCAL     ] Saved forecast: WB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WB.txt
[2025-12-24T20:34:52.325239] [INFO ] [sig       ] [3421/3551] Completed WB in 0.3s | 2.88 sym/s | Total: 19.8m | ETA: 45.1s
[2025-12-24T20:34:52.325279] [INFO ] [sig       ] [3422/3551] Forecasting WBD...
[2025-12-24T20:34:52.325309] [INFO ] [sig       ] Generating forecast for: WBD
[2025-12-24T20:34:52.325338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2025-12-24T20:34:52.338798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2025-12-24T20:34:52.339115] [INFO ] [FORECASTER] Starting predict_future for WBD
[2025-12-24T20:34:52.340089] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2025-12-24T20:34:52.340140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:52.340172] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:52.340198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:52.340255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:52.397324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:52.398093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:52.398178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:52.398212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:52.521456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:52.521633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:52.521677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:52.521706] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:52.525030] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: DOWN (p=23.59%)
[2025-12-24T20:34:52.525298] [INFO ] [FORECASTER] Completed predict_future for WBD
[2025-12-24T20:34:52.525422] [INFO ] [sig       ] WBD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:52.667917] [INFO ] [LOCAL     ] Saved forecast: WBD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WBD.txt
[2025-12-24T20:34:52.668118] [INFO ] [sig       ] [3422/3551] Completed WBD in 0.3s | 2.88 sym/s | Total: 19.8m | ETA: 44.8s
[2025-12-24T20:34:52.668163] [INFO ] [sig       ] [3423/3551] Forecasting WBIY...
[2025-12-24T20:34:52.668193] [INFO ] [sig       ] Generating forecast for: WBIY
[2025-12-24T20:34:52.668223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBIY' from 'https://tdm.silogroup.org/data/derivative_storage/WBIY.csv'.
[2025-12-24T20:34:52.678856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBIY'.
[2025-12-24T20:34:52.679138] [INFO ] [FORECASTER] Starting predict_future for WBIY
[2025-12-24T20:34:52.679950] [DEBUG] [LOCAL     ] No optimal features file found for WBIY: ./output/feature-sets/WBIY.txt
[2025-12-24T20:34:52.680005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:52.680038] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:52.680066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:52.680125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:52.738941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:52.739727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:52.739811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:52.739845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:52.850012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:52.850178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:52.850219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:52.850248] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:52.853833] [DEBUG] [FORECASTER] WBIY: Forecast T+1@11:T+2@11: UP (p=56.72%)
[2025-12-24T20:34:52.854142] [INFO ] [FORECASTER] Completed predict_future for WBIY
[2025-12-24T20:34:52.854275] [INFO ] [sig       ] WBIY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:52.998846] [INFO ] [LOCAL     ] Saved forecast: WBIY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WBIY.txt
[2025-12-24T20:34:52.998973] [INFO ] [sig       ] [3423/3551] Completed WBIY in 0.3s | 2.88 sym/s | Total: 19.8m | ETA: 44.4s
[2025-12-24T20:34:52.999012] [INFO ] [sig       ] [3424/3551] Forecasting WBS...
[2025-12-24T20:34:52.999041] [INFO ] [sig       ] Generating forecast for: WBS
[2025-12-24T20:34:52.999071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-12-24T20:34:53.011441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2025-12-24T20:34:53.011870] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-12-24T20:34:53.012670] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-12-24T20:34:53.012722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:53.012754] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:53.012781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:53.012838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:53.073040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:53.073949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:53.074051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:53.074095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:53.203865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:53.204033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:53.204093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:53.204126] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:53.208261] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: UP (p=73.21%)
[2025-12-24T20:34:53.208530] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-12-24T20:34:53.208687] [INFO ] [sig       ] WBS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:53.353429] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WBS.txt
[2025-12-24T20:34:53.353776] [INFO ] [sig       ] [3424/3551] Completed WBS in 0.4s | 2.88 sym/s | Total: 19.8m | ETA: 44.1s
[2025-12-24T20:34:53.353820] [INFO ] [sig       ] [3425/3551] Forecasting WBTN...
[2025-12-24T20:34:53.353852] [INFO ] [sig       ] Generating forecast for: WBTN
[2025-12-24T20:34:53.353884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2025-12-24T20:34:53.370763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2025-12-24T20:34:53.371259] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2025-12-24T20:34:53.372349] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2025-12-24T20:34:53.372417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:53.372466] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:53.372509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:53.372621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:53.439965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:53.440866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:53.440952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:53.440985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:53.568322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:53.568480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:53.568519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:53.568548] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:53.572304] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: UP (p=80.45%)
[2025-12-24T20:34:53.572686] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2025-12-24T20:34:53.572828] [INFO ] [sig       ] WBTN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:53.725389] [INFO ] [LOCAL     ] Saved forecast: WBTN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WBTN.txt
[2025-12-24T20:34:53.725538] [INFO ] [sig       ] [3425/3551] Completed WBTN in 0.4s | 2.88 sym/s | Total: 19.8m | ETA: 43.7s
[2025-12-24T20:34:53.725608] [INFO ] [sig       ] [3426/3551] Forecasting WBX...
[2025-12-24T20:34:53.725640] [INFO ] [sig       ] Generating forecast for: WBX
[2025-12-24T20:34:53.725670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-12-24T20:34:53.736781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2025-12-24T20:34:53.737032] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-12-24T20:34:53.737985] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-12-24T20:34:53.738037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:53.738093] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:53.738123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:53.738179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:53.794941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:53.796003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:53.796089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:53.796121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:53.922967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:53.923123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:53.923173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:53.923202] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:53.926715] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: UP (p=80.81%)
[2025-12-24T20:34:53.926990] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-12-24T20:34:53.927118] [INFO ] [sig       ] WBX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:54.070252] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WBX.txt
[2025-12-24T20:34:54.070423] [INFO ] [sig       ] [3426/3551] Completed WBX in 0.3s | 2.88 sym/s | Total: 19.8m | ETA: 43.4s
[2025-12-24T20:34:54.070474] [INFO ] [sig       ] [3427/3551] Forecasting WCC...
[2025-12-24T20:34:54.070513] [INFO ] [sig       ] Generating forecast for: WCC
[2025-12-24T20:34:54.070548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-12-24T20:34:54.082258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2025-12-24T20:34:54.082642] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-12-24T20:34:54.083446] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-12-24T20:34:54.083500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:54.083532] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:54.083560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:54.083638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:54.145912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:54.146790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:54.146896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:54.146932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:54.272452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:54.272620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:54.272663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:54.272693] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:54.276040] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: DOWN (p=0.62%)
[2025-12-24T20:34:54.276304] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-12-24T20:34:54.276427] [INFO ] [sig       ] WCC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:54.416673] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WCC.txt
[2025-12-24T20:34:54.416800] [INFO ] [sig       ] [3427/3551] Completed WCC in 0.3s | 2.88 sym/s | Total: 19.8m | ETA: 43.0s
[2025-12-24T20:34:54.416840] [INFO ] [sig       ] [3428/3551] Forecasting WCLD...
[2025-12-24T20:34:54.416869] [INFO ] [sig       ] Generating forecast for: WCLD
[2025-12-24T20:34:54.416899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2025-12-24T20:34:54.427711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2025-12-24T20:34:54.427993] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2025-12-24T20:34:54.428750] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2025-12-24T20:34:54.428801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:54.428833] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:54.428859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:54.428915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:54.489414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:54.490306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:54.490401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:54.490443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:54.623035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:54.623207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:54.623254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:54.623284] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:54.627089] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: DOWN (p=7.81%)
[2025-12-24T20:34:54.627397] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2025-12-24T20:34:54.627558] [INFO ] [sig       ] WCLD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:54.784894] [INFO ] [LOCAL     ] Saved forecast: WCLD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WCLD.txt
[2025-12-24T20:34:54.785072] [INFO ] [sig       ] [3428/3551] Completed WCLD in 0.4s | 2.88 sym/s | Total: 19.8m | ETA: 42.7s
[2025-12-24T20:34:54.785127] [INFO ] [sig       ] [3429/3551] Forecasting WD...
[2025-12-24T20:34:54.785163] [INFO ] [sig       ] Generating forecast for: WD
[2025-12-24T20:34:54.785197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-12-24T20:34:54.796880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2025-12-24T20:34:54.797211] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-12-24T20:34:54.798090] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-12-24T20:34:54.798169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:54.798216] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:54.798257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:54.798339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:54.864554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:54.865410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:54.865499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:54.865533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:54.994814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:54.994972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:54.995014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:54.995074] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:54.998630] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: UP (p=85.19%)
[2025-12-24T20:34:54.998921] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-12-24T20:34:54.999049] [INFO ] [sig       ] WD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:55.153895] [INFO ] [LOCAL     ] Saved forecast: WD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WD.txt
[2025-12-24T20:34:55.154042] [INFO ] [sig       ] [3429/3551] Completed WD in 0.4s | 2.88 sym/s | Total: 19.8m | ETA: 42.4s
[2025-12-24T20:34:55.154084] [INFO ] [sig       ] [3430/3551] Forecasting WDAY...
[2025-12-24T20:34:55.154116] [INFO ] [sig       ] Generating forecast for: WDAY
[2025-12-24T20:34:55.154147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2025-12-24T20:34:55.167652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2025-12-24T20:34:55.167991] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2025-12-24T20:34:55.168800] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2025-12-24T20:34:55.168853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:55.168886] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:55.168914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:55.168972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:55.232766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:55.233640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:55.233730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:55.233763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:55.367352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:55.367515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:55.367568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:55.367637] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:55.371464] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: UP (p=72.07%)
[2025-12-24T20:34:55.371775] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2025-12-24T20:34:55.371915] [INFO ] [sig       ] WDAY: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:55.520001] [INFO ] [LOCAL     ] Saved forecast: WDAY	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WDAY.txt
[2025-12-24T20:34:55.520150] [INFO ] [sig       ] [3430/3551] Completed WDAY in 0.4s | 2.88 sym/s | Total: 19.8m | ETA: 42.0s
[2025-12-24T20:34:55.520191] [INFO ] [sig       ] [3431/3551] Forecasting WDC...
[2025-12-24T20:34:55.520221] [INFO ] [sig       ] Generating forecast for: WDC
[2025-12-24T20:34:55.520252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2025-12-24T20:34:55.532472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2025-12-24T20:34:55.532828] [INFO ] [FORECASTER] Starting predict_future for WDC
[2025-12-24T20:34:55.533693] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2025-12-24T20:34:55.533747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:55.533779] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:55.533805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:55.533865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:55.591986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:55.592703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:55.592793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:55.592825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:55.718137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:55.718287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:55.718329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:55.718358] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:55.722162] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: DOWN (p=6.35%)
[2025-12-24T20:34:55.722446] [INFO ] [FORECASTER] Completed predict_future for WDC
[2025-12-24T20:34:55.722595] [INFO ] [sig       ] WDC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:55.862437] [INFO ] [LOCAL     ] Saved forecast: WDC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WDC.txt
[2025-12-24T20:34:55.862593] [INFO ] [sig       ] [3431/3551] Completed WDC in 0.3s | 2.88 sym/s | Total: 19.9m | ETA: 41.7s
[2025-12-24T20:34:55.862636] [INFO ] [sig       ] [3432/3551] Forecasting WDFC...
[2025-12-24T20:34:55.862845] [INFO ] [sig       ] Generating forecast for: WDFC
[2025-12-24T20:34:55.862874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2025-12-24T20:34:55.874346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2025-12-24T20:34:55.874638] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2025-12-24T20:34:55.875371] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2025-12-24T20:34:55.875422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:55.875453] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:55.875480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:55.875540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:55.931458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:55.932125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:55.932207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:55.932239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:56.049078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:56.049231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:56.049291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:56.049320] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:56.052648] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: DOWN (p=16.86%)
[2025-12-24T20:34:56.052920] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2025-12-24T20:34:56.053041] [INFO ] [sig       ] WDFC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:56.190977] [INFO ] [LOCAL     ] Saved forecast: WDFC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WDFC.txt
[2025-12-24T20:34:56.191131] [INFO ] [sig       ] [3432/3551] Completed WDFC in 0.3s | 2.88 sym/s | Total: 19.9m | ETA: 41.3s
[2025-12-24T20:34:56.191182] [INFO ] [sig       ] [3433/3551] Forecasting WDH...
[2025-12-24T20:34:56.191212] [INFO ] [sig       ] Generating forecast for: WDH
[2025-12-24T20:34:56.191242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-12-24T20:34:56.203940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2025-12-24T20:34:56.204274] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-12-24T20:34:56.205236] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-12-24T20:34:56.205288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:56.205319] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:56.205345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:56.205402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:56.262393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:56.263512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:56.263650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:56.263705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:56.398204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:56.398361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:56.398402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:56.398433] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:56.401918] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: DOWN (p=6.30%)
[2025-12-24T20:34:56.402210] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-12-24T20:34:56.402342] [INFO ] [sig       ] WDH: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:56.547977] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WDH.txt
[2025-12-24T20:34:56.548132] [INFO ] [sig       ] [3433/3551] Completed WDH in 0.4s | 2.88 sym/s | Total: 19.9m | ETA: 41.0s
[2025-12-24T20:34:56.548173] [INFO ] [sig       ] [3434/3551] Forecasting WDI...
[2025-12-24T20:34:56.548204] [INFO ] [sig       ] Generating forecast for: WDI
[2025-12-24T20:34:56.548234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-12-24T20:34:56.559914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2025-12-24T20:34:56.560288] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-12-24T20:34:56.561076] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-12-24T20:34:56.561129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:56.561160] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:56.561187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:56.561244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:56.617233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:56.618074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:56.618158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:56.618190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:56.743913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:56.744089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:56.744132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:56.744159] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:56.747751] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: DOWN (p=24.50%)
[2025-12-24T20:34:56.748101] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-12-24T20:34:56.748263] [INFO ] [sig       ] WDI: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:56.891014] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WDI.txt
[2025-12-24T20:34:56.891166] [INFO ] [sig       ] [3434/3551] Completed WDI in 0.3s | 2.88 sym/s | Total: 19.9m | ETA: 40.6s
[2025-12-24T20:34:56.891207] [INFO ] [sig       ] [3435/3551] Forecasting WDS...
[2025-12-24T20:34:56.891236] [INFO ] [sig       ] Generating forecast for: WDS
[2025-12-24T20:34:56.891265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-12-24T20:34:56.903019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2025-12-24T20:34:56.903373] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-12-24T20:34:56.904161] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-12-24T20:34:56.904214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:56.904245] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:56.904272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:56.904328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:56.960798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:56.961681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:56.961765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:56.961797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:57.082252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:57.082407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:57.082446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:57.082475] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:57.085831] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=66.14%)
[2025-12-24T20:34:57.086102] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-12-24T20:34:57.086221] [INFO ] [sig       ] WDS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:57.224373] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WDS.txt
[2025-12-24T20:34:57.224495] [INFO ] [sig       ] [3435/3551] Completed WDS in 0.3s | 2.88 sym/s | Total: 19.9m | ETA: 40.3s
[2025-12-24T20:34:57.224537] [INFO ] [sig       ] [3436/3551] Forecasting WEA...
[2025-12-24T20:34:57.224584] [INFO ] [sig       ] Generating forecast for: WEA
[2025-12-24T20:34:57.224617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-12-24T20:34:57.235367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2025-12-24T20:34:57.235660] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-12-24T20:34:57.236395] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-12-24T20:34:57.236446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:57.236477] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:57.236504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:57.236560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:57.292533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:57.293278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:57.293391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:57.293424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:57.404647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:57.404802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:57.404868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:57.404897] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:57.408241] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=88.49%)
[2025-12-24T20:34:57.408519] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-12-24T20:34:57.408662] [INFO ] [sig       ] WEA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:57.548344] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WEA.txt
[2025-12-24T20:34:57.548468] [INFO ] [sig       ] [3436/3551] Completed WEA in 0.3s | 2.88 sym/s | Total: 19.9m | ETA: 39.9s
[2025-12-24T20:34:57.548507] [INFO ] [sig       ] [3437/3551] Forecasting WEC...
[2025-12-24T20:34:57.548537] [INFO ] [sig       ] Generating forecast for: WEC
[2025-12-24T20:34:57.548566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-12-24T20:34:57.560276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2025-12-24T20:34:57.560624] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-12-24T20:34:57.561489] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-12-24T20:34:57.561556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:57.561637] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:57.561675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:57.561734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:57.620013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:57.620693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:57.620772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:57.620804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:57.740585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:57.740726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:57.740766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:57.740794] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:57.744036] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: DOWN (p=0.30%)
[2025-12-24T20:34:57.744302] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-12-24T20:34:57.744421] [INFO ] [sig       ] WEC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:57.886282] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WEC.txt
[2025-12-24T20:34:57.886402] [INFO ] [sig       ] [3437/3551] Completed WEC in 0.3s | 2.88 sym/s | Total: 19.9m | ETA: 39.6s
[2025-12-24T20:34:57.886440] [INFO ] [sig       ] [3438/3551] Forecasting WEN...
[2025-12-24T20:34:57.886470] [INFO ] [sig       ] Generating forecast for: WEN
[2025-12-24T20:34:57.886499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2025-12-24T20:34:57.897865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2025-12-24T20:34:57.898162] [INFO ] [FORECASTER] Starting predict_future for WEN
[2025-12-24T20:34:57.898952] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2025-12-24T20:34:57.899005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:57.899039] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:57.899068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:57.899127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:57.954902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:57.955518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:57.955630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:57.955667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:58.083839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:58.084077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:58.084125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:58.084156] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:58.088137] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: UP (p=65.71%)
[2025-12-24T20:34:58.088468] [INFO ] [FORECASTER] Completed predict_future for WEN
[2025-12-24T20:34:58.088622] [INFO ] [sig       ] WEN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:58.233027] [INFO ] [LOCAL     ] Saved forecast: WEN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WEN.txt
[2025-12-24T20:34:58.233202] [INFO ] [sig       ] [3438/3551] Completed WEN in 0.3s | 2.88 sym/s | Total: 19.9m | ETA: 39.2s
[2025-12-24T20:34:58.233243] [INFO ] [sig       ] [3439/3551] Forecasting WERN...
[2025-12-24T20:34:58.233273] [INFO ] [sig       ] Generating forecast for: WERN
[2025-12-24T20:34:58.233303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2025-12-24T20:34:58.245770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2025-12-24T20:34:58.246129] [INFO ] [FORECASTER] Starting predict_future for WERN
[2025-12-24T20:34:58.246909] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2025-12-24T20:34:58.246961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:58.246993] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:58.247020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:58.247075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:58.303198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:58.304059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:58.304165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:58.304197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:58.418251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:58.418415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:58.418454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:58.418483] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:58.421999] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: DOWN (p=49.75%)
[2025-12-24T20:34:58.422269] [INFO ] [FORECASTER] Completed predict_future for WERN
[2025-12-24T20:34:58.422390] [INFO ] [sig       ] WERN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:58.561647] [INFO ] [LOCAL     ] Saved forecast: WERN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WERN.txt
[2025-12-24T20:34:58.561812] [INFO ] [sig       ] [3439/3551] Completed WERN in 0.3s | 2.88 sym/s | Total: 19.9m | ETA: 38.9s
[2025-12-24T20:34:58.561853] [INFO ] [sig       ] [3440/3551] Forecasting WES...
[2025-12-24T20:34:58.561882] [INFO ] [sig       ] Generating forecast for: WES
[2025-12-24T20:34:58.561912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-12-24T20:34:58.572890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2025-12-24T20:34:58.573158] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-12-24T20:34:58.573915] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-12-24T20:34:58.573966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:58.573998] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:58.574036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:58.574094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:58.630346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:58.631440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:58.631526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:58.631558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:58.746705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:58.746867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:58.746906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:58.746935] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:58.750271] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: DOWN (p=4.84%)
[2025-12-24T20:34:58.750546] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-12-24T20:34:58.750690] [INFO ] [sig       ] WES: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:58.899116] [INFO ] [LOCAL     ] Saved forecast: WES	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WES.txt
[2025-12-24T20:34:58.899314] [INFO ] [sig       ] [3440/3551] Completed WES in 0.3s | 2.88 sym/s | Total: 19.9m | ETA: 38.5s
[2025-12-24T20:34:58.899367] [INFO ] [sig       ] [3441/3551] Forecasting WEX...
[2025-12-24T20:34:58.899398] [INFO ] [sig       ] Generating forecast for: WEX
[2025-12-24T20:34:58.899428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-12-24T20:34:58.911925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2025-12-24T20:34:58.912421] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-12-24T20:34:58.913478] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-12-24T20:34:58.913534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:58.913570] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:58.913638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:58.913725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:58.972561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:58.973435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:58.973523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:58.973556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:59.095332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:59.095490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:59.095532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:59.095562] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:59.099090] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: UP (p=79.91%)
[2025-12-24T20:34:59.099396] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-12-24T20:34:59.099525] [INFO ] [sig       ] WEX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:34:59.241982] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WEX.txt
[2025-12-24T20:34:59.242121] [INFO ] [sig       ] [3441/3551] Completed WEX in 0.3s | 2.88 sym/s | Total: 19.9m | ETA: 38.2s
[2025-12-24T20:34:59.242162] [INFO ] [sig       ] [3442/3551] Forecasting WEYS...
[2025-12-24T20:34:59.242194] [INFO ] [sig       ] Generating forecast for: WEYS
[2025-12-24T20:34:59.242226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2025-12-24T20:34:59.253256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2025-12-24T20:34:59.253551] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2025-12-24T20:34:59.254344] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2025-12-24T20:34:59.254397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:59.254430] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:59.254459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:59.254518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:59.311207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:59.311883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:59.311964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:59.311997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:59.419451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:59.419624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:59.419668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:59.419711] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:59.423144] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: DOWN (p=48.35%)
[2025-12-24T20:34:59.423427] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2025-12-24T20:34:59.423557] [INFO ] [sig       ] WEYS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:59.567388] [INFO ] [LOCAL     ] Saved forecast: WEYS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WEYS.txt
[2025-12-24T20:34:59.567535] [INFO ] [sig       ] [3442/3551] Completed WEYS in 0.3s | 2.88 sym/s | Total: 19.9m | ETA: 37.8s
[2025-12-24T20:34:59.567594] [INFO ] [sig       ] [3443/3551] Forecasting WF...
[2025-12-24T20:34:59.567629] [INFO ] [sig       ] Generating forecast for: WF
[2025-12-24T20:34:59.567660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-12-24T20:34:59.580218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2025-12-24T20:34:59.580614] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-12-24T20:34:59.581395] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-12-24T20:34:59.581448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:59.581507] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:59.581538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:59.581616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:59.642049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:59.642948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:59.643033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:59.643067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:34:59.767946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:34:59.768106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:34:59.768149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:34:59.768179] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:34:59.771537] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: DOWN (p=33.00%)
[2025-12-24T20:34:59.771834] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-12-24T20:34:59.771960] [INFO ] [sig       ] WF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:34:59.921437] [INFO ] [LOCAL     ] Saved forecast: WF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WF.txt
[2025-12-24T20:34:59.921630] [INFO ] [sig       ] [3443/3551] Completed WF in 0.4s | 2.88 sym/s | Total: 19.9m | ETA: 37.5s
[2025-12-24T20:34:59.921675] [INFO ] [sig       ] [3444/3551] Forecasting WFC...
[2025-12-24T20:34:59.921709] [INFO ] [sig       ] Generating forecast for: WFC
[2025-12-24T20:34:59.921758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-12-24T20:34:59.935818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFC'.
[2025-12-24T20:34:59.936211] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-12-24T20:34:59.937033] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-12-24T20:34:59.937087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:34:59.937120] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:34:59.937147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:34:59.937204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:34:59.993880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:34:59.994782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:34:59.994868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:34:59.994899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:00.128706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:00.128870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:00.128912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:00.128941] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:00.132481] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: UP (p=74.78%)
[2025-12-24T20:35:00.132794] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-12-24T20:35:00.132923] [INFO ] [sig       ] WFC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:00.284079] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WFC.txt
[2025-12-24T20:35:00.284236] [INFO ] [sig       ] [3444/3551] Completed WFC in 0.4s | 2.88 sym/s | Total: 19.9m | ETA: 37.1s
[2025-12-24T20:35:00.284277] [INFO ] [sig       ] [3445/3551] Forecasting WFG...
[2025-12-24T20:35:00.284306] [INFO ] [sig       ] Generating forecast for: WFG
[2025-12-24T20:35:00.284336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-12-24T20:35:00.296276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2025-12-24T20:35:00.296674] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-12-24T20:35:00.297435] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-12-24T20:35:00.297488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:00.297521] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:00.297549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:00.297629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:00.356898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:00.357834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:00.358113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:00.358147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:00.483174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:00.483303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:00.483342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:00.483370] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:00.486808] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: DOWN (p=23.04%)
[2025-12-24T20:35:00.487071] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-12-24T20:35:00.487190] [INFO ] [sig       ] WFG: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:00.627688] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WFG.txt
[2025-12-24T20:35:00.628003] [INFO ] [sig       ] [3445/3551] Completed WFG in 0.3s | 2.88 sym/s | Total: 19.9m | ETA: 36.8s
[2025-12-24T20:35:00.628043] [INFO ] [sig       ] [3446/3551] Forecasting WFRD...
[2025-12-24T20:35:00.628072] [INFO ] [sig       ] Generating forecast for: WFRD
[2025-12-24T20:35:00.628101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2025-12-24T20:35:00.639686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2025-12-24T20:35:00.640133] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2025-12-24T20:35:00.640897] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2025-12-24T20:35:00.640949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:00.640980] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:00.641007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:00.641064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:00.697767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:00.698749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:00.698837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:00.698869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:00.816197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:00.816360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:00.816401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:00.816463] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:00.819919] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: UP (p=92.37%)
[2025-12-24T20:35:00.820192] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2025-12-24T20:35:00.820315] [INFO ] [sig       ] WFRD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:00.963310] [INFO ] [LOCAL     ] Saved forecast: WFRD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WFRD.txt
[2025-12-24T20:35:00.963449] [INFO ] [sig       ] [3446/3551] Completed WFRD in 0.3s | 2.88 sym/s | Total: 19.9m | ETA: 36.4s
[2025-12-24T20:35:00.963489] [INFO ] [sig       ] [3447/3551] Forecasting WGMI...
[2025-12-24T20:35:00.963519] [INFO ] [sig       ] Generating forecast for: WGMI
[2025-12-24T20:35:00.963548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2025-12-24T20:35:00.976117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2025-12-24T20:35:00.976426] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2025-12-24T20:35:00.977241] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2025-12-24T20:35:00.977294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:00.977329] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:00.977357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:00.977415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:01.035563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:01.036388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:01.036473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:01.036506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:01.176781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:01.176944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:01.176985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:01.177013] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:01.180436] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: UP (p=96.11%)
[2025-12-24T20:35:01.180738] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2025-12-24T20:35:01.180860] [INFO ] [sig       ] WGMI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:01.329496] [INFO ] [LOCAL     ] Saved forecast: WGMI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WGMI.txt
[2025-12-24T20:35:01.329989] [INFO ] [sig       ] [3447/3551] Completed WGMI in 0.4s | 2.88 sym/s | Total: 19.9m | ETA: 36.1s
[2025-12-24T20:35:01.330043] [INFO ] [sig       ] [3448/3551] Forecasting WGO...
[2025-12-24T20:35:01.330075] [INFO ] [sig       ] Generating forecast for: WGO
[2025-12-24T20:35:01.330107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-12-24T20:35:01.341835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2025-12-24T20:35:01.342177] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-12-24T20:35:01.342964] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-12-24T20:35:01.343017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:01.343048] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:01.343074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:01.343131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:01.399990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:01.400777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:01.400859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:01.400891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:01.521409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:01.521530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:01.521595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:01.521641] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:01.524925] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-12-24T20:35:01.525197] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-12-24T20:35:01.525317] [INFO ] [sig       ] WGO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:01.668537] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WGO.txt
[2025-12-24T20:35:01.668761] [INFO ] [sig       ] [3448/3551] Completed WGO in 0.3s | 2.88 sym/s | Total: 19.9m | ETA: 35.8s
[2025-12-24T20:35:01.668807] [INFO ] [sig       ] [3449/3551] Forecasting WGS...
[2025-12-24T20:35:01.668838] [INFO ] [sig       ] Generating forecast for: WGS
[2025-12-24T20:35:01.668871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2025-12-24T20:35:01.682417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2025-12-24T20:35:01.682905] [INFO ] [FORECASTER] Starting predict_future for WGS
[2025-12-24T20:35:01.683856] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2025-12-24T20:35:01.683923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:01.683955] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:01.683983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:01.684042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:01.741524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:01.742472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:01.742607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:01.742643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:01.869017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:01.869179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:01.869220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:01.869248] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:01.872810] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: UP (p=70.13%)
[2025-12-24T20:35:01.873144] [INFO ] [FORECASTER] Completed predict_future for WGS
[2025-12-24T20:35:01.873289] [INFO ] [sig       ] WGS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:02.016647] [INFO ] [LOCAL     ] Saved forecast: WGS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WGS.txt
[2025-12-24T20:35:02.016835] [INFO ] [sig       ] [3449/3551] Completed WGS in 0.3s | 2.88 sym/s | Total: 20.0m | ETA: 35.4s
[2025-12-24T20:35:02.016880] [INFO ] [sig       ] [3450/3551] Forecasting WH...
[2025-12-24T20:35:02.016910] [INFO ] [sig       ] Generating forecast for: WH
[2025-12-24T20:35:02.016941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-12-24T20:35:02.028729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2025-12-24T20:35:02.029133] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-12-24T20:35:02.030034] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-12-24T20:35:02.030092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:02.030128] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:02.030155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:02.030211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:02.093967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:02.094952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:02.095045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:02.095083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:02.217327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:02.217501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:02.217553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:02.217611] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:02.222304] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: UP (p=53.08%)
[2025-12-24T20:35:02.222695] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-12-24T20:35:02.223050] [INFO ] [sig       ] WH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:02.369367] [INFO ] [LOCAL     ] Saved forecast: WH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WH.txt
[2025-12-24T20:35:02.369498] [INFO ] [sig       ] [3450/3551] Completed WH in 0.4s | 2.88 sym/s | Total: 20.0m | ETA: 35.1s
[2025-12-24T20:35:02.369537] [INFO ] [sig       ] [3451/3551] Forecasting WHD...
[2025-12-24T20:35:02.369566] [INFO ] [sig       ] Generating forecast for: WHD
[2025-12-24T20:35:02.369613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-12-24T20:35:02.381415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2025-12-24T20:35:02.381733] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-12-24T20:35:02.382677] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-12-24T20:35:02.382918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:02.382948] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:02.382974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:02.383029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:02.440818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:02.441419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:02.441501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:02.441537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:02.562781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:02.562941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:02.562981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:02.563008] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:02.566311] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: UP (p=95.57%)
[2025-12-24T20:35:02.566600] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-12-24T20:35:02.566726] [INFO ] [sig       ] WHD: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:02.706671] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WHD.txt
[2025-12-24T20:35:02.706820] [INFO ] [sig       ] [3451/3551] Completed WHD in 0.3s | 2.88 sym/s | Total: 20.0m | ETA: 34.7s
[2025-12-24T20:35:02.706859] [INFO ] [sig       ] [3452/3551] Forecasting WHF...
[2025-12-24T20:35:02.706888] [INFO ] [sig       ] Generating forecast for: WHF
[2025-12-24T20:35:02.706918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2025-12-24T20:35:02.719367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2025-12-24T20:35:02.720016] [INFO ] [FORECASTER] Starting predict_future for WHF
[2025-12-24T20:35:02.720903] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2025-12-24T20:35:02.720958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:02.720993] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:02.721031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:02.721095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:02.784131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:02.785086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:02.785188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:02.785238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:02.920376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:02.920555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:02.920632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:02.920665] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:02.924957] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: UP (p=57.60%)
[2025-12-24T20:35:02.925244] [INFO ] [FORECASTER] Completed predict_future for WHF
[2025-12-24T20:35:02.925372] [INFO ] [sig       ] WHF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:03.078321] [INFO ] [LOCAL     ] Saved forecast: WHF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WHF.txt
[2025-12-24T20:35:03.078478] [INFO ] [sig       ] [3452/3551] Completed WHF in 0.4s | 2.88 sym/s | Total: 20.0m | ETA: 34.4s
[2025-12-24T20:35:03.078518] [INFO ] [sig       ] [3453/3551] Forecasting WHG...
[2025-12-24T20:35:03.078551] [INFO ] [sig       ] Generating forecast for: WHG
[2025-12-24T20:35:03.078611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-12-24T20:35:03.091703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2025-12-24T20:35:03.092062] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-12-24T20:35:03.093056] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-12-24T20:35:03.093121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:03.093177] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:03.093216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:03.093305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:03.159004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:03.159913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:03.160001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:03.160069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:03.273591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:03.273765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:03.273817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:03.273856] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:03.278281] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: UP (p=60.06%)
[2025-12-24T20:35:03.278644] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-12-24T20:35:03.278804] [INFO ] [sig       ] WHG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:03.434871] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WHG.txt
[2025-12-24T20:35:03.435015] [INFO ] [sig       ] [3453/3551] Completed WHG in 0.4s | 2.88 sym/s | Total: 20.0m | ETA: 34.0s
[2025-12-24T20:35:03.435057] [INFO ] [sig       ] [3454/3551] Forecasting WIA...
[2025-12-24T20:35:03.435089] [INFO ] [sig       ] Generating forecast for: WIA
[2025-12-24T20:35:03.435120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-12-24T20:35:03.446894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2025-12-24T20:35:03.447275] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-12-24T20:35:03.448357] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-12-24T20:35:03.448413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:03.448445] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:03.448471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:03.448528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:03.510809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:03.511759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:03.511846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:03.511880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:03.634000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:03.634175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:03.634224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:03.634255] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:03.637959] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: DOWN (p=23.74%)
[2025-12-24T20:35:03.638288] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-12-24T20:35:03.638437] [INFO ] [sig       ] WIA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:03.780173] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WIA.txt
[2025-12-24T20:35:03.780302] [INFO ] [sig       ] [3454/3551] Completed WIA in 0.3s | 2.88 sym/s | Total: 20.0m | ETA: 33.7s
[2025-12-24T20:35:03.780350] [INFO ] [sig       ] [3455/3551] Forecasting WIMI...
[2025-12-24T20:35:03.780400] [INFO ] [sig       ] Generating forecast for: WIMI
[2025-12-24T20:35:03.780434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2025-12-24T20:35:03.792196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2025-12-24T20:35:03.792481] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2025-12-24T20:35:03.793261] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2025-12-24T20:35:03.793313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:03.793345] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:03.793371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:03.793427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:03.849682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:03.850420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:03.850504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:03.850538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:03.968874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:03.969029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:03.969070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:03.969098] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:03.972612] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: UP (p=86.04%)
[2025-12-24T20:35:03.973104] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2025-12-24T20:35:03.973240] [INFO ] [sig       ] WIMI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:04.118952] [INFO ] [LOCAL     ] Saved forecast: WIMI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WIMI.txt
[2025-12-24T20:35:04.119119] [INFO ] [sig       ] [3455/3551] Completed WIMI in 0.3s | 2.88 sym/s | Total: 20.0m | ETA: 33.3s
[2025-12-24T20:35:04.119159] [INFO ] [sig       ] [3456/3551] Forecasting WINA...
[2025-12-24T20:35:04.119190] [INFO ] [sig       ] Generating forecast for: WINA
[2025-12-24T20:35:04.119220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2025-12-24T20:35:04.131184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2025-12-24T20:35:04.131499] [INFO ] [FORECASTER] Starting predict_future for WINA
[2025-12-24T20:35:04.132287] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2025-12-24T20:35:04.132340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:04.132371] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:04.132405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:04.132465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:04.191729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:04.192483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:04.192570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:04.192624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:04.318097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:04.318250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:04.318291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:04.318319] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:04.321720] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: DOWN (p=43.83%)
[2025-12-24T20:35:04.321995] [INFO ] [FORECASTER] Completed predict_future for WINA
[2025-12-24T20:35:04.322119] [INFO ] [sig       ] WINA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:04.468483] [INFO ] [LOCAL     ] Saved forecast: WINA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WINA.txt
[2025-12-24T20:35:04.468702] [INFO ] [sig       ] [3456/3551] Completed WINA in 0.3s | 2.88 sym/s | Total: 20.0m | ETA: 33.0s
[2025-12-24T20:35:04.468778] [INFO ] [sig       ] [3457/3551] Forecasting WING...
[2025-12-24T20:35:04.468816] [INFO ] [sig       ] Generating forecast for: WING
[2025-12-24T20:35:04.468864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2025-12-24T20:35:04.480625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2025-12-24T20:35:04.480975] [INFO ] [FORECASTER] Starting predict_future for WING
[2025-12-24T20:35:04.481813] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2025-12-24T20:35:04.481869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:04.481907] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:04.481936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:04.482002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:04.537478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:04.538315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:04.538403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:04.538438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:04.660724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:04.660883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:04.660924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:04.660953] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:04.664278] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: UP (p=67.36%)
[2025-12-24T20:35:04.664553] [INFO ] [FORECASTER] Completed predict_future for WING
[2025-12-24T20:35:04.664692] [INFO ] [sig       ] WING: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:04.805606] [INFO ] [LOCAL     ] Saved forecast: WING	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WING.txt
[2025-12-24T20:35:04.805768] [INFO ] [sig       ] [3457/3551] Completed WING in 0.3s | 2.88 sym/s | Total: 20.0m | ETA: 32.6s
[2025-12-24T20:35:04.805811] [INFO ] [sig       ] [3458/3551] Forecasting WINN...
[2025-12-24T20:35:04.805841] [INFO ] [sig       ] Generating forecast for: WINN
[2025-12-24T20:35:04.805871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-12-24T20:35:04.817221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2025-12-24T20:35:04.817488] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-12-24T20:35:04.818261] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-12-24T20:35:04.818314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:04.818346] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:04.818373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:04.818430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:04.875782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:04.876379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:04.876457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:04.876489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:04.998223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:04.998335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:04.998373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:04.998401] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:05.001608] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: UP (p=61.22%)
[2025-12-24T20:35:05.001875] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-12-24T20:35:05.002012] [INFO ] [sig       ] WINN: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:05.143736] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WINN.txt
[2025-12-24T20:35:05.143870] [INFO ] [sig       ] [3458/3551] Completed WINN in 0.3s | 2.88 sym/s | Total: 20.0m | ETA: 32.3s
[2025-12-24T20:35:05.144106] [INFO ] [sig       ] [3459/3551] Forecasting WIX...
[2025-12-24T20:35:05.144135] [INFO ] [sig       ] Generating forecast for: WIX
[2025-12-24T20:35:05.144165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2025-12-24T20:35:05.155816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2025-12-24T20:35:05.156076] [INFO ] [FORECASTER] Starting predict_future for WIX
[2025-12-24T20:35:05.156832] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2025-12-24T20:35:05.156884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:05.156916] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:05.156943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:05.157000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:05.217132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:05.217840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:05.217926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:05.217961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:05.339071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:05.339165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:05.339202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:05.339231] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:05.342338] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: DOWN (p=9.37%)
[2025-12-24T20:35:05.342612] [INFO ] [FORECASTER] Completed predict_future for WIX
[2025-12-24T20:35:05.342737] [INFO ] [sig       ] WIX: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:05.481230] [INFO ] [LOCAL     ] Saved forecast: WIX	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WIX.txt
[2025-12-24T20:35:05.481361] [INFO ] [sig       ] [3459/3551] Completed WIX in 0.3s | 2.88 sym/s | Total: 20.0m | ETA: 31.9s
[2025-12-24T20:35:05.481401] [INFO ] [sig       ] [3460/3551] Forecasting WK...
[2025-12-24T20:35:05.481430] [INFO ] [sig       ] Generating forecast for: WK
[2025-12-24T20:35:05.481460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-12-24T20:35:05.493180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2025-12-24T20:35:05.493449] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-12-24T20:35:05.494200] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-12-24T20:35:05.494252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:05.494307] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:05.494336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:05.494392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:05.552090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:05.552678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:05.552756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:05.552789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:05.669035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:05.669146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:05.669199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:05.669228] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:05.672375] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: UP (p=82.10%)
[2025-12-24T20:35:05.672659] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-12-24T20:35:05.672783] [INFO ] [sig       ] WK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:05.812620] [INFO ] [LOCAL     ] Saved forecast: WK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WK.txt
[2025-12-24T20:35:05.812732] [INFO ] [sig       ] [3460/3551] Completed WK in 0.3s | 2.88 sym/s | Total: 20.0m | ETA: 31.6s
[2025-12-24T20:35:05.812770] [INFO ] [sig       ] [3461/3551] Forecasting WKC...
[2025-12-24T20:35:05.812799] [INFO ] [sig       ] Generating forecast for: WKC
[2025-12-24T20:35:05.812829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-12-24T20:35:05.823858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2025-12-24T20:35:05.824113] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-12-24T20:35:05.824862] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-12-24T20:35:05.824914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:05.824945] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:05.824971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:05.825027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:05.882129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:05.882731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:05.882810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:05.883031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:06.004646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:06.004796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:06.004835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:06.004864] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:06.008195] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: DOWN (p=46.26%)
[2025-12-24T20:35:06.008467] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-12-24T20:35:06.008604] [INFO ] [sig       ] WKC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:06.149438] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WKC.txt
[2025-12-24T20:35:06.149590] [INFO ] [sig       ] [3461/3551] Completed WKC in 0.3s | 2.88 sym/s | Total: 20.0m | ETA: 31.2s
[2025-12-24T20:35:06.149634] [INFO ] [sig       ] [3462/3551] Forecasting WKEY...
[2025-12-24T20:35:06.149665] [INFO ] [sig       ] Generating forecast for: WKEY
[2025-12-24T20:35:06.149694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2025-12-24T20:35:06.162326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2025-12-24T20:35:06.162728] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2025-12-24T20:35:06.163525] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2025-12-24T20:35:06.163597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:06.163634] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:06.163662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:06.163726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:06.221619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:06.222510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:06.222655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:06.222696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:06.345982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:06.346138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:06.346179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:06.346208] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:06.349614] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: DOWN (p=0.82%)
[2025-12-24T20:35:06.350087] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2025-12-24T20:35:06.350212] [INFO ] [sig       ] WKEY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:06.510026] [INFO ] [LOCAL     ] Saved forecast: WKEY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WKEY.txt
[2025-12-24T20:35:06.510237] [INFO ] [sig       ] [3462/3551] Completed WKEY in 0.4s | 2.88 sym/s | Total: 20.0m | ETA: 30.9s
[2025-12-24T20:35:06.510301] [INFO ] [sig       ] [3463/3551] Forecasting WKSP...
[2025-12-24T20:35:06.510347] [INFO ] [sig       ] Generating forecast for: WKSP
[2025-12-24T20:35:06.510390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2025-12-24T20:35:06.526378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2025-12-24T20:35:06.526850] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2025-12-24T20:35:06.527950] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2025-12-24T20:35:06.528016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:06.528065] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:06.528105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:06.528190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:06.589376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:06.590272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:06.590356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:06.590389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:06.706302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:06.706461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:06.706513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:06.706608] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:06.709963] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=75.10%)
[2025-12-24T20:35:06.710236] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2025-12-24T20:35:06.710360] [INFO ] [sig       ] WKSP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:06.851592] [INFO ] [LOCAL     ] Saved forecast: WKSP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WKSP.txt
[2025-12-24T20:35:06.851746] [INFO ] [sig       ] [3463/3551] Completed WKSP in 0.3s | 2.88 sym/s | Total: 20.0m | ETA: 30.5s
[2025-12-24T20:35:06.851786] [INFO ] [sig       ] [3464/3551] Forecasting WLDN...
[2025-12-24T20:35:06.851816] [INFO ] [sig       ] Generating forecast for: WLDN
[2025-12-24T20:35:06.851846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2025-12-24T20:35:06.862244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2025-12-24T20:35:06.862522] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2025-12-24T20:35:06.863297] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2025-12-24T20:35:06.863349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:06.863392] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:06.863420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:06.863477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:06.918973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:06.919705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:06.919787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:06.919819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:07.042157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:07.042304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:07.042342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:07.042370] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:07.045857] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-12-24T20:35:07.046128] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2025-12-24T20:35:07.046249] [INFO ] [sig       ] WLDN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:07.184058] [INFO ] [LOCAL     ] Saved forecast: WLDN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WLDN.txt
[2025-12-24T20:35:07.184180] [INFO ] [sig       ] [3464/3551] Completed WLDN in 0.3s | 2.88 sym/s | Total: 20.0m | ETA: 30.2s
[2025-12-24T20:35:07.184219] [INFO ] [sig       ] [3465/3551] Forecasting WLDS...
[2025-12-24T20:35:07.184248] [INFO ] [sig       ] Generating forecast for: WLDS
[2025-12-24T20:35:07.184278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'.
[2025-12-24T20:35:07.195859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDS'.
[2025-12-24T20:35:07.196163] [INFO ] [FORECASTER] Starting predict_future for WLDS
[2025-12-24T20:35:07.196931] [DEBUG] [LOCAL     ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt
[2025-12-24T20:35:07.196986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:07.197018] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:07.197045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:07.197103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:07.253655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:07.254596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:07.254677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:07.254709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:07.366773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:07.366929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:07.366968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:07.366998] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:07.373467] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-12-24T20:35:07.373801] [INFO ] [FORECASTER] Completed predict_future for WLDS
[2025-12-24T20:35:07.373929] [INFO ] [sig       ] WLDS: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:07.516309] [INFO ] [LOCAL     ] Saved forecast: WLDS	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WLDS.txt
[2025-12-24T20:35:07.516490] [INFO ] [sig       ] [3465/3551] Completed WLDS in 0.3s | 2.88 sym/s | Total: 20.0m | ETA: 29.9s
[2025-12-24T20:35:07.516543] [INFO ] [sig       ] [3466/3551] Forecasting WLFC...
[2025-12-24T20:35:07.516594] [INFO ] [sig       ] Generating forecast for: WLFC
[2025-12-24T20:35:07.516641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2025-12-24T20:35:07.533260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2025-12-24T20:35:07.533643] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2025-12-24T20:35:07.534404] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2025-12-24T20:35:07.534456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:07.534488] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:07.534515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:07.534595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:07.591825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:07.592569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:07.592689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:07.592724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:07.713883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:07.714044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:07.714098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:07.714141] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:07.717683] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: DOWN (p=33.10%)
[2025-12-24T20:35:07.717962] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2025-12-24T20:35:07.718090] [INFO ] [sig       ] WLFC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:07.871473] [INFO ] [LOCAL     ] Saved forecast: WLFC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WLFC.txt
[2025-12-24T20:35:07.871658] [INFO ] [sig       ] [3466/3551] Completed WLFC in 0.4s | 2.88 sym/s | Total: 20.1m | ETA: 29.5s
[2025-12-24T20:35:07.871723] [INFO ] [sig       ] [3467/3551] Forecasting WLK...
[2025-12-24T20:35:07.871754] [INFO ] [sig       ] Generating forecast for: WLK
[2025-12-24T20:35:07.871787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-12-24T20:35:07.883781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2025-12-24T20:35:07.884096] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-12-24T20:35:07.884880] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-12-24T20:35:07.884934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:07.884969] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:07.884997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:07.885055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:07.942159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:07.943199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:07.943282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:07.943313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:08.063461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:08.063637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:08.063679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:08.063708] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:08.067018] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: DOWN (p=28.96%)
[2025-12-24T20:35:08.067288] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-12-24T20:35:08.067416] [INFO ] [sig       ] WLK: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:08.212081] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WLK.txt
[2025-12-24T20:35:08.212235] [INFO ] [sig       ] [3467/3551] Completed WLK in 0.3s | 2.88 sym/s | Total: 20.1m | ETA: 29.2s
[2025-12-24T20:35:08.212285] [INFO ] [sig       ] [3468/3551] Forecasting WLKP...
[2025-12-24T20:35:08.212328] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-12-24T20:35:08.212362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-12-24T20:35:08.225387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2025-12-24T20:35:08.225751] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-12-24T20:35:08.226503] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-12-24T20:35:08.226555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:08.226607] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:08.226646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:08.226709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:08.282819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:08.283489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:08.283589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:08.283626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:08.399800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:08.399940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:08.399980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:08.400010] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:08.403591] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: DOWN (p=13.69%)
[2025-12-24T20:35:08.403870] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-12-24T20:35:08.404177] [INFO ] [sig       ] WLKP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:08.547865] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WLKP.txt
[2025-12-24T20:35:08.548199] [INFO ] [sig       ] [3468/3551] Completed WLKP in 0.3s | 2.88 sym/s | Total: 20.1m | ETA: 28.8s
[2025-12-24T20:35:08.548238] [INFO ] [sig       ] [3469/3551] Forecasting WMG...
[2025-12-24T20:35:08.548266] [INFO ] [sig       ] Generating forecast for: WMG
[2025-12-24T20:35:08.548295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2025-12-24T20:35:08.560825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2025-12-24T20:35:08.561338] [INFO ] [FORECASTER] Starting predict_future for WMG
[2025-12-24T20:35:08.562198] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2025-12-24T20:35:08.562252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:08.562284] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:08.562310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:08.562366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:08.621656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:08.622734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:08.622821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:08.622854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:08.749734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:08.749886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:08.749929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:08.750147] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:08.754133] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: UP (p=95.04%)
[2025-12-24T20:35:08.754411] [INFO ] [FORECASTER] Completed predict_future for WMG
[2025-12-24T20:35:08.754536] [INFO ] [sig       ] WMG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:08.894451] [INFO ] [LOCAL     ] Saved forecast: WMG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WMG.txt
[2025-12-24T20:35:08.894592] [INFO ] [sig       ] [3469/3551] Completed WMG in 0.3s | 2.88 sym/s | Total: 20.1m | ETA: 28.5s
[2025-12-24T20:35:08.894633] [INFO ] [sig       ] [3470/3551] Forecasting WMK...
[2025-12-24T20:35:08.894662] [INFO ] [sig       ] Generating forecast for: WMK
[2025-12-24T20:35:08.894692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-12-24T20:35:08.906719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2025-12-24T20:35:08.907059] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-12-24T20:35:08.907902] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-12-24T20:35:08.907958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:08.907992] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:08.908021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:08.908079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:08.965794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:08.966480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:08.966607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:08.966645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:09.087321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:09.087477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:09.087517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:09.087545] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:09.090895] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: UP (p=90.89%)
[2025-12-24T20:35:09.091161] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-12-24T20:35:09.091281] [INFO ] [sig       ] WMK: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:09.231152] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WMK.txt
[2025-12-24T20:35:09.231296] [INFO ] [sig       ] [3470/3551] Completed WMK in 0.3s | 2.88 sym/s | Total: 20.1m | ETA: 28.1s
[2025-12-24T20:35:09.231337] [INFO ] [sig       ] [3471/3551] Forecasting WMS...
[2025-12-24T20:35:09.231366] [INFO ] [sig       ] Generating forecast for: WMS
[2025-12-24T20:35:09.231396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-12-24T20:35:09.242907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2025-12-24T20:35:09.243216] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-12-24T20:35:09.243982] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-12-24T20:35:09.244034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:09.244065] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:09.244091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:09.244151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:09.299819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:09.300887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:09.300973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:09.301006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:09.419380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:09.419534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:09.419590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:09.419639] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:09.423127] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-12-24T20:35:09.423397] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-12-24T20:35:09.423516] [INFO ] [sig       ] WMS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:09.562558] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WMS.txt
[2025-12-24T20:35:09.562714] [INFO ] [sig       ] [3471/3551] Completed WMS in 0.3s | 2.88 sym/s | Total: 20.1m | ETA: 27.8s
[2025-12-24T20:35:09.562754] [INFO ] [sig       ] [3472/3551] Forecasting WNC...
[2025-12-24T20:35:09.562784] [INFO ] [sig       ] Generating forecast for: WNC
[2025-12-24T20:35:09.562818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-12-24T20:35:09.574283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2025-12-24T20:35:09.574584] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-12-24T20:35:09.575336] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-12-24T20:35:09.575388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:09.575418] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:09.575444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:09.575499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:09.634320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:09.635111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:09.635192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:09.635226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:09.753759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:09.753917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:09.753956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:09.753985] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:09.757296] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: DOWN (p=15.50%)
[2025-12-24T20:35:09.757583] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-12-24T20:35:09.757711] [INFO ] [sig       ] WNC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:09.896103] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WNC.txt
[2025-12-24T20:35:09.896248] [INFO ] [sig       ] [3472/3551] Completed WNC in 0.3s | 2.88 sym/s | Total: 20.1m | ETA: 27.4s
[2025-12-24T20:35:09.896289] [INFO ] [sig       ] [3473/3551] Forecasting WNEB...
[2025-12-24T20:35:09.896319] [INFO ] [sig       ] Generating forecast for: WNEB
[2025-12-24T20:35:09.896348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2025-12-24T20:35:09.907657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2025-12-24T20:35:09.908041] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2025-12-24T20:35:09.908842] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2025-12-24T20:35:09.908893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:09.908925] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:09.908951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:09.909006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:09.965015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:09.965904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:09.966178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:09.966210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:10.093990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:10.094154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:10.094196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:10.094230] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:10.097790] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: UP (p=72.69%)
[2025-12-24T20:35:10.098082] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2025-12-24T20:35:10.098214] [INFO ] [sig       ] WNEB: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:10.241381] [INFO ] [LOCAL     ] Saved forecast: WNEB	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WNEB.txt
[2025-12-24T20:35:10.241566] [INFO ] [sig       ] [3473/3551] Completed WNEB in 0.3s | 2.88 sym/s | Total: 20.1m | ETA: 27.1s
[2025-12-24T20:35:10.241627] [INFO ] [sig       ] [3474/3551] Forecasting WOOD...
[2025-12-24T20:35:10.241657] [INFO ] [sig       ] Generating forecast for: WOOD
[2025-12-24T20:35:10.241690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2025-12-24T20:35:10.253938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2025-12-24T20:35:10.254325] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2025-12-24T20:35:10.255234] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2025-12-24T20:35:10.255290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:10.255323] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:10.255350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:10.255417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:10.329401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:10.330390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:10.330481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:10.330521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:10.445964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:10.446340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:10.446390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:10.446423] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:10.450873] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: DOWN (p=16.32%)
[2025-12-24T20:35:10.451160] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2025-12-24T20:35:10.451289] [INFO ] [sig       ] WOOD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:10.594306] [INFO ] [LOCAL     ] Saved forecast: WOOD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WOOD.txt
[2025-12-24T20:35:10.594461] [INFO ] [sig       ] [3474/3551] Completed WOOD in 0.4s | 2.88 sym/s | Total: 20.1m | ETA: 26.7s
[2025-12-24T20:35:10.594500] [INFO ] [sig       ] [3475/3551] Forecasting WOOF...
[2025-12-24T20:35:10.594529] [INFO ] [sig       ] Generating forecast for: WOOF
[2025-12-24T20:35:10.594558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2025-12-24T20:35:10.607439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2025-12-24T20:35:10.607816] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2025-12-24T20:35:10.608616] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2025-12-24T20:35:10.608671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:10.608705] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:10.608734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:10.608808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:10.672547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:10.673437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:10.673524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:10.673566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:10.792822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:10.792973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:10.793014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:10.793046] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:10.796492] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: UP (p=97.07%)
[2025-12-24T20:35:10.796787] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2025-12-24T20:35:10.796916] [INFO ] [sig       ] WOOF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:10.934668] [INFO ] [LOCAL     ] Saved forecast: WOOF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WOOF.txt
[2025-12-24T20:35:10.934795] [INFO ] [sig       ] [3475/3551] Completed WOOF in 0.3s | 2.88 sym/s | Total: 20.1m | ETA: 26.4s
[2025-12-24T20:35:10.934835] [INFO ] [sig       ] [3476/3551] Forecasting WPC...
[2025-12-24T20:35:10.934865] [INFO ] [sig       ] Generating forecast for: WPC
[2025-12-24T20:35:10.934894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-12-24T20:35:10.946380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2025-12-24T20:35:10.946698] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-12-24T20:35:10.947481] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-12-24T20:35:10.947536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:10.947570] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:10.947626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:10.947685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:11.004759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:11.005378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:11.005457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:11.005489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:11.127187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:11.127334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:11.127374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:11.127404] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:11.130699] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: DOWN (p=12.40%)
[2025-12-24T20:35:11.130966] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-12-24T20:35:11.131085] [INFO ] [sig       ] WPC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:11.272562] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WPC.txt
[2025-12-24T20:35:11.272725] [INFO ] [sig       ] [3476/3551] Completed WPC in 0.3s | 2.88 sym/s | Total: 20.1m | ETA: 26.0s
[2025-12-24T20:35:11.272766] [INFO ] [sig       ] [3477/3551] Forecasting WPP...
[2025-12-24T20:35:11.272794] [INFO ] [sig       ] Generating forecast for: WPP
[2025-12-24T20:35:11.272824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-12-24T20:35:11.285685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2025-12-24T20:35:11.286124] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-12-24T20:35:11.286981] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-12-24T20:35:11.287056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:11.287140] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:11.287172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:11.287232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:11.348802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:11.349808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:11.349915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:11.349959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:11.478469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:11.478647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:11.478690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:11.478719] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:11.482164] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=86.42%)
[2025-12-24T20:35:11.482444] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-12-24T20:35:11.482589] [INFO ] [sig       ] WPP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:11.622144] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WPP.txt
[2025-12-24T20:35:11.622298] [INFO ] [sig       ] [3477/3551] Completed WPP in 0.3s | 2.88 sym/s | Total: 20.1m | ETA: 25.7s
[2025-12-24T20:35:11.622337] [INFO ] [sig       ] [3478/3551] Forecasting WRAP...
[2025-12-24T20:35:11.622368] [INFO ] [sig       ] Generating forecast for: WRAP
[2025-12-24T20:35:11.622398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2025-12-24T20:35:11.635130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2025-12-24T20:35:11.635524] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2025-12-24T20:35:11.636328] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2025-12-24T20:35:11.636383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:11.636415] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:11.636444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:11.636503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:11.697296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:11.698255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:11.698364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:11.698399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:11.828225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:11.828384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:11.828426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:11.828457] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:11.831912] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: UP (p=65.13%)
[2025-12-24T20:35:11.832388] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2025-12-24T20:35:11.832511] [INFO ] [sig       ] WRAP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:11.970851] [INFO ] [LOCAL     ] Saved forecast: WRAP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WRAP.txt
[2025-12-24T20:35:11.970991] [INFO ] [sig       ] [3478/3551] Completed WRAP in 0.3s | 2.88 sym/s | Total: 20.1m | ETA: 25.3s
[2025-12-24T20:35:11.971030] [INFO ] [sig       ] [3479/3551] Forecasting WRB...
[2025-12-24T20:35:11.971060] [INFO ] [sig       ] Generating forecast for: WRB
[2025-12-24T20:35:11.971090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-12-24T20:35:11.984844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2025-12-24T20:35:11.985396] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-12-24T20:35:11.986334] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-12-24T20:35:11.986391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:11.986425] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:11.986454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:11.986515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:12.050799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:12.051966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:12.052260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:12.052295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:12.176899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:12.177063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:12.177105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:12.177139] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:12.180679] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=7.99%)
[2025-12-24T20:35:12.180968] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-12-24T20:35:12.181101] [INFO ] [sig       ] WRB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:12.325496] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WRB.txt
[2025-12-24T20:35:12.325663] [INFO ] [sig       ] [3479/3551] Completed WRB in 0.4s | 2.88 sym/s | Total: 20.1m | ETA: 25.0s
[2025-12-24T20:35:12.325707] [INFO ] [sig       ] [3480/3551] Forecasting WRBY...
[2025-12-24T20:35:12.325737] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-12-24T20:35:12.325767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-12-24T20:35:12.337424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2025-12-24T20:35:12.337769] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-12-24T20:35:12.338552] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-12-24T20:35:12.338635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:12.338671] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:12.338698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:12.338755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:12.396818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:12.397621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:12.397708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:12.397741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:12.519509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:12.519687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:12.519728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:12.519790] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:12.523155] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=1.80%)
[2025-12-24T20:35:12.523443] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-12-24T20:35:12.523592] [INFO ] [sig       ] WRBY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:12.663642] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WRBY.txt
[2025-12-24T20:35:12.663818] [INFO ] [sig       ] [3480/3551] Completed WRBY in 0.3s | 2.88 sym/s | Total: 20.1m | ETA: 24.6s
[2025-12-24T20:35:12.663866] [INFO ] [sig       ] [3481/3551] Forecasting WRLD...
[2025-12-24T20:35:12.663907] [INFO ] [sig       ] Generating forecast for: WRLD
[2025-12-24T20:35:12.663939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2025-12-24T20:35:12.678253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2025-12-24T20:35:12.678787] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2025-12-24T20:35:12.680196] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2025-12-24T20:35:12.680260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:12.680298] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:12.680329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:12.680404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:12.736992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:12.737841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:12.737930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:12.737964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:12.855484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:12.855655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:12.855695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:12.855726] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:12.859088] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: DOWN (p=6.97%)
[2025-12-24T20:35:12.859601] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2025-12-24T20:35:12.859730] [INFO ] [sig       ] WRLD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:12.998186] [INFO ] [LOCAL     ] Saved forecast: WRLD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WRLD.txt
[2025-12-24T20:35:12.998327] [INFO ] [sig       ] [3481/3551] Completed WRLD in 0.3s | 2.88 sym/s | Total: 20.1m | ETA: 24.3s
[2025-12-24T20:35:12.998368] [INFO ] [sig       ] [3482/3551] Forecasting WSBC...
[2025-12-24T20:35:12.998399] [INFO ] [sig       ] Generating forecast for: WSBC
[2025-12-24T20:35:12.998430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2025-12-24T20:35:13.010505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2025-12-24T20:35:13.010783] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2025-12-24T20:35:13.011543] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2025-12-24T20:35:13.011614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:13.011647] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:13.011673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:13.011731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:13.071963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:13.072702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:13.072783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:13.072815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:13.191143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:13.191292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:13.191331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:13.191384] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:13.194795] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: DOWN (p=45.62%)
[2025-12-24T20:35:13.195083] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2025-12-24T20:35:13.195210] [INFO ] [sig       ] WSBC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:13.333732] [INFO ] [LOCAL     ] Saved forecast: WSBC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WSBC.txt
[2025-12-24T20:35:13.333846] [INFO ] [sig       ] [3482/3551] Completed WSBC in 0.3s | 2.88 sym/s | Total: 20.1m | ETA: 24.0s
[2025-12-24T20:35:13.333885] [INFO ] [sig       ] [3483/3551] Forecasting WSBF...
[2025-12-24T20:35:13.333914] [INFO ] [sig       ] Generating forecast for: WSBF
[2025-12-24T20:35:13.333945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2025-12-24T20:35:13.345376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2025-12-24T20:35:13.345658] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2025-12-24T20:35:13.346389] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2025-12-24T20:35:13.346440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:13.346472] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:13.346498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:13.346554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:13.403122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:13.403746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:13.403825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:13.403858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:13.523649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:13.523796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:13.523835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:13.523865] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:13.527340] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: UP (p=83.45%)
[2025-12-24T20:35:13.527628] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2025-12-24T20:35:13.527749] [INFO ] [sig       ] WSBF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:13.666611] [INFO ] [LOCAL     ] Saved forecast: WSBF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WSBF.txt
[2025-12-24T20:35:13.666767] [INFO ] [sig       ] [3483/3551] Completed WSBF in 0.3s | 2.88 sym/s | Total: 20.1m | ETA: 23.6s
[2025-12-24T20:35:13.666807] [INFO ] [sig       ] [3484/3551] Forecasting WSC...
[2025-12-24T20:35:13.666840] [INFO ] [sig       ] Generating forecast for: WSC
[2025-12-24T20:35:13.666871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2025-12-24T20:35:13.678048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2025-12-24T20:35:13.678328] [INFO ] [FORECASTER] Starting predict_future for WSC
[2025-12-24T20:35:13.679108] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2025-12-24T20:35:13.679160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:13.679192] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:13.679220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:13.679296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:13.734253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:13.734914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:13.734993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:13.735025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:13.863872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:13.864077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:13.864119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:13.864147] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:13.867677] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: DOWN (p=21.50%)
[2025-12-24T20:35:13.867962] [INFO ] [FORECASTER] Completed predict_future for WSC
[2025-12-24T20:35:13.868087] [INFO ] [sig       ] WSC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:14.008562] [INFO ] [LOCAL     ] Saved forecast: WSC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WSC.txt
[2025-12-24T20:35:14.008739] [INFO ] [sig       ] [3484/3551] Completed WSC in 0.3s | 2.88 sym/s | Total: 20.2m | ETA: 23.3s
[2025-12-24T20:35:14.008778] [INFO ] [sig       ] [3485/3551] Forecasting WSFS...
[2025-12-24T20:35:14.008807] [INFO ] [sig       ] Generating forecast for: WSFS
[2025-12-24T20:35:14.008838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2025-12-24T20:35:14.021082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2025-12-24T20:35:14.021490] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2025-12-24T20:35:14.022318] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2025-12-24T20:35:14.022377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:14.022411] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:14.022437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:14.022494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:14.079505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:14.080400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:14.080485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:14.080517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:14.197373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:14.197537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:14.197599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:14.197630] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:14.201664] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: DOWN (p=45.12%)
[2025-12-24T20:35:14.202041] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2025-12-24T20:35:14.202185] [INFO ] [sig       ] WSFS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:14.344053] [INFO ] [LOCAL     ] Saved forecast: WSFS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WSFS.txt
[2025-12-24T20:35:14.344189] [INFO ] [sig       ] [3485/3551] Completed WSFS in 0.3s | 2.88 sym/s | Total: 20.2m | ETA: 22.9s
[2025-12-24T20:35:14.344227] [INFO ] [sig       ] [3486/3551] Forecasting WSM...
[2025-12-24T20:35:14.344256] [INFO ] [sig       ] Generating forecast for: WSM
[2025-12-24T20:35:14.344286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-12-24T20:35:14.356453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2025-12-24T20:35:14.356747] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-12-24T20:35:14.357509] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-12-24T20:35:14.357561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:14.357624] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:14.357653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:14.357710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:14.416567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:14.417396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:14.417480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:14.417512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:14.536172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:14.536328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:14.536367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:14.536395] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:14.539737] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: DOWN (p=1.17%)
[2025-12-24T20:35:14.540004] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-12-24T20:35:14.540130] [INFO ] [sig       ] WSM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:14.683789] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WSM.txt
[2025-12-24T20:35:14.683927] [INFO ] [sig       ] [3486/3551] Completed WSM in 0.3s | 2.88 sym/s | Total: 20.2m | ETA: 22.6s
[2025-12-24T20:35:14.683966] [INFO ] [sig       ] [3487/3551] Forecasting WSO...
[2025-12-24T20:35:14.683995] [INFO ] [sig       ] Generating forecast for: WSO
[2025-12-24T20:35:14.684027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-12-24T20:35:14.696078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2025-12-24T20:35:14.696388] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-12-24T20:35:14.697193] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-12-24T20:35:14.697246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:14.697277] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:14.697305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:14.697360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:14.754198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:14.754875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:14.754983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:14.755016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:14.875375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:14.875526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:14.875564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:14.875613] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:14.878905] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: UP (p=50.86%)
[2025-12-24T20:35:14.879167] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-12-24T20:35:14.879304] [INFO ] [sig       ] WSO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:15.021301] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WSO.txt
[2025-12-24T20:35:15.021455] [INFO ] [sig       ] [3487/3551] Completed WSO in 0.3s | 2.88 sym/s | Total: 20.2m | ETA: 22.2s
[2025-12-24T20:35:15.021495] [INFO ] [sig       ] [3488/3551] Forecasting WTBA...
[2025-12-24T20:35:15.021526] [INFO ] [sig       ] Generating forecast for: WTBA
[2025-12-24T20:35:15.021557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2025-12-24T20:35:15.033219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2025-12-24T20:35:15.033532] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2025-12-24T20:35:15.034312] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2025-12-24T20:35:15.034364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:15.034408] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:15.034437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:15.034493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:15.090196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:15.090913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:15.090993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:15.091025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:15.211311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:15.211471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:15.211512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:15.211540] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:15.214853] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: DOWN (p=38.87%)
[2025-12-24T20:35:15.215122] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2025-12-24T20:35:15.215244] [INFO ] [sig       ] WTBA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:15.354546] [INFO ] [LOCAL     ] Saved forecast: WTBA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WTBA.txt
[2025-12-24T20:35:15.354760] [INFO ] [sig       ] [3488/3551] Completed WTBA in 0.3s | 2.88 sym/s | Total: 20.2m | ETA: 21.9s
[2025-12-24T20:35:15.354812] [INFO ] [sig       ] [3489/3551] Forecasting WTFC...
[2025-12-24T20:35:15.354853] [INFO ] [sig       ] Generating forecast for: WTFC
[2025-12-24T20:35:15.354892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2025-12-24T20:35:15.370215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2025-12-24T20:35:15.370682] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2025-12-24T20:35:15.371483] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2025-12-24T20:35:15.371546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:15.371610] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:15.371648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:15.371727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:15.431842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:15.432725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:15.432811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:15.432844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:15.565999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:15.566358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:15.566398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:15.566427] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:15.570060] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: UP (p=60.48%)
[2025-12-24T20:35:15.570339] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2025-12-24T20:35:15.570466] [INFO ] [sig       ] WTFC: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:15.717332] [INFO ] [LOCAL     ] Saved forecast: WTFC	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WTFC.txt
[2025-12-24T20:35:15.717498] [INFO ] [sig       ] [3489/3551] Completed WTFC in 0.4s | 2.88 sym/s | Total: 20.2m | ETA: 21.5s
[2025-12-24T20:35:15.717538] [INFO ] [sig       ] [3490/3551] Forecasting WTI...
[2025-12-24T20:35:15.717584] [INFO ] [sig       ] Generating forecast for: WTI
[2025-12-24T20:35:15.717618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-12-24T20:35:15.729898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2025-12-24T20:35:15.730194] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-12-24T20:35:15.731029] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-12-24T20:35:15.731083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:15.731116] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:15.731145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:15.731202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:15.790963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:15.791837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:15.791924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:15.791959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:15.906302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:15.906457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:15.906496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:15.906526] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:15.909875] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: UP (p=87.23%)
[2025-12-24T20:35:15.910151] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-12-24T20:35:15.910273] [INFO ] [sig       ] WTI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:16.047838] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WTI.txt
[2025-12-24T20:35:16.048012] [INFO ] [sig       ] [3490/3551] Completed WTI in 0.3s | 2.88 sym/s | Total: 20.2m | ETA: 21.2s
[2025-12-24T20:35:16.048054] [INFO ] [sig       ] [3491/3551] Forecasting WTRG...
[2025-12-24T20:35:16.048085] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-12-24T20:35:16.048116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-12-24T20:35:16.059623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2025-12-24T20:35:16.059893] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-12-24T20:35:16.060648] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-12-24T20:35:16.060700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:16.060731] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:16.060757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:16.060814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:16.117034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:16.117893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:16.117980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:16.118014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:16.232742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:16.232899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:16.232938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:16.232966] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:16.236296] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=93.82%)
[2025-12-24T20:35:16.236588] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-12-24T20:35:16.236712] [INFO ] [sig       ] WTRG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:16.374793] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WTRG.txt
[2025-12-24T20:35:16.374922] [INFO ] [sig       ] [3491/3551] Completed WTRG in 0.3s | 2.88 sym/s | Total: 20.2m | ETA: 20.8s
[2025-12-24T20:35:16.374967] [INFO ] [sig       ] [3492/3551] Forecasting WTS...
[2025-12-24T20:35:16.374998] [INFO ] [sig       ] Generating forecast for: WTS
[2025-12-24T20:35:16.375028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-12-24T20:35:16.386848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2025-12-24T20:35:16.387156] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-12-24T20:35:16.387918] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-12-24T20:35:16.387969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:16.388000] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:16.388027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:16.388235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:16.444259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:16.444910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:16.444990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:16.445022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:16.567075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:16.567239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:16.567284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:16.567312] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:16.570723] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: DOWN (p=27.79%)
[2025-12-24T20:35:16.570993] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-12-24T20:35:16.571112] [INFO ] [sig       ] WTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:16.709732] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WTS.txt
[2025-12-24T20:35:16.709873] [INFO ] [sig       ] [3492/3551] Completed WTS in 0.3s | 2.88 sym/s | Total: 20.2m | ETA: 20.5s
[2025-12-24T20:35:16.709911] [INFO ] [sig       ] [3493/3551] Forecasting WULF...
[2025-12-24T20:35:16.709941] [INFO ] [sig       ] Generating forecast for: WULF
[2025-12-24T20:35:16.709971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2025-12-24T20:35:16.722362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2025-12-24T20:35:16.722796] [INFO ] [FORECASTER] Starting predict_future for WULF
[2025-12-24T20:35:16.723566] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2025-12-24T20:35:16.723636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:16.723667] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:16.723693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:16.723749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:16.780192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:16.781224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:16.781325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:16.781360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:16.902646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:16.902813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:16.902853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:16.902882] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:16.906280] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: UP (p=85.04%)
[2025-12-24T20:35:16.906561] [INFO ] [FORECASTER] Completed predict_future for WULF
[2025-12-24T20:35:16.906725] [INFO ] [sig       ] WULF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:17.047700] [INFO ] [LOCAL     ] Saved forecast: WULF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/WULF.txt
[2025-12-24T20:35:17.047858] [INFO ] [sig       ] [3493/3551] Completed WULF in 0.3s | 2.88 sym/s | Total: 20.2m | ETA: 20.1s
[2025-12-24T20:35:17.047902] [INFO ] [sig       ] [3494/3551] Forecasting WVE...
[2025-12-24T20:35:17.047934] [INFO ] [sig       ] Generating forecast for: WVE
[2025-12-24T20:35:17.047967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2025-12-24T20:35:17.060568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2025-12-24T20:35:17.060976] [INFO ] [FORECASTER] Starting predict_future for WVE
[2025-12-24T20:35:17.061770] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2025-12-24T20:35:17.061824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:17.061882] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:17.061913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:17.061972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:17.118894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:17.119806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:17.119897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:17.119932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:17.250623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:17.250805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:17.250849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:17.250880] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:17.254741] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: DOWN (p=29.14%)
[2025-12-24T20:35:17.255047] [INFO ] [FORECASTER] Completed predict_future for WVE
[2025-12-24T20:35:17.255180] [INFO ] [sig       ] WVE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:17.406630] [INFO ] [LOCAL     ] Saved forecast: WVE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WVE.txt
[2025-12-24T20:35:17.406806] [INFO ] [sig       ] [3494/3551] Completed WVE in 0.4s | 2.88 sym/s | Total: 20.2m | ETA: 19.8s
[2025-12-24T20:35:17.406845] [INFO ] [sig       ] [3495/3551] Forecasting WWD...
[2025-12-24T20:35:17.406876] [INFO ] [sig       ] Generating forecast for: WWD
[2025-12-24T20:35:17.406906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2025-12-24T20:35:17.420251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2025-12-24T20:35:17.420678] [INFO ] [FORECASTER] Starting predict_future for WWD
[2025-12-24T20:35:17.421502] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2025-12-24T20:35:17.421557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:17.421618] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:17.421654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:17.421727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:17.481027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:17.481957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:17.482047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:17.482083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:17.606459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:17.606654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:17.606718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:17.606749] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:17.611083] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: DOWN (p=34.79%)
[2025-12-24T20:35:17.611632] [INFO ] [FORECASTER] Completed predict_future for WWD
[2025-12-24T20:35:17.611771] [INFO ] [sig       ] WWD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:17.755251] [INFO ] [LOCAL     ] Saved forecast: WWD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WWD.txt
[2025-12-24T20:35:17.755396] [INFO ] [sig       ] [3495/3551] Completed WWD in 0.3s | 2.88 sym/s | Total: 20.2m | ETA: 19.4s
[2025-12-24T20:35:17.755438] [INFO ] [sig       ] [3496/3551] Forecasting WY...
[2025-12-24T20:35:17.755466] [INFO ] [sig       ] Generating forecast for: WY
[2025-12-24T20:35:17.755496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-12-24T20:35:17.767184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2025-12-24T20:35:17.767600] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-12-24T20:35:17.768394] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-12-24T20:35:17.768449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:17.768483] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:17.768510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:17.768586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:17.826758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:17.827675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:17.827760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:17.827794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:17.945841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:17.946002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:17.946041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:17.946071] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:17.949761] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: DOWN (p=0.59%)
[2025-12-24T20:35:17.950045] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-12-24T20:35:17.950169] [INFO ] [sig       ] WY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:18.088589] [INFO ] [LOCAL     ] Saved forecast: WY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WY.txt
[2025-12-24T20:35:18.088736] [INFO ] [sig       ] [3496/3551] Completed WY in 0.3s | 2.88 sym/s | Total: 20.2m | ETA: 19.1s
[2025-12-24T20:35:18.088776] [INFO ] [sig       ] [3497/3551] Forecasting WYNN...
[2025-12-24T20:35:18.088805] [INFO ] [sig       ] Generating forecast for: WYNN
[2025-12-24T20:35:18.088835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2025-12-24T20:35:18.104649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2025-12-24T20:35:18.105030] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2025-12-24T20:35:18.105840] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2025-12-24T20:35:18.105892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:18.105923] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:18.105949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:18.106005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:18.163598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:18.164435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:18.164549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:18.164599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:18.287722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:18.287866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:18.287905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:18.287936] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:18.291559] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: DOWN (p=0.92%)
[2025-12-24T20:35:18.291858] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2025-12-24T20:35:18.291984] [INFO ] [sig       ] WYNN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:18.433360] [INFO ] [LOCAL     ] Saved forecast: WYNN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/WYNN.txt
[2025-12-24T20:35:18.433480] [INFO ] [sig       ] [3497/3551] Completed WYNN in 0.3s | 2.88 sym/s | Total: 20.2m | ETA: 18.7s
[2025-12-24T20:35:18.433520] [INFO ] [sig       ] [3498/3551] Forecasting XBIL...
[2025-12-24T20:35:18.433549] [INFO ] [sig       ] Generating forecast for: XBIL
[2025-12-24T20:35:18.433596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2025-12-24T20:35:18.445049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2025-12-24T20:35:18.445336] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2025-12-24T20:35:18.446163] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2025-12-24T20:35:18.446217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:18.446251] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:18.446279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:18.446337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:18.505946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:18.506804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:18.506889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:18.506923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:18.601998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:18.602153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:18.602193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:18.602222] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:18.605701] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=93.67%)
[2025-12-24T20:35:18.606002] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2025-12-24T20:35:18.606146] [INFO ] [sig       ] XBIL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:18.746545] [INFO ] [LOCAL     ] Saved forecast: XBIL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/XBIL.txt
[2025-12-24T20:35:18.746732] [INFO ] [sig       ] [3498/3551] Completed XBIL in 0.3s | 2.88 sym/s | Total: 20.2m | ETA: 18.4s
[2025-12-24T20:35:18.746775] [INFO ] [sig       ] [3499/3551] Forecasting XEL...
[2025-12-24T20:35:18.746803] [INFO ] [sig       ] Generating forecast for: XEL
[2025-12-24T20:35:18.746833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2025-12-24T20:35:18.759848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2025-12-24T20:35:18.760288] [INFO ] [FORECASTER] Starting predict_future for XEL
[2025-12-24T20:35:18.761119] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2025-12-24T20:35:18.761173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:18.761219] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:18.761248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:18.761306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:18.824133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:18.825132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:18.825232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:18.825266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:18.975306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:18.975489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:18.975537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:18.975568] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:18.980677] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2025-12-24T20:35:18.981159] [INFO ] [FORECASTER] Completed predict_future for XEL
[2025-12-24T20:35:18.981346] [INFO ] [sig       ] XEL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:19.158122] [INFO ] [LOCAL     ] Saved forecast: XEL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/XEL.txt
[2025-12-24T20:35:19.158339] [INFO ] [sig       ] [3499/3551] Completed XEL in 0.4s | 2.88 sym/s | Total: 20.2m | ETA: 18.0s
[2025-12-24T20:35:19.158391] [INFO ] [sig       ] [3500/3551] Forecasting XENE...
[2025-12-24T20:35:19.158431] [INFO ] [sig       ] Generating forecast for: XENE
[2025-12-24T20:35:19.158471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2025-12-24T20:35:19.174966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2025-12-24T20:35:19.175453] [INFO ] [FORECASTER] Starting predict_future for XENE
[2025-12-24T20:35:19.176552] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2025-12-24T20:35:19.176650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:19.176701] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:19.176747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:19.176837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:19.260565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:19.261854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:19.261987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:19.262045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:19.420930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:19.421117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:19.421178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:19.421229] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:19.425988] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: DOWN (p=7.02%)
[2025-12-24T20:35:19.426471] [INFO ] [FORECASTER] Completed predict_future for XENE
[2025-12-24T20:35:19.426687] [INFO ] [sig       ] XENE: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:19.634655] [INFO ] [LOCAL     ] Saved forecast: XENE	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/XENE.txt
[2025-12-24T20:35:19.634896] [INFO ] [sig       ] [3500/3551] Completed XENE in 0.5s | 2.88 sym/s | Total: 20.2m | ETA: 17.7s
[2025-12-24T20:35:19.634961] [INFO ] [sig       ] [3501/3551] Forecasting XERS...
[2025-12-24T20:35:19.635012] [INFO ] [sig       ] Generating forecast for: XERS
[2025-12-24T20:35:19.635055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2025-12-24T20:35:19.649803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2025-12-24T20:35:19.650318] [INFO ] [FORECASTER] Starting predict_future for XERS
[2025-12-24T20:35:19.651480] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2025-12-24T20:35:19.651559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:19.651640] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:19.651677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:19.651760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:19.729907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:19.730898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:19.730995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:19.731028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:19.851530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:19.851703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:19.851745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:19.851776] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:19.855221] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: DOWN (p=4.86%)
[2025-12-24T20:35:19.855515] [INFO ] [FORECASTER] Completed predict_future for XERS
[2025-12-24T20:35:19.855686] [INFO ] [sig       ] XERS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:20.001114] [INFO ] [LOCAL     ] Saved forecast: XERS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/XERS.txt
[2025-12-24T20:35:20.001320] [INFO ] [sig       ] [3501/3551] Completed XERS in 0.4s | 2.88 sym/s | Total: 20.3m | ETA: 17.4s
[2025-12-24T20:35:20.001377] [INFO ] [sig       ] [3502/3551] Forecasting XGN...
[2025-12-24T20:35:20.001418] [INFO ] [sig       ] Generating forecast for: XGN
[2025-12-24T20:35:20.001459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2025-12-24T20:35:20.013405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2025-12-24T20:35:20.013823] [INFO ] [FORECASTER] Starting predict_future for XGN
[2025-12-24T20:35:20.014634] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2025-12-24T20:35:20.014690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:20.014723] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:20.014749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:20.014806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:20.070534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:20.071381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:20.071466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:20.071500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:20.189641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:20.189797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:20.189839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:20.189868] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:20.193439] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: DOWN (p=12.38%)
[2025-12-24T20:35:20.193736] [INFO ] [FORECASTER] Completed predict_future for XGN
[2025-12-24T20:35:20.193860] [INFO ] [sig       ] XGN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:20.335568] [INFO ] [LOCAL     ] Saved forecast: XGN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/XGN.txt
[2025-12-24T20:35:20.335737] [INFO ] [sig       ] [3502/3551] Completed XGN in 0.3s | 2.88 sym/s | Total: 20.3m | ETA: 17.0s
[2025-12-24T20:35:20.335779] [INFO ] [sig       ] [3503/3551] Forecasting XOM...
[2025-12-24T20:35:20.335831] [INFO ] [sig       ] Generating forecast for: XOM
[2025-12-24T20:35:20.335862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-12-24T20:35:20.349141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2025-12-24T20:35:20.349501] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-12-24T20:35:20.350293] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-12-24T20:35:20.350345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:20.350376] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:20.350402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:20.350458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:20.408806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:20.409522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:20.409624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:20.409660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:20.535087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:20.535243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:20.535282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:20.535311] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:20.538746] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=16.87%)
[2025-12-24T20:35:20.539036] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-12-24T20:35:20.539169] [INFO ] [sig       ] XOM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:20.685312] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/XOM.txt
[2025-12-24T20:35:20.685460] [INFO ] [sig       ] [3503/3551] Completed XOM in 0.3s | 2.88 sym/s | Total: 20.3m | ETA: 16.7s
[2025-12-24T20:35:20.685499] [INFO ] [sig       ] [3504/3551] Forecasting XOMA...
[2025-12-24T20:35:20.685528] [INFO ] [sig       ] Generating forecast for: XOMA
[2025-12-24T20:35:20.685557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2025-12-24T20:35:20.696884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2025-12-24T20:35:20.697234] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2025-12-24T20:35:20.698039] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2025-12-24T20:35:20.698092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:20.698124] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:20.698152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:20.698207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:20.756009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:20.756751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:20.756863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:20.756897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:20.877074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:20.877233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:20.877273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:20.877302] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:20.880823] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: UP (p=86.36%)
[2025-12-24T20:35:20.881127] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2025-12-24T20:35:20.881256] [INFO ] [sig       ] XOMA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:21.023805] [INFO ] [LOCAL     ] Saved forecast: XOMA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/XOMA.txt
[2025-12-24T20:35:21.023940] [INFO ] [sig       ] [3504/3551] Completed XOMA in 0.3s | 2.88 sym/s | Total: 20.3m | ETA: 16.3s
[2025-12-24T20:35:21.023980] [INFO ] [sig       ] [3505/3551] Forecasting XOS...
[2025-12-24T20:35:21.024009] [INFO ] [sig       ] Generating forecast for: XOS
[2025-12-24T20:35:21.024039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2025-12-24T20:35:21.035091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2025-12-24T20:35:21.035381] [INFO ] [FORECASTER] Starting predict_future for XOS
[2025-12-24T20:35:21.036153] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2025-12-24T20:35:21.036207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:21.036240] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:21.036268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:21.036326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:21.094809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:21.095503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:21.095603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:21.095639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:21.217099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:21.217252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:21.217292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:21.217322] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:21.220842] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: DOWN (p=22.12%)
[2025-12-24T20:35:21.221116] [INFO ] [FORECASTER] Completed predict_future for XOS
[2025-12-24T20:35:21.221238] [INFO ] [sig       ] XOS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:21.361296] [INFO ] [LOCAL     ] Saved forecast: XOS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/XOS.txt
[2025-12-24T20:35:21.361417] [INFO ] [sig       ] [3505/3551] Completed XOS in 0.3s | 2.88 sym/s | Total: 20.3m | ETA: 16.0s
[2025-12-24T20:35:21.361456] [INFO ] [sig       ] [3506/3551] Forecasting XP...
[2025-12-24T20:35:21.361485] [INFO ] [sig       ] Generating forecast for: XP
[2025-12-24T20:35:21.361514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2025-12-24T20:35:21.372934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2025-12-24T20:35:21.373269] [INFO ] [FORECASTER] Starting predict_future for XP
[2025-12-24T20:35:21.374053] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2025-12-24T20:35:21.374105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:21.374136] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:21.374162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:21.374218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:21.429625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:21.430269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:21.430348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:21.430380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:21.551158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:21.551313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:21.551352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:21.551398] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:21.554918] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: UP (p=80.31%)
[2025-12-24T20:35:21.555190] [INFO ] [FORECASTER] Completed predict_future for XP
[2025-12-24T20:35:21.555310] [INFO ] [sig       ] XP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:21.695135] [INFO ] [LOCAL     ] Saved forecast: XP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/XP.txt
[2025-12-24T20:35:21.695265] [INFO ] [sig       ] [3506/3551] Completed XP in 0.3s | 2.88 sym/s | Total: 20.3m | ETA: 15.6s
[2025-12-24T20:35:21.695303] [INFO ] [sig       ] [3507/3551] Forecasting XPEL...
[2025-12-24T20:35:21.695332] [INFO ] [sig       ] Generating forecast for: XPEL
[2025-12-24T20:35:21.695362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2025-12-24T20:35:21.706909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2025-12-24T20:35:21.707219] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2025-12-24T20:35:21.707976] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2025-12-24T20:35:21.708027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:21.708060] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:21.708086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:21.708141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:21.764107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:21.764836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:21.764916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:21.764948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:21.881450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:21.881624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:21.881665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:21.881693] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:21.885002] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: UP (p=64.35%)
[2025-12-24T20:35:21.885273] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2025-12-24T20:35:21.885395] [INFO ] [sig       ] XPEL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:22.030930] [INFO ] [LOCAL     ] Saved forecast: XPEL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/XPEL.txt
[2025-12-24T20:35:22.031094] [INFO ] [sig       ] [3507/3551] Completed XPEL in 0.3s | 2.88 sym/s | Total: 20.3m | ETA: 15.3s
[2025-12-24T20:35:22.031141] [INFO ] [sig       ] [3508/3551] Forecasting XPO...
[2025-12-24T20:35:22.031180] [INFO ] [sig       ] Generating forecast for: XPO
[2025-12-24T20:35:22.031217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-12-24T20:35:22.042753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2025-12-24T20:35:22.043117] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-12-24T20:35:22.043891] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-12-24T20:35:22.043952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:22.043989] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:22.044017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:22.044087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:22.106554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:22.107434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:22.107518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:22.107554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:22.229053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:22.229203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:22.229245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:22.229295] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:22.232713] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=3.88%)
[2025-12-24T20:35:22.232990] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-12-24T20:35:22.233116] [INFO ] [sig       ] XPO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:22.371208] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/XPO.txt
[2025-12-24T20:35:22.371339] [INFO ] [sig       ] [3508/3551] Completed XPO in 0.3s | 2.88 sym/s | Total: 20.3m | ETA: 14.9s
[2025-12-24T20:35:22.371378] [INFO ] [sig       ] [3509/3551] Forecasting XPOF...
[2025-12-24T20:35:22.371409] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-12-24T20:35:22.371438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-12-24T20:35:22.383774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2025-12-24T20:35:22.384132] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-12-24T20:35:22.384916] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-12-24T20:35:22.384968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:22.384999] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:22.385026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:22.385081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:22.443804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:22.444607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:22.444692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:22.444726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:22.564799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:22.564952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:22.564992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:22.565020] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:22.568327] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=27.71%)
[2025-12-24T20:35:22.568607] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-12-24T20:35:22.568726] [INFO ] [sig       ] XPOF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:22.709695] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/XPOF.txt
[2025-12-24T20:35:22.709851] [INFO ] [sig       ] [3509/3551] Completed XPOF in 0.3s | 2.88 sym/s | Total: 20.3m | ETA: 14.6s
[2025-12-24T20:35:22.709893] [INFO ] [sig       ] [3510/3551] Forecasting XPRO...
[2025-12-24T20:35:22.709923] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-12-24T20:35:22.709954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-12-24T20:35:22.722472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2025-12-24T20:35:22.722854] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-12-24T20:35:22.723842] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-12-24T20:35:22.723894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:22.723926] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:22.723952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:22.724020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:22.782747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:22.783688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:22.783786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:22.783820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:22.908270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:22.908476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:22.908523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:22.908553] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:22.912012] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=25.17%)
[2025-12-24T20:35:22.912298] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-12-24T20:35:22.912424] [INFO ] [sig       ] XPRO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:23.056535] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/XPRO.txt
[2025-12-24T20:35:23.056711] [INFO ] [sig       ] [3510/3551] Completed XPRO in 0.3s | 2.88 sym/s | Total: 20.3m | ETA: 14.2s
[2025-12-24T20:35:23.056753] [INFO ] [sig       ] [3511/3551] Forecasting XRAY...
[2025-12-24T20:35:23.056784] [INFO ] [sig       ] Generating forecast for: XRAY
[2025-12-24T20:35:23.056814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2025-12-24T20:35:23.069152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2025-12-24T20:35:23.069559] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2025-12-24T20:35:23.070345] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2025-12-24T20:35:23.070398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:23.070458] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:23.070486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:23.070542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:23.127814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:23.128668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:23.128759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:23.128793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:23.250969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:23.251160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:23.251206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:23.251237] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:23.255048] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: DOWN (p=24.25%)
[2025-12-24T20:35:23.255366] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2025-12-24T20:35:23.255523] [INFO ] [sig       ] XRAY: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:23.402194] [INFO ] [LOCAL     ] Saved forecast: XRAY	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/XRAY.txt
[2025-12-24T20:35:23.402326] [INFO ] [sig       ] [3511/3551] Completed XRAY in 0.3s | 2.88 sym/s | Total: 20.3m | ETA: 13.9s
[2025-12-24T20:35:23.402364] [INFO ] [sig       ] [3512/3551] Forecasting XRX...
[2025-12-24T20:35:23.402394] [INFO ] [sig       ] Generating forecast for: XRX
[2025-12-24T20:35:23.402424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2025-12-24T20:35:23.414680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2025-12-24T20:35:23.414998] [INFO ] [FORECASTER] Starting predict_future for XRX
[2025-12-24T20:35:23.415835] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2025-12-24T20:35:23.415901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:23.415936] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:23.415965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:23.416023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:23.475038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:23.476047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:23.476135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:23.476169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:23.599336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:23.599467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:23.599508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:23.599536] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:23.603179] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: UP (p=69.66%)
[2025-12-24T20:35:23.603640] [INFO ] [FORECASTER] Completed predict_future for XRX
[2025-12-24T20:35:23.603766] [INFO ] [sig       ] XRX: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:23.751396] [INFO ] [LOCAL     ] Saved forecast: XRX	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/XRX.txt
[2025-12-24T20:35:23.751548] [INFO ] [sig       ] [3512/3551] Completed XRX in 0.3s | 2.88 sym/s | Total: 20.3m | ETA: 13.5s
[2025-12-24T20:35:23.751608] [INFO ] [sig       ] [3513/3551] Forecasting XTIA...
[2025-12-24T20:35:23.751641] [INFO ] [sig       ] Generating forecast for: XTIA
[2025-12-24T20:35:23.751672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2025-12-24T20:35:23.763374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2025-12-24T20:35:23.763690] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2025-12-24T20:35:23.764444] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2025-12-24T20:35:23.764496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:23.764528] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:23.764554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:23.764630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:23.823032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:23.823964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:23.824052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:23.824085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:23.949835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:23.949991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:23.950033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:23.950061] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:23.953552] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: UP (p=56.43%)
[2025-12-24T20:35:23.953887] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2025-12-24T20:35:23.954022] [INFO ] [sig       ] XTIA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:24.110065] [INFO ] [LOCAL     ] Saved forecast: XTIA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/XTIA.txt
[2025-12-24T20:35:24.110215] [INFO ] [sig       ] [3513/3551] Completed XTIA in 0.4s | 2.88 sym/s | Total: 20.3m | ETA: 13.2s
[2025-12-24T20:35:24.110255] [INFO ] [sig       ] [3514/3551] Forecasting XYF...
[2025-12-24T20:35:24.110286] [INFO ] [sig       ] Generating forecast for: XYF
[2025-12-24T20:35:24.110318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-12-24T20:35:24.124673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2025-12-24T20:35:24.125023] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-12-24T20:35:24.126008] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-12-24T20:35:24.126061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:24.126093] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:24.126120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:24.126177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:24.185052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:24.185946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:24.186028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:24.186061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:24.311832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:24.311986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:24.312028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:24.312094] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:24.315646] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=16.79%)
[2025-12-24T20:35:24.315928] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-12-24T20:35:24.316054] [INFO ] [sig       ] XYF: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:24.462886] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/XYF.txt
[2025-12-24T20:35:24.463039] [INFO ] [sig       ] [3514/3551] Completed XYF in 0.4s | 2.88 sym/s | Total: 20.3m | ETA: 12.8s
[2025-12-24T20:35:24.463080] [INFO ] [sig       ] [3515/3551] Forecasting XYL...
[2025-12-24T20:35:24.463112] [INFO ] [sig       ] Generating forecast for: XYL
[2025-12-24T20:35:24.463144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-12-24T20:35:24.475102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2025-12-24T20:35:24.475424] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-12-24T20:35:24.476191] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-12-24T20:35:24.476244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:24.476274] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:24.476300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:24.476356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:24.533393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:24.534190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:24.534281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:24.534324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:24.656242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:24.656393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:24.656433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:24.656462] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:24.659810] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2025-12-24T20:35:24.660074] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-12-24T20:35:24.660193] [INFO ] [sig       ] XYL: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:24.800140] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/XYL.txt
[2025-12-24T20:35:24.800297] [INFO ] [sig       ] [3515/3551] Completed XYL in 0.3s | 2.88 sym/s | Total: 20.3m | ETA: 12.5s
[2025-12-24T20:35:24.800337] [INFO ] [sig       ] [3516/3551] Forecasting YALA...
[2025-12-24T20:35:24.800367] [INFO ] [sig       ] Generating forecast for: YALA
[2025-12-24T20:35:24.800397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-12-24T20:35:24.811775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2025-12-24T20:35:24.812108] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-12-24T20:35:24.812950] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-12-24T20:35:24.813003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:24.813035] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:24.813061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:24.813129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:24.873135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:24.873909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:24.873993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:24.874027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:24.996122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:24.996281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:24.996322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:24.996351] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:24.999738] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: UP (p=52.22%)
[2025-12-24T20:35:25.000092] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-12-24T20:35:25.000236] [INFO ] [sig       ] YALA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:25.140678] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/YALA.txt
[2025-12-24T20:35:25.140818] [INFO ] [sig       ] [3516/3551] Completed YALA in 0.3s | 2.88 sym/s | Total: 20.3m | ETA: 12.1s
[2025-12-24T20:35:25.140857] [INFO ] [sig       ] [3517/3551] Forecasting YELP...
[2025-12-24T20:35:25.140887] [INFO ] [sig       ] Generating forecast for: YELP
[2025-12-24T20:35:25.140918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-12-24T20:35:25.156099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YELP'.
[2025-12-24T20:35:25.156648] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-12-24T20:35:25.157654] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-12-24T20:35:25.157724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:25.157761] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:25.157795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:25.157871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:25.228276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:25.229376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:25.229490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:25.229526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:25.361802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:25.361962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:25.362004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:25.362034] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:25.365459] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-12-24T20:35:25.365782] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-12-24T20:35:25.365913] [INFO ] [sig       ] YELP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:25.510804] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/YELP.txt
[2025-12-24T20:35:25.510960] [INFO ] [sig       ] [3517/3551] Completed YELP in 0.4s | 2.88 sym/s | Total: 20.3m | ETA: 11.8s
[2025-12-24T20:35:25.511000] [INFO ] [sig       ] [3518/3551] Forecasting YETI...
[2025-12-24T20:35:25.511030] [INFO ] [sig       ] Generating forecast for: YETI
[2025-12-24T20:35:25.511060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-12-24T20:35:25.522370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2025-12-24T20:35:25.522761] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-12-24T20:35:25.523514] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-12-24T20:35:25.523566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:25.523620] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:25.523648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:25.523704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:25.580076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:25.580965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:25.581051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:25.581084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:25.706154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:25.706317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:25.706360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:25.706391] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:25.710030] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: UP (p=60.15%)
[2025-12-24T20:35:25.710384] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-12-24T20:35:25.710522] [INFO ] [sig       ] YETI: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:25.857159] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/YETI.txt
[2025-12-24T20:35:25.857296] [INFO ] [sig       ] [3518/3551] Completed YETI in 0.3s | 2.88 sym/s | Total: 20.4m | ETA: 11.5s
[2025-12-24T20:35:25.857337] [INFO ] [sig       ] [3519/3551] Forecasting YMM...
[2025-12-24T20:35:25.857367] [INFO ] [sig       ] Generating forecast for: YMM
[2025-12-24T20:35:25.857397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-12-24T20:35:25.868789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2025-12-24T20:35:25.869061] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-12-24T20:35:25.869906] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-12-24T20:35:25.869959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:25.869993] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:25.870021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:25.870078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:25.928476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:25.929163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:25.929244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:25.929301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:26.044909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:26.045057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:26.045133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:26.045164] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:26.048502] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: DOWN (p=24.77%)
[2025-12-24T20:35:26.048871] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-12-24T20:35:26.049011] [INFO ] [sig       ] YMM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:26.190310] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/YMM.txt
[2025-12-24T20:35:26.190454] [INFO ] [sig       ] [3519/3551] Completed YMM in 0.3s | 2.88 sym/s | Total: 20.4m | ETA: 11.1s
[2025-12-24T20:35:26.190495] [INFO ] [sig       ] [3520/3551] Forecasting YPF...
[2025-12-24T20:35:26.190525] [INFO ] [sig       ] Generating forecast for: YPF
[2025-12-24T20:35:26.190554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-12-24T20:35:26.202662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2025-12-24T20:35:26.203056] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-12-24T20:35:26.203851] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-12-24T20:35:26.203904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:26.203937] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:26.203964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:26.204022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:26.259706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:26.260448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:26.260531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:26.260565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:26.382516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:26.382686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:26.382728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:26.382758] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:26.386460] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: UP (p=88.85%)
[2025-12-24T20:35:26.386767] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-12-24T20:35:26.386897] [INFO ] [sig       ] YPF: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:26.524258] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/YPF.txt
[2025-12-24T20:35:26.524396] [INFO ] [sig       ] [3520/3551] Completed YPF in 0.3s | 2.88 sym/s | Total: 20.4m | ETA: 10.8s
[2025-12-24T20:35:26.524434] [INFO ] [sig       ] [3521/3551] Forecasting YQQQ...
[2025-12-24T20:35:26.524465] [INFO ] [sig       ] Generating forecast for: YQQQ
[2025-12-24T20:35:26.524493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2025-12-24T20:35:26.536757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2025-12-24T20:35:26.537082] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2025-12-24T20:35:26.537844] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2025-12-24T20:35:26.537895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:26.537926] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:26.537953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:26.538010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:26.594397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:26.595144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:26.595268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:26.595307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:26.720961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:26.721115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:26.721156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:26.721186] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:26.724991] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: UP (p=77.80%)
[2025-12-24T20:35:26.725275] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2025-12-24T20:35:26.725402] [INFO ] [sig       ] YQQQ: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:26.872667] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/YQQQ.txt
[2025-12-24T20:35:26.872802] [INFO ] [sig       ] [3521/3551] Completed YQQQ in 0.3s | 2.88 sym/s | Total: 20.4m | ETA: 10.4s
[2025-12-24T20:35:26.872843] [INFO ] [sig       ] [3522/3551] Forecasting YRD...
[2025-12-24T20:35:26.872874] [INFO ] [sig       ] Generating forecast for: YRD
[2025-12-24T20:35:26.872903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-12-24T20:35:26.883724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2025-12-24T20:35:26.884046] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-12-24T20:35:26.884813] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-12-24T20:35:26.884864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:26.884895] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:26.884921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:26.884977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:26.940812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:26.941683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:26.941767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:26.941799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:27.058648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:27.058795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:27.058834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:27.058862] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:27.062243] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: DOWN (p=2.10%)
[2025-12-24T20:35:27.062517] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-12-24T20:35:27.062656] [INFO ] [sig       ] YRD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:27.203052] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/YRD.txt
[2025-12-24T20:35:27.203226] [INFO ] [sig       ] [3522/3551] Completed YRD in 0.3s | 2.88 sym/s | Total: 20.4m | ETA: 10.1s
[2025-12-24T20:35:27.203283] [INFO ] [sig       ] [3523/3551] Forecasting YSG...
[2025-12-24T20:35:27.203316] [INFO ] [sig       ] Generating forecast for: YSG
[2025-12-24T20:35:27.203347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-12-24T20:35:27.215042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2025-12-24T20:35:27.215331] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-12-24T20:35:27.216149] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-12-24T20:35:27.216203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:27.216246] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:27.216275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:27.216332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:27.273323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:27.273936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:27.274017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:27.274049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:27.389886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:27.390027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:27.390069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:27.390097] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:27.393473] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: UP (p=78.07%)
[2025-12-24T20:35:27.393766] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-12-24T20:35:27.393890] [INFO ] [sig       ] YSG: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:27.538215] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/YSG.txt
[2025-12-24T20:35:27.538530] [INFO ] [sig       ] [3523/3551] Completed YSG in 0.3s | 2.88 sym/s | Total: 20.4m | ETA: 9.7s
[2025-12-24T20:35:27.538584] [INFO ] [sig       ] [3524/3551] Forecasting YTRA...
[2025-12-24T20:35:27.538617] [INFO ] [sig       ] Generating forecast for: YTRA
[2025-12-24T20:35:27.538653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2025-12-24T20:35:27.550541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2025-12-24T20:35:27.550824] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2025-12-24T20:35:27.551816] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2025-12-24T20:35:27.551869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:27.551902] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:27.551930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:27.551987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:27.609913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:27.610493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:27.610586] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:27.610622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:27.727053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:27.727169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:27.727205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:27.727238] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:27.730449] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: DOWN (p=35.34%)
[2025-12-24T20:35:27.730930] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2025-12-24T20:35:27.731053] [INFO ] [sig       ] YTRA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:27.869600] [INFO ] [LOCAL     ] Saved forecast: YTRA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/YTRA.txt
[2025-12-24T20:35:27.869738] [INFO ] [sig       ] [3524/3551] Completed YTRA in 0.3s | 2.88 sym/s | Total: 20.4m | ETA: 9.4s
[2025-12-24T20:35:27.869779] [INFO ] [sig       ] [3525/3551] Forecasting YUM...
[2025-12-24T20:35:27.869811] [INFO ] [sig       ] Generating forecast for: YUM
[2025-12-24T20:35:27.869842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-12-24T20:35:27.881178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2025-12-24T20:35:27.881482] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-12-24T20:35:27.882232] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-12-24T20:35:27.882284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:27.882316] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:27.882342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:27.882399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:27.940122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:27.940729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:27.940808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:27.940840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:28.055629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:28.055751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:28.055789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:28.055817] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:28.059008] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=12.13%)
[2025-12-24T20:35:28.059287] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-12-24T20:35:28.059414] [INFO ] [sig       ] YUM: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:28.196771] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/YUM.txt
[2025-12-24T20:35:28.196889] [INFO ] [sig       ] [3525/3551] Completed YUM in 0.3s | 2.88 sym/s | Total: 20.4m | ETA: 9.0s
[2025-12-24T20:35:28.196929] [INFO ] [sig       ] [3526/3551] Forecasting YUMC...
[2025-12-24T20:35:28.196959] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-12-24T20:35:28.196989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-12-24T20:35:28.208242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2025-12-24T20:35:28.208524] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-12-24T20:35:28.209331] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-12-24T20:35:28.209384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:28.209417] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:28.209444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:28.209507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:28.268616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:28.269237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:28.269337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:28.269373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:28.391081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:28.391235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:28.391289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:28.391327] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:28.394933] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: DOWN (p=36.99%)
[2025-12-24T20:35:28.395243] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-12-24T20:35:28.395375] [INFO ] [sig       ] YUMC: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:28.537070] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/YUMC.txt
[2025-12-24T20:35:28.537202] [INFO ] [sig       ] [3526/3551] Completed YUMC in 0.3s | 2.88 sym/s | Total: 20.4m | ETA: 8.7s
[2025-12-24T20:35:28.537248] [INFO ] [sig       ] [3527/3551] Forecasting Z...
[2025-12-24T20:35:28.537278] [INFO ] [sig       ] Generating forecast for: Z
[2025-12-24T20:35:28.537309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2025-12-24T20:35:28.548924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2025-12-24T20:35:28.549249] [INFO ] [FORECASTER] Starting predict_future for Z
[2025-12-24T20:35:28.550051] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2025-12-24T20:35:28.550103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:28.550135] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:28.550162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:28.550218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:28.605314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:28.605956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:28.606037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:28.606068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:28.725351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:28.725504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:28.725544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:28.725591] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:28.728868] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-12-24T20:35:28.729133] [INFO ] [FORECASTER] Completed predict_future for Z
[2025-12-24T20:35:28.729250] [INFO ] [sig       ] Z: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:28.866095] [INFO ] [LOCAL     ] Saved forecast: Z	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/Z.txt
[2025-12-24T20:35:28.866229] [INFO ] [sig       ] [3527/3551] Completed Z in 0.3s | 2.88 sym/s | Total: 20.4m | ETA: 8.3s
[2025-12-24T20:35:28.866269] [INFO ] [sig       ] [3528/3551] Forecasting ZBH...
[2025-12-24T20:35:28.866298] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-12-24T20:35:28.866327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-12-24T20:35:28.878395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2025-12-24T20:35:28.878672] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-12-24T20:35:28.879427] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-12-24T20:35:28.879482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:28.879561] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:28.879608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:28.879666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:28.935782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:28.936365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:28.936444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:28.936478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:29.057150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:29.057309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:29.057351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:29.057381] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:29.061208] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: UP (p=78.95%)
[2025-12-24T20:35:29.061513] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-12-24T20:35:29.061660] [INFO ] [sig       ] ZBH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:29.202680] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ZBH.txt
[2025-12-24T20:35:29.202817] [INFO ] [sig       ] [3528/3551] Completed ZBH in 0.3s | 2.88 sym/s | Total: 20.4m | ETA: 8.0s
[2025-12-24T20:35:29.202858] [INFO ] [sig       ] [3529/3551] Forecasting ZBIO...
[2025-12-24T20:35:29.202888] [INFO ] [sig       ] Generating forecast for: ZBIO
[2025-12-24T20:35:29.202917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2025-12-24T20:35:29.215593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2025-12-24T20:35:29.215888] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2025-12-24T20:35:29.216662] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2025-12-24T20:35:29.216714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:29.216745] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:29.216771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:29.216825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:29.272807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:29.273498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:29.273600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:29.273635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:29.392865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:29.393023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:29.393063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:29.393091] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:29.396508] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: DOWN (p=7.98%)
[2025-12-24T20:35:29.396801] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2025-12-24T20:35:29.396925] [INFO ] [sig       ] ZBIO: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:29.538536] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZBIO.txt
[2025-12-24T20:35:29.538691] [INFO ] [sig       ] [3529/3551] Completed ZBIO in 0.3s | 2.88 sym/s | Total: 20.4m | ETA: 7.6s
[2025-12-24T20:35:29.538730] [INFO ] [sig       ] [3530/3551] Forecasting ZBRA...
[2025-12-24T20:35:29.538760] [INFO ] [sig       ] Generating forecast for: ZBRA
[2025-12-24T20:35:29.538791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2025-12-24T20:35:29.551655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2025-12-24T20:35:29.551947] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2025-12-24T20:35:29.552701] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2025-12-24T20:35:29.552753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:29.552785] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:29.552811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:29.552866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:29.607864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:29.608463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:29.608540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:29.608589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:29.723823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:29.723976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:29.724015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:29.724061] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:29.727344] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: UP (p=99.45%)
[2025-12-24T20:35:29.727659] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2025-12-24T20:35:29.727781] [INFO ] [sig       ] ZBRA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:29.865794] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ZBRA.txt
[2025-12-24T20:35:29.865941] [INFO ] [sig       ] [3530/3551] Completed ZBRA in 0.3s | 2.88 sym/s | Total: 20.4m | ETA: 7.3s
[2025-12-24T20:35:29.865981] [INFO ] [sig       ] [3531/3551] Forecasting ZD...
[2025-12-24T20:35:29.866010] [INFO ] [sig       ] Generating forecast for: ZD
[2025-12-24T20:35:29.866040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2025-12-24T20:35:29.877524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2025-12-24T20:35:29.877806] [INFO ] [FORECASTER] Starting predict_future for ZD
[2025-12-24T20:35:29.878540] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2025-12-24T20:35:29.878611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:29.878645] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:29.878671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:29.878726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:29.933984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:29.934781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:29.934863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:29.934895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:30.050359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:30.050532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:30.050594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:30.050663] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:30.054064] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: DOWN (p=35.72%)
[2025-12-24T20:35:30.054346] [INFO ] [FORECASTER] Completed predict_future for ZD
[2025-12-24T20:35:30.054468] [INFO ] [sig       ] ZD: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:30.204511] [INFO ] [LOCAL     ] Saved forecast: ZD	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZD.txt
[2025-12-24T20:35:30.204697] [INFO ] [sig       ] [3531/3551] Completed ZD in 0.3s | 2.88 sym/s | Total: 20.4m | ETA: 6.9s
[2025-12-24T20:35:30.204744] [INFO ] [sig       ] [3532/3551] Forecasting ZEPP...
[2025-12-24T20:35:30.204775] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-12-24T20:35:30.204806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-12-24T20:35:30.218465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2025-12-24T20:35:30.218877] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-12-24T20:35:30.219806] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-12-24T20:35:30.219861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:30.219894] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:30.219920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:30.219977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:30.282146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:30.283099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:30.283197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:30.283256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:30.412419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:30.412623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:30.412693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:30.412741] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:30.417177] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=43.27%)
[2025-12-24T20:35:30.417481] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-12-24T20:35:30.417634] [INFO ] [sig       ] ZEPP: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:30.579784] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZEPP.txt
[2025-12-24T20:35:30.580010] [INFO ] [sig       ] [3532/3551] Completed ZEPP in 0.4s | 2.88 sym/s | Total: 20.4m | ETA: 6.6s
[2025-12-24T20:35:30.580074] [INFO ] [sig       ] [3533/3551] Forecasting ZETA...
[2025-12-24T20:35:30.580120] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-12-24T20:35:30.580172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-12-24T20:35:30.596215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2025-12-24T20:35:30.596698] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-12-24T20:35:30.597774] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-12-24T20:35:30.597837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:30.597884] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:30.597926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:30.598024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:30.667496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:30.668377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:30.668461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:30.668496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:30.791493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:30.791669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:30.791710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:30.791740] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:30.795085] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: DOWN (p=15.74%)
[2025-12-24T20:35:30.795368] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-12-24T20:35:30.795489] [INFO ] [sig       ] ZETA: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:30.937311] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZETA.txt
[2025-12-24T20:35:30.937446] [INFO ] [sig       ] [3533/3551] Completed ZETA in 0.4s | 2.88 sym/s | Total: 20.4m | ETA: 6.2s
[2025-12-24T20:35:30.937485] [INFO ] [sig       ] [3534/3551] Forecasting ZEUS...
[2025-12-24T20:35:30.937515] [INFO ] [sig       ] Generating forecast for: ZEUS
[2025-12-24T20:35:30.937547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2025-12-24T20:35:30.949363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2025-12-24T20:35:30.949771] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2025-12-24T20:35:30.950709] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2025-12-24T20:35:30.950762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:30.950792] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:30.950830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:30.950886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:31.006777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:31.007633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:31.007716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:31.007748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:31.128260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:31.128419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:31.128461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:31.128490] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:31.131916] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: DOWN (p=9.36%)
[2025-12-24T20:35:31.132193] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2025-12-24T20:35:31.132320] [INFO ] [sig       ] ZEUS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:31.277745] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZEUS.txt
[2025-12-24T20:35:31.277901] [INFO ] [sig       ] [3534/3551] Completed ZEUS in 0.3s | 2.88 sym/s | Total: 20.4m | ETA: 5.9s
[2025-12-24T20:35:31.277940] [INFO ] [sig       ] [3535/3551] Forecasting ZGN...
[2025-12-24T20:35:31.277971] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-12-24T20:35:31.278001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-12-24T20:35:31.301614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2025-12-24T20:35:31.301974] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-12-24T20:35:31.302739] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-12-24T20:35:31.302790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:31.302822] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:31.302849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:31.302904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:31.358953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:31.359850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:31.359938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:31.359972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:31.480894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:31.481051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:31.481092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:31.481134] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:31.484857] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=32.31%)
[2025-12-24T20:35:31.485204] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-12-24T20:35:31.485347] [INFO ] [sig       ] ZGN: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:31.627765] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZGN.txt
[2025-12-24T20:35:31.627922] [INFO ] [sig       ] [3535/3551] Completed ZGN in 0.3s | 2.88 sym/s | Total: 20.4m | ETA: 5.6s
[2025-12-24T20:35:31.627962] [INFO ] [sig       ] [3536/3551] Forecasting ZH...
[2025-12-24T20:35:31.627993] [INFO ] [sig       ] Generating forecast for: ZH
[2025-12-24T20:35:31.628025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-12-24T20:35:31.643210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2025-12-24T20:35:31.643728] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-12-24T20:35:31.644868] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-12-24T20:35:31.644949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:31.644990] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:31.645025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:31.645098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:31.722903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:31.723971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:31.724101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:31.724149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:31.844046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:31.844200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:31.844243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:31.844274] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:31.847679] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-12-24T20:35:31.847949] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-12-24T20:35:31.848070] [INFO ] [sig       ] ZH: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:32.043136] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ZH.txt
[2025-12-24T20:35:32.043299] [INFO ] [sig       ] [3536/3551] Completed ZH in 0.4s | 2.88 sym/s | Total: 20.5m | ETA: 5.2s
[2025-12-24T20:35:32.043339] [INFO ] [sig       ] [3537/3551] Forecasting ZIM...
[2025-12-24T20:35:32.043370] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-12-24T20:35:32.043401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-12-24T20:35:32.055311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2025-12-24T20:35:32.055651] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-12-24T20:35:32.056400] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-12-24T20:35:32.056454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:32.056487] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:32.056514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:32.056591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:32.112547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:32.113278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:32.113360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:32.113392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:32.251786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:32.251934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:32.251974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:32.252002] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:32.255300] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: UP (p=82.30%)
[2025-12-24T20:35:32.255589] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-12-24T20:35:32.255711] [INFO ] [sig       ] ZIM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:32.396522] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ZIM.txt
[2025-12-24T20:35:32.396676] [INFO ] [sig       ] [3537/3551] Completed ZIM in 0.4s | 2.88 sym/s | Total: 20.5m | ETA: 4.9s
[2025-12-24T20:35:32.396718] [INFO ] [sig       ] [3538/3551] Forecasting ZION...
[2025-12-24T20:35:32.396748] [INFO ] [sig       ] Generating forecast for: ZION
[2025-12-24T20:35:32.396777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2025-12-24T20:35:32.409236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2025-12-24T20:35:32.409840] [INFO ] [FORECASTER] Starting predict_future for ZION
[2025-12-24T20:35:32.410849] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2025-12-24T20:35:32.410902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:32.410935] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:32.410964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:32.411020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:32.470246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:32.471058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:32.471146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:32.471214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:32.600078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:32.600234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:32.600274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:32.600305] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:32.604242] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: DOWN (p=12.89%)
[2025-12-24T20:35:32.604683] [INFO ] [FORECASTER] Completed predict_future for ZION
[2025-12-24T20:35:32.604845] [INFO ] [sig       ] ZION: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:32.749488] [INFO ] [LOCAL     ] Saved forecast: ZION	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZION.txt
[2025-12-24T20:35:32.749640] [INFO ] [sig       ] [3538/3551] Completed ZION in 0.4s | 2.88 sym/s | Total: 20.5m | ETA: 4.5s
[2025-12-24T20:35:32.749681] [INFO ] [sig       ] [3539/3551] Forecasting ZIP...
[2025-12-24T20:35:32.749711] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-12-24T20:35:32.749741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-12-24T20:35:32.764653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2025-12-24T20:35:32.765126] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-12-24T20:35:32.766161] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-12-24T20:35:32.766230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:32.766272] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:32.766309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:32.766388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:32.838409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:32.839197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:32.839297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:32.839332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:32.964113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:32.964263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:32.964309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:32.964344] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:32.967732] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: UP (p=89.19%)
[2025-12-24T20:35:32.968006] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-12-24T20:35:32.968139] [INFO ] [sig       ] ZIP: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:33.108739] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ZIP.txt
[2025-12-24T20:35:33.108876] [INFO ] [sig       ] [3539/3551] Completed ZIP in 0.4s | 2.88 sym/s | Total: 20.5m | ETA: 4.2s
[2025-12-24T20:35:33.108915] [INFO ] [sig       ] [3540/3551] Forecasting ZLAB...
[2025-12-24T20:35:33.108945] [INFO ] [sig       ] Generating forecast for: ZLAB
[2025-12-24T20:35:33.108974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2025-12-24T20:35:33.120727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2025-12-24T20:35:33.120999] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2025-12-24T20:35:33.121771] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2025-12-24T20:35:33.121822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:33.121867] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:33.121894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:33.121950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:33.180521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:33.181270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:33.181368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:33.181403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:33.302266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:33.302414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:33.302454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:33.302482] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:33.305786] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: DOWN (p=1.98%)
[2025-12-24T20:35:33.306057] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2025-12-24T20:35:33.306179] [INFO ] [sig       ] ZLAB: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:33.444824] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZLAB.txt
[2025-12-24T20:35:33.444956] [INFO ] [sig       ] [3540/3551] Completed ZLAB in 0.3s | 2.88 sym/s | Total: 20.5m | ETA: 3.8s
[2025-12-24T20:35:33.444996] [INFO ] [sig       ] [3541/3551] Forecasting ZM...
[2025-12-24T20:35:33.445025] [INFO ] [sig       ] Generating forecast for: ZM
[2025-12-24T20:35:33.445054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2025-12-24T20:35:33.456267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2025-12-24T20:35:33.456622] [INFO ] [FORECASTER] Starting predict_future for ZM
[2025-12-24T20:35:33.457375] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2025-12-24T20:35:33.457427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:33.457458] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:33.457486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:33.457542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:33.516627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:33.517463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:33.517755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:33.517791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:33.642854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:33.643021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:33.643066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:33.643097] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:33.646633] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: UP (p=82.35%)
[2025-12-24T20:35:33.646937] [INFO ] [FORECASTER] Completed predict_future for ZM
[2025-12-24T20:35:33.647074] [INFO ] [sig       ] ZM: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:33.789152] [INFO ] [LOCAL     ] Saved forecast: ZM	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ZM.txt
[2025-12-24T20:35:33.789383] [INFO ] [sig       ] [3541/3551] Completed ZM in 0.3s | 2.88 sym/s | Total: 20.5m | ETA: 3.5s
[2025-12-24T20:35:33.789425] [INFO ] [sig       ] [3542/3551] Forecasting ZNTL...
[2025-12-24T20:35:33.789456] [INFO ] [sig       ] Generating forecast for: ZNTL
[2025-12-24T20:35:33.789486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2025-12-24T20:35:33.801251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2025-12-24T20:35:33.801566] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2025-12-24T20:35:33.802368] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2025-12-24T20:35:33.802421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:33.802455] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:33.802483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:33.802540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:33.860027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:33.860969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:33.861055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:33.861089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:33.979356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:33.979513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:33.979558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:33.979607] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:33.983021] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: DOWN (p=30.93%)
[2025-12-24T20:35:33.983304] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2025-12-24T20:35:33.983427] [INFO ] [sig       ] ZNTL: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:34.122613] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZNTL.txt
[2025-12-24T20:35:34.122774] [INFO ] [sig       ] [3542/3551] Completed ZNTL in 0.3s | 2.88 sym/s | Total: 20.5m | ETA: 3.1s
[2025-12-24T20:35:34.122816] [INFO ] [sig       ] [3543/3551] Forecasting ZS...
[2025-12-24T20:35:34.122846] [INFO ] [sig       ] Generating forecast for: ZS
[2025-12-24T20:35:34.122875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2025-12-24T20:35:34.134392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2025-12-24T20:35:34.134741] [INFO ] [FORECASTER] Starting predict_future for ZS
[2025-12-24T20:35:34.135522] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2025-12-24T20:35:34.135600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:34.135636] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:34.135664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:34.135721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:34.192626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:34.193457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:34.193542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:34.193596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:34.321892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:34.322043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:34.322112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:34.322145] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:34.325567] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: DOWN (p=7.14%)
[2025-12-24T20:35:34.325865] [INFO ] [FORECASTER] Completed predict_future for ZS
[2025-12-24T20:35:34.326003] [INFO ] [sig       ] ZS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:34.469872] [INFO ] [LOCAL     ] Saved forecast: ZS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZS.txt
[2025-12-24T20:35:34.470029] [INFO ] [sig       ] [3543/3551] Completed ZS in 0.3s | 2.88 sym/s | Total: 20.5m | ETA: 2.8s
[2025-12-24T20:35:34.470071] [INFO ] [sig       ] [3544/3551] Forecasting ZTO...
[2025-12-24T20:35:34.470101] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-12-24T20:35:34.470131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-12-24T20:35:34.482268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2025-12-24T20:35:34.482598] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-12-24T20:35:34.483354] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-12-24T20:35:34.483413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:34.483446] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:34.483473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:34.483529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:34.543279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:34.543992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:34.544073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:34.544107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:34.661345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:34.661503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:34.661543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:34.661591] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:34.664903] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: UP (p=58.05%)
[2025-12-24T20:35:34.665175] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-12-24T20:35:34.665295] [INFO ] [sig       ] ZTO: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:34.805355] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ZTO.txt
[2025-12-24T20:35:34.805481] [INFO ] [sig       ] [3544/3551] Completed ZTO in 0.3s | 2.88 sym/s | Total: 20.5m | ETA: 2.4s
[2025-12-24T20:35:34.805521] [INFO ] [sig       ] [3545/3551] Forecasting ZTS...
[2025-12-24T20:35:34.805550] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-12-24T20:35:34.805597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-12-24T20:35:34.817314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2025-12-24T20:35:34.817668] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-12-24T20:35:34.818418] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-12-24T20:35:34.818470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:34.818526] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:34.818554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:34.818628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:34.875482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:34.876697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:34.876781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:34.876814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:35.000959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:35.001114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:35.001152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:35.001180] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:35.004640] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: DOWN (p=15.59%)
[2025-12-24T20:35:35.004920] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-12-24T20:35:35.005047] [INFO ] [sig       ] ZTS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:35.143268] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZTS.txt
[2025-12-24T20:35:35.143390] [INFO ] [sig       ] [3545/3551] Completed ZTS in 0.3s | 2.88 sym/s | Total: 20.5m | ETA: 2.1s
[2025-12-24T20:35:35.143443] [INFO ] [sig       ] [3546/3551] Forecasting ZUMZ...
[2025-12-24T20:35:35.143474] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2025-12-24T20:35:35.143503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2025-12-24T20:35:35.154902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2025-12-24T20:35:35.155173] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2025-12-24T20:35:35.155920] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2025-12-24T20:35:35.155971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:35.156002] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:35.156028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:35.156084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:35.212395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:35.213199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:35.213292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:35.213326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:35.334638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:35.334783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:35.334823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:35.334851] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:35.338142] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: DOWN (p=4.18%)
[2025-12-24T20:35:35.338415] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2025-12-24T20:35:35.338533] [INFO ] [sig       ] ZUMZ: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:35.478288] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZUMZ.txt
[2025-12-24T20:35:35.478410] [INFO ] [sig       ] [3546/3551] Completed ZUMZ in 0.3s | 2.88 sym/s | Total: 20.5m | ETA: 1.7s
[2025-12-24T20:35:35.478449] [INFO ] [sig       ] [3547/3551] Forecasting ZURA...
[2025-12-24T20:35:35.478477] [INFO ] [sig       ] Generating forecast for: ZURA
[2025-12-24T20:35:35.478506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2025-12-24T20:35:35.491049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2025-12-24T20:35:35.491411] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2025-12-24T20:35:35.492204] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2025-12-24T20:35:35.492256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:35.492299] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:35.492328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:35.492388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:35.553468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:35.554392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:35.554483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:35.554517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:35.684965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:35.685118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:35.685158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:35.685186] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:35.688500] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: UP (p=69.03%)
[2025-12-24T20:35:35.688790] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2025-12-24T20:35:35.688912] [INFO ] [sig       ] ZURA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:35.834532] [INFO ] [LOCAL     ] Saved forecast: ZURA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ZURA.txt
[2025-12-24T20:35:35.834905] [INFO ] [sig       ] [3547/3551] Completed ZURA in 0.4s | 2.88 sym/s | Total: 20.5m | ETA: 1.4s
[2025-12-24T20:35:35.834953] [INFO ] [sig       ] [3548/3551] Forecasting ZVIA...
[2025-12-24T20:35:35.834991] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-12-24T20:35:35.835030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-12-24T20:35:35.846348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2025-12-24T20:35:35.846719] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-12-24T20:35:35.847477] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-12-24T20:35:35.847528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:35.847560] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:35.847632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:35.847691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:35.906368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:35.907240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:35.907325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:35.907360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:36.035542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:36.035713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:36.035755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:36.035818] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:36.039217] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: UP (p=77.61%)
[2025-12-24T20:35:36.039511] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-12-24T20:35:36.039659] [INFO ] [sig       ] ZVIA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:36.180113] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ZVIA.txt
[2025-12-24T20:35:36.180257] [INFO ] [sig       ] [3548/3551] Completed ZVIA in 0.3s | 2.88 sym/s | Total: 20.5m | ETA: 1.0s
[2025-12-24T20:35:36.180299] [INFO ] [sig       ] [3549/3551] Forecasting ZVRA...
[2025-12-24T20:35:36.180328] [INFO ] [sig       ] Generating forecast for: ZVRA
[2025-12-24T20:35:36.180358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2025-12-24T20:35:36.191135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2025-12-24T20:35:36.191439] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2025-12-24T20:35:36.192194] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2025-12-24T20:35:36.192246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:36.192277] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:36.192304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:36.192360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:36.251750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:36.252647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:36.252740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:36.252776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:36.369138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:36.369316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:36.369360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:36.369392] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:36.372840] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: UP (p=91.70%)
[2025-12-24T20:35:36.373146] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2025-12-24T20:35:36.373283] [INFO ] [sig       ] ZVRA: Forecast for 2025-12-24: UP (sign=1.00)
[2025-12-24T20:35:36.514346] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2025-12-26	1 -> ./output/forecasts/individual/2025-12-26/ZVRA.txt
[2025-12-24T20:35:36.514504] [INFO ] [sig       ] [3549/3551] Completed ZVRA in 0.3s | 2.88 sym/s | Total: 20.5m | ETA: 0.7s
[2025-12-24T20:35:36.514545] [INFO ] [sig       ] [3550/3551] Forecasting ZWS...
[2025-12-24T20:35:36.514600] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-12-24T20:35:36.514635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-12-24T20:35:36.526233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2025-12-24T20:35:36.526531] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-12-24T20:35:36.527335] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-12-24T20:35:36.527390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:36.527423] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:36.527451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:36.527514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:36.584570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:36.585285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:36.585367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:36.585400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:36.708083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:36.708237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:36.708277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:36.708314] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:36.711800] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=29.03%)
[2025-12-24T20:35:36.712095] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-12-24T20:35:36.712228] [INFO ] [sig       ] ZWS: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:36.856421] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZWS.txt
[2025-12-24T20:35:36.856598] [INFO ] [sig       ] [3550/3551] Completed ZWS in 0.3s | 2.88 sym/s | Total: 20.5m | ETA: 0.3s
[2025-12-24T20:35:36.856651] [INFO ] [sig       ] [3551/3551] Forecasting ZYME...
[2025-12-24T20:35:36.856682] [INFO ] [sig       ] Generating forecast for: ZYME
[2025-12-24T20:35:36.856714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2025-12-24T20:35:36.868552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2025-12-24T20:35:36.868892] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2025-12-24T20:35:36.869708] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2025-12-24T20:35:36.869761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-24T20:35:36.869794] [DEBUG] [FORECASTER] Starting train method
[2025-12-24T20:35:36.869821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-24T20:35:36.869879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-24T20:35:36.925813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-24T20:35:36.926646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-24T20:35:36.926730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-24T20:35:36.926762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-24T20:35:37.047179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-24T20:35:37.047335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-24T20:35:37.047375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-24T20:35:37.047414] [INFO ] [FORECASTER] Training complete
[2025-12-24T20:35:37.054269] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: DOWN (p=14.68%)
[2025-12-24T20:35:37.054570] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2025-12-24T20:35:37.054729] [INFO ] [sig       ] ZYME: Forecast for 2025-12-24: DOWN (sign=0.00)
[2025-12-24T20:35:37.198541] [INFO ] [LOCAL     ] Saved forecast: ZYME	2025-12-26	0 -> ./output/forecasts/individual/2025-12-26/ZYME.txt
[2025-12-24T20:35:37.198689] [INFO ] [sig       ] [3551/3551] Completed ZYME in 0.3s | 2.88 sym/s | Total: 20.5m | ETA: 0.0s
[2025-12-24T20:35:37.198729] [INFO ] [sig       ] ==================================================
[2025-12-24T20:35:37.198758] [INFO ] [sig       ] Forecasts complete: 3551/3551 symbols succeeded
[2025-12-24T20:35:37.198788] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-12-24T20:35:37.198841] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-12-24T20:35:37.199278] [INFO ] [sig       ] Found 52 forecast dates to process
[2025-12-24T20:35:37.199322] [INFO ] [sig       ] [1/52] Processing report for 2025-10-10...
[2025-12-24T20:35:37.199361] [INFO ] [sig       ] [1/52] Report for 2025-10-10 already exists, skipping...
[2025-12-24T20:35:37.199391] [INFO ] [sig       ] [2/52] Processing report for 2025-10-13...
[2025-12-24T20:35:37.199431] [INFO ] [sig       ] [2/52] Report for 2025-10-13 already exists, skipping...
[2025-12-24T20:35:37.199463] [INFO ] [sig       ] [3/52] Processing report for 2025-10-14...
[2025-12-24T20:35:37.199496] [INFO ] [sig       ] [3/52] Report for 2025-10-14 already exists, skipping...
[2025-12-24T20:35:37.199524] [INFO ] [sig       ] [4/52] Processing report for 2025-10-15...
[2025-12-24T20:35:37.199557] [INFO ] [sig       ] [4/52] Report for 2025-10-15 already exists, skipping...
[2025-12-24T20:35:37.199606] [INFO ] [sig       ] [5/52] Processing report for 2025-10-16...
[2025-12-24T20:35:37.199859] [INFO ] [sig       ] [5/52] Report for 2025-10-16 already exists, skipping...
[2025-12-24T20:35:37.199889] [INFO ] [sig       ] [6/52] Processing report for 2025-10-17...
[2025-12-24T20:35:37.199921] [INFO ] [sig       ] [6/52] Report for 2025-10-17 already exists, skipping...
[2025-12-24T20:35:37.199948] [INFO ] [sig       ] [7/52] Processing report for 2025-10-20...
[2025-12-24T20:35:37.199981] [INFO ] [sig       ] [7/52] Report for 2025-10-20 already exists, skipping...
[2025-12-24T20:35:37.200016] [INFO ] [sig       ] [8/52] Processing report for 2025-10-21...
[2025-12-24T20:35:37.200049] [INFO ] [sig       ] [8/52] Report for 2025-10-21 already exists, skipping...
[2025-12-24T20:35:37.200078] [INFO ] [sig       ] [9/52] Processing report for 2025-10-22...
[2025-12-24T20:35:37.200110] [INFO ] [sig       ] [9/52] Report for 2025-10-22 already exists, skipping...
[2025-12-24T20:35:37.200137] [INFO ] [sig       ] [10/52] Processing report for 2025-10-23...
[2025-12-24T20:35:37.200169] [INFO ] [sig       ] [10/52] Report for 2025-10-23 already exists, skipping...
[2025-12-24T20:35:37.200201] [INFO ] [sig       ] [11/52] Processing report for 2025-10-24...
[2025-12-24T20:35:37.200269] [INFO ] [sig       ] [11/52] Report for 2025-10-24 already exists, skipping...
[2025-12-24T20:35:37.200313] [INFO ] [sig       ] [12/52] Processing report for 2025-10-27...
[2025-12-24T20:35:37.200347] [INFO ] [sig       ] [12/52] Report for 2025-10-27 already exists, skipping...
[2025-12-24T20:35:37.200373] [INFO ] [sig       ] [13/52] Processing report for 2025-10-28...
[2025-12-24T20:35:37.200405] [INFO ] [sig       ] [13/52] Report for 2025-10-28 already exists, skipping...
[2025-12-24T20:35:37.200431] [INFO ] [sig       ] [14/52] Processing report for 2025-10-30...
[2025-12-24T20:35:37.200464] [INFO ] [sig       ] [14/52] Report for 2025-10-30 already exists, skipping...
[2025-12-24T20:35:37.200491] [INFO ] [sig       ] [15/52] Processing report for 2025-10-31...
[2025-12-24T20:35:37.200521] [INFO ] [sig       ] [15/52] Report for 2025-10-31 already exists, skipping...
[2025-12-24T20:35:37.200547] [INFO ] [sig       ] [16/52] Processing report for 2025-11-03...
[2025-12-24T20:35:37.200791] [INFO ] [sig       ] [16/52] Report for 2025-11-03 already exists, skipping...
[2025-12-24T20:35:37.200820] [INFO ] [sig       ] [17/52] Processing report for 2025-11-04...
[2025-12-24T20:35:37.200850] [INFO ] [sig       ] [17/52] Report for 2025-11-04 already exists, skipping...
[2025-12-24T20:35:37.200877] [INFO ] [sig       ] [18/52] Processing report for 2025-11-05...
[2025-12-24T20:35:37.200907] [INFO ] [sig       ] [18/52] Report for 2025-11-05 already exists, skipping...
[2025-12-24T20:35:37.200934] [INFO ] [sig       ] [19/52] Processing report for 2025-11-06...
[2025-12-24T20:35:37.200964] [INFO ] [sig       ] [19/52] Report for 2025-11-06 already exists, skipping...
[2025-12-24T20:35:37.200990] [INFO ] [sig       ] [20/52] Processing report for 2025-11-07...
[2025-12-24T20:35:37.201021] [INFO ] [sig       ] [20/52] Report for 2025-11-07 already exists, skipping...
[2025-12-24T20:35:37.201046] [INFO ] [sig       ] [21/52] Processing report for 2025-11-10...
[2025-12-24T20:35:37.201076] [INFO ] [sig       ] [21/52] Report for 2025-11-10 already exists, skipping...
[2025-12-24T20:35:37.201102] [INFO ] [sig       ] [22/52] Processing report for 2025-11-11...
[2025-12-24T20:35:37.201131] [INFO ] [sig       ] [22/52] Report for 2025-11-11 already exists, skipping...
[2025-12-24T20:35:37.201157] [INFO ] [sig       ] [23/52] Processing report for 2025-11-12...
[2025-12-24T20:35:37.201187] [INFO ] [sig       ] [23/52] Report for 2025-11-12 already exists, skipping...
[2025-12-24T20:35:37.201212] [INFO ] [sig       ] [24/52] Processing report for 2025-11-13...
[2025-12-24T20:35:37.201242] [INFO ] [sig       ] [24/52] Report for 2025-11-13 already exists, skipping...
[2025-12-24T20:35:37.201268] [INFO ] [sig       ] [25/52] Processing report for 2025-11-17...
[2025-12-24T20:35:37.201298] [INFO ] [sig       ] [25/52] Report for 2025-11-17 already exists, skipping...
[2025-12-24T20:35:37.201323] [INFO ] [sig       ] [26/52] Processing report for 2025-11-18...
[2025-12-24T20:35:37.201353] [INFO ] [sig       ] [26/52] Report for 2025-11-18 already exists, skipping...
[2025-12-24T20:35:37.201380] [INFO ] [sig       ] [27/52] Processing report for 2025-11-19...
[2025-12-24T20:35:37.201410] [INFO ] [sig       ] [27/52] Report for 2025-11-19 already exists, skipping...
[2025-12-24T20:35:37.201441] [INFO ] [sig       ] [28/52] Processing report for 2025-11-20...
[2025-12-24T20:35:37.201478] [INFO ] [sig       ] [28/52] Report for 2025-11-20 already exists, skipping...
[2025-12-24T20:35:37.201506] [INFO ] [sig       ] [29/52] Processing report for 2025-11-21...
[2025-12-24T20:35:37.201536] [INFO ] [sig       ] [29/52] Report for 2025-11-21 already exists, skipping...
[2025-12-24T20:35:37.201565] [INFO ] [sig       ] [30/52] Processing report for 2025-11-24...
[2025-12-24T20:35:37.201615] [INFO ] [sig       ] [30/52] Report for 2025-11-24 already exists, skipping...
[2025-12-24T20:35:37.201642] [INFO ] [sig       ] [31/52] Processing report for 2025-11-25...
[2025-12-24T20:35:37.201672] [INFO ] [sig       ] [31/52] Report for 2025-11-25 already exists, skipping...
[2025-12-24T20:35:37.201698] [INFO ] [sig       ] [32/52] Processing report for 2025-11-26...
[2025-12-24T20:35:37.201729] [INFO ] [sig       ] [32/52] Report for 2025-11-26 already exists, skipping...
[2025-12-24T20:35:37.201755] [INFO ] [sig       ] [33/52] Processing report for 2025-11-28...
[2025-12-24T20:35:37.201794] [INFO ] [sig       ] [33/52] Report for 2025-11-28 already exists, skipping...
[2025-12-24T20:35:37.201822] [INFO ] [sig       ] [34/52] Processing report for 2025-12-01...
[2025-12-24T20:35:37.201859] [INFO ] [sig       ] [34/52] Report for 2025-12-01 already exists, skipping...
[2025-12-24T20:35:37.201887] [INFO ] [sig       ] [35/52] Processing report for 2025-12-02...
[2025-12-24T20:35:37.201916] [INFO ] [sig       ] [35/52] Report for 2025-12-02 already exists, skipping...
[2025-12-24T20:35:37.201942] [INFO ] [sig       ] [36/52] Processing report for 2025-12-03...
[2025-12-24T20:35:37.201973] [INFO ] [sig       ] [36/52] Report for 2025-12-03 already exists, skipping...
[2025-12-24T20:35:37.201999] [INFO ] [sig       ] [37/52] Processing report for 2025-12-04...
[2025-12-24T20:35:37.202047] [INFO ] [sig       ] [37/52] Report for 2025-12-04 already exists, skipping...
[2025-12-24T20:35:37.202075] [INFO ] [sig       ] [38/52] Processing report for 2025-12-05...
[2025-12-24T20:35:37.202106] [INFO ] [sig       ] [38/52] Report for 2025-12-05 already exists, skipping...
[2025-12-24T20:35:37.202131] [INFO ] [sig       ] [39/52] Processing report for 2025-12-08...
[2025-12-24T20:35:37.202161] [INFO ] [sig       ] [39/52] Report for 2025-12-08 already exists, skipping...
[2025-12-24T20:35:37.202187] [INFO ] [sig       ] [40/52] Processing report for 2025-12-09...
[2025-12-24T20:35:37.202217] [INFO ] [sig       ] [40/52] Report for 2025-12-09 already exists, skipping...
[2025-12-24T20:35:37.202243] [INFO ] [sig       ] [41/52] Processing report for 2025-12-10...
[2025-12-24T20:35:37.202282] [INFO ] [sig       ] [41/52] Report for 2025-12-10 already exists, skipping...
[2025-12-24T20:35:37.202311] [INFO ] [sig       ] [42/52] Processing report for 2025-12-11...
[2025-12-24T20:35:37.202342] [INFO ] [sig       ] [42/52] Report for 2025-12-11 already exists, skipping...
[2025-12-24T20:35:37.202367] [INFO ] [sig       ] [43/52] Processing report for 2025-12-12...
[2025-12-24T20:35:37.202398] [INFO ] [sig       ] [43/52] Report for 2025-12-12 already exists, skipping...
[2025-12-24T20:35:37.202423] [INFO ] [sig       ] [44/52] Processing report for 2025-12-15...
[2025-12-24T20:35:37.202453] [INFO ] [sig       ] [44/52] Report for 2025-12-15 already exists, skipping...
[2025-12-24T20:35:37.202479] [INFO ] [sig       ] [45/52] Processing report for 2025-12-16...
[2025-12-24T20:35:37.202516] [INFO ] [sig       ] [45/52] Report for 2025-12-16 already exists, skipping...
[2025-12-24T20:35:37.202544] [INFO ] [sig       ] [46/52] Processing report for 2025-12-17...
[2025-12-24T20:35:37.202592] [INFO ] [sig       ] [46/52] Report for 2025-12-17 already exists, skipping...
[2025-12-24T20:35:37.202621] [INFO ] [sig       ] [47/52] Processing report for 2025-12-18...
[2025-12-24T20:35:37.202652] [INFO ] [sig       ] [47/52] Report for 2025-12-18 already exists, skipping...
[2025-12-24T20:35:37.202677] [INFO ] [sig       ] [48/52] Processing report for 2025-12-19...
[2025-12-24T20:35:37.202708] [INFO ] [sig       ] [48/52] Report for 2025-12-19 already exists, skipping...
[2025-12-24T20:35:37.202740] [INFO ] [sig       ] [49/52] Processing report for 2025-12-22...
[2025-12-24T20:35:37.202793] [INFO ] [sig       ] [49/52] Report for 2025-12-22 already exists, skipping...
[2025-12-24T20:35:37.202821] [INFO ] [sig       ] [50/52] Processing report for 2025-12-23...
[2025-12-24T20:35:37.202860] [INFO ] [sig       ] [50/52] Report for 2025-12-23 already exists, skipping...
[2025-12-24T20:35:37.202888] [INFO ] [sig       ] [51/52] Processing report for 2025-12-24...
[2025-12-24T20:35:37.202919] [INFO ] [sig       ] [51/52] Report for 2025-12-24 already exists, skipping...
[2025-12-24T20:35:37.202944] [INFO ] [sig       ] [52/52] Processing report for 2025-12-26...
[2025-12-24T20:35:37.273968] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.274113] [DEBUG] [LOCAL     ] Loaded configuration for NVAX: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.274198] [DEBUG] [LOCAL     ] Loaded configuration for NTRS: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.274265] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.274331] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.274412] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 1 features, 100.0% accuracy
[2025-12-24T20:35:37.274482] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.274545] [DEBUG] [LOCAL     ] Loaded configuration for PWP: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.274631] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.274695] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.274766] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.274832] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.274905] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.274969] [DEBUG] [LOCAL     ] Loaded configuration for COEP: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.275041] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.275106] [DEBUG] [LOCAL     ] Loaded configuration for RGLD: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.275179] [DEBUG] [LOCAL     ] Loaded configuration for WSC: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.275256] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.275320] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.275382] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.275447] [DEBUG] [LOCAL     ] Loaded configuration for NGNE: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.275512] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.275591] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.275657] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.275720] [DEBUG] [LOCAL     ] Loaded configuration for TRS: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.275792] [DEBUG] [LOCAL     ] Loaded configuration for GOSS: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.275857] [DEBUG] [LOCAL     ] Loaded configuration for TCBI: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.275920] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.275989] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.276053] [DEBUG] [LOCAL     ] Loaded configuration for HUBG: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.276114] [DEBUG] [LOCAL     ] Loaded configuration for ADTX: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.276190] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.276261] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.276349] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 6 features, 90.0% accuracy
[2025-12-24T20:35:37.276415] [DEBUG] [LOCAL     ] Loaded configuration for SKYY: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.276483] [DEBUG] [LOCAL     ] Loaded configuration for TNGX: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.276545] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.276626] [DEBUG] [LOCAL     ] Loaded configuration for INTZ: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.276690] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.276753] [DEBUG] [LOCAL     ] Loaded configuration for J: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.276815] [DEBUG] [LOCAL     ] Loaded configuration for GFS: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.276877] [DEBUG] [LOCAL     ] Loaded configuration for FJP: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.276961] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.277023] [DEBUG] [LOCAL     ] Loaded configuration for MGIC: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.277097] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.277161] [DEBUG] [LOCAL     ] Loaded configuration for FFIN: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.277232] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.277297] [DEBUG] [LOCAL     ] Loaded configuration for MTCH: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.277375] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.277446] [DEBUG] [LOCAL     ] Loaded configuration for BILI: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.277515] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.277601] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.277670] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.277733] [DEBUG] [LOCAL     ] Loaded configuration for PEP: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.277796] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.277859] [DEBUG] [LOCAL     ] Loaded configuration for SCHL: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.277922] [DEBUG] [LOCAL     ] Loaded configuration for KROS: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.277984] [DEBUG] [LOCAL     ] Loaded configuration for UPC: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.278056] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.278121] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.278183] [DEBUG] [LOCAL     ] Loaded configuration for XBIL: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.278244] [DEBUG] [LOCAL     ] Loaded configuration for ASND: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.278307] [DEBUG] [LOCAL     ] Loaded configuration for FTGC: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.278369] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.278439] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.278529] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.278614] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.278678] [DEBUG] [LOCAL     ] Loaded configuration for TSHA: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.278742] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 3 features, 50.0% accuracy
[2025-12-24T20:35:37.278812] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.278874] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.279174] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.279247] [DEBUG] [LOCAL     ] Loaded configuration for ERII: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.279361] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.279429] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.279496] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.279600] [DEBUG] [LOCAL     ] Loaded configuration for FARM: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.279678] [DEBUG] [LOCAL     ] Loaded configuration for VRRM: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.279747] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.279823] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.279886] [DEBUG] [LOCAL     ] Loaded configuration for SKWD: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.279949] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.280011] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.280074] [DEBUG] [LOCAL     ] Loaded configuration for AAOI: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.280135] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.280197] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.280257] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.280326] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.280390] [DEBUG] [LOCAL     ] Loaded configuration for EPSN: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.280511] [DEBUG] [LOCAL     ] Loaded configuration for IDN: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.280635] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.280730] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 6 features, 80.0% accuracy
[2025-12-24T20:35:37.280796] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.280859] [DEBUG] [LOCAL     ] Loaded configuration for CCEC: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.280919] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.280980] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.281042] [DEBUG] [LOCAL     ] Loaded configuration for CCRN: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.281102] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.281163] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.281232] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.281295] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.281356] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.281427] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.281501] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.281598] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.281675] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.281758] [DEBUG] [LOCAL     ] Loaded configuration for CTMX: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.281830] [DEBUG] [LOCAL     ] Loaded configuration for PDP: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.281893] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.281969] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.282039] [DEBUG] [LOCAL     ] Loaded configuration for AIMD: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.282101] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.282161] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.282241] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.282302] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.282370] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.282439] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.282500] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.282560] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.282641] [DEBUG] [LOCAL     ] Loaded configuration for TDSC: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.282702] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.282775] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.282854] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.282915] [DEBUG] [LOCAL     ] Loaded configuration for APOG: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.282975] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.283033] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.283093] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 6 features, 100.0% accuracy
[2025-12-24T20:35:37.283151] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.283211] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.283271] [DEBUG] [LOCAL     ] Loaded configuration for SOUN: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.283331] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.283390] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.283452] [DEBUG] [LOCAL     ] Loaded configuration for SSP: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.283523] [DEBUG] [LOCAL     ] Loaded configuration for FCFS: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.283602] [DEBUG] [LOCAL     ] Loaded configuration for OTLY: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.283666] [DEBUG] [LOCAL     ] Loaded configuration for DWAS: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.283736] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.283798] [DEBUG] [LOCAL     ] Loaded configuration for NVEC: 1 features, 40.0% accuracy
[2025-12-24T20:35:37.283864] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.283942] [DEBUG] [LOCAL     ] Loaded configuration for SIBN: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.284005] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.284068] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.284129] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.284189] [DEBUG] [LOCAL     ] Loaded configuration for WING: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.284251] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.284319] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.284381] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.284443] [DEBUG] [LOCAL     ] Loaded configuration for JMSB: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.284507] [DEBUG] [LOCAL     ] Loaded configuration for FRME: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.284568] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.284655] [DEBUG] [LOCAL     ] Loaded configuration for LASE: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.284717] [DEBUG] [LOCAL     ] Loaded configuration for OABI: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.284785] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.284855] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.284920] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.284995] [DEBUG] [LOCAL     ] Loaded configuration for SLDP: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.285065] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.285129] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.285190] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.285253] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.285313] [DEBUG] [LOCAL     ] Loaded configuration for ESGD: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.285374] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.285444] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.285511] [DEBUG] [LOCAL     ] Loaded configuration for ACNB: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.285587] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.285661] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.285724] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.285785] [DEBUG] [LOCAL     ] Loaded configuration for CLRB: 2 features, 50.0% accuracy
[2025-12-24T20:35:37.285847] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.285908] [DEBUG] [LOCAL     ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.285969] [DEBUG] [LOCAL     ] Loaded configuration for ISSC: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.286031] [DEBUG] [LOCAL     ] Loaded configuration for ANGI: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.286091] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.286153] [DEBUG] [LOCAL     ] Loaded configuration for MYGN: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.286215] [DEBUG] [LOCAL     ] Loaded configuration for NEO: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.286275] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.286335] [DEBUG] [LOCAL     ] Loaded configuration for GPRE: 1 features, 100.0% accuracy
[2025-12-24T20:35:37.286397] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.286462] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.286523] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.286601] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.286674] [DEBUG] [LOCAL     ] Loaded configuration for CB: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.286736] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.286822] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.286903] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.286967] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.287027] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.287088] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.287148] [DEBUG] [LOCAL     ] Loaded configuration for DRVN: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.287220] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.287289] [DEBUG] [LOCAL     ] Loaded configuration for FFBC: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.287352] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.287413] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.287478] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.287541] [DEBUG] [LOCAL     ] Loaded configuration for LIN: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.287624] [DEBUG] [LOCAL     ] Loaded configuration for PFF: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.287688] [DEBUG] [LOCAL     ] Loaded configuration for OFIX: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.287750] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy
[2025-12-24T20:35:37.287819] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.287883] [DEBUG] [LOCAL     ] Loaded configuration for ALTS: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.287945] [DEBUG] [LOCAL     ] Loaded configuration for ALAB: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.288008] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.288069] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.288130] [DEBUG] [LOCAL     ] Loaded configuration for ACON: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.288198] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.288274] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.288337] [DEBUG] [LOCAL     ] Loaded configuration for COFS: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.288398] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.288461] [DEBUG] [LOCAL     ] Loaded configuration for NTNX: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.288526] [DEBUG] [LOCAL     ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.288611] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.288853] [DEBUG] [LOCAL     ] Loaded configuration for REGN: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.288915] [DEBUG] [LOCAL     ] Loaded configuration for CACC: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.288976] [DEBUG] [LOCAL     ] Loaded configuration for TMCI: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.289037] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.289108] [DEBUG] [LOCAL     ] Loaded configuration for CION: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.289171] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.289231] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.289315] [DEBUG] [LOCAL     ] Loaded configuration for PRCH: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.289377] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.289439] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.289508] [DEBUG] [LOCAL     ] Loaded configuration for DVAX: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.289794] [DEBUG] [LOCAL     ] Loaded configuration for CECO: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.289859] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.289919] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.289977] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.290035] [DEBUG] [LOCAL     ] Loaded configuration for OSIS: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.290094] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.290154] [DEBUG] [LOCAL     ] Loaded configuration for NWE: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.290221] [DEBUG] [LOCAL     ] Loaded configuration for CODA: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.290283] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.290344] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.290406] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.290466] [DEBUG] [LOCAL     ] Loaded configuration for ORGO: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.290524] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.290601] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.290664] [DEBUG] [LOCAL     ] Loaded configuration for MPB: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.290722] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.290783] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.290841] [DEBUG] [LOCAL     ] Loaded configuration for GOOG: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.290900] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.290961] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.291021] [DEBUG] [LOCAL     ] Loaded configuration for AIP: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.291089] [DEBUG] [LOCAL     ] Loaded configuration for EDAP: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.291150] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.291209] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.291268] [DEBUG] [LOCAL     ] Loaded configuration for CPSS: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.291329] [DEBUG] [LOCAL     ] Loaded configuration for HIFS: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.291389] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.291458] [DEBUG] [LOCAL     ] Loaded configuration for ALXO: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.291518] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.291594] [DEBUG] [LOCAL     ] Loaded configuration for HUMA: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.291658] [DEBUG] [LOCAL     ] Loaded configuration for BG: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.291717] [DEBUG] [LOCAL     ] Loaded configuration for CMPX: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.291777] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.291855] [DEBUG] [LOCAL     ] Loaded configuration for ORKA: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.291916] [DEBUG] [LOCAL     ] Loaded configuration for THFF: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.291976] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.292047] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.292109] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.292177] [DEBUG] [LOCAL     ] Loaded configuration for INMB: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.292237] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.292296] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.292356] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.292415] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.292475] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.292546] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.292639] [DEBUG] [LOCAL     ] Loaded configuration for SPAI: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.292873] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.292936] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.293010] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.293080] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.293142] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.293203] [DEBUG] [LOCAL     ] Loaded configuration for LYEL: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.293263] [DEBUG] [LOCAL     ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy
[2025-12-24T20:35:37.293323] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.293383] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.293452] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.293515] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.293598] [DEBUG] [LOCAL     ] Loaded configuration for OXLC: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.293848] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.293918] [DEBUG] [LOCAL     ] Loaded configuration for FEMS: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.293979] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.294038] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.294097] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.294156] [DEBUG] [LOCAL     ] Loaded configuration for BLBD: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.294215] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.294275] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.294334] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.294393] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.294456] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.294515] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.294596] [DEBUG] [LOCAL     ] Loaded configuration for ACHC: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.294660] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.294733] [DEBUG] [LOCAL     ] Loaded configuration for PAA: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.294801] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.294862] [DEBUG] [LOCAL     ] Loaded configuration for CTBI: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.294921] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.294989] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.295060] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.295123] [DEBUG] [LOCAL     ] Loaded configuration for IMMP: 3 features, 50.0% accuracy
[2025-12-24T20:35:37.295183] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.295243] [DEBUG] [LOCAL     ] Loaded configuration for SGBX: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.295303] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.295362] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.295420] [DEBUG] [LOCAL     ] Loaded configuration for AXON: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.295481] [DEBUG] [LOCAL     ] Loaded configuration for RDVY: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.295542] [DEBUG] [LOCAL     ] Loaded configuration for PAYS: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.295633] [DEBUG] [LOCAL     ] Loaded configuration for RIME: 6 features, 80.0% accuracy
[2025-12-24T20:35:37.295705] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.295767] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.295837] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.295897] [DEBUG] [LOCAL     ] Loaded configuration for BUG: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.295956] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.296015] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.296082] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.296145] [DEBUG] [LOCAL     ] Loaded configuration for SNY: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.296206] [DEBUG] [LOCAL     ] Loaded configuration for GWRS: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.296282] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.296344] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.296414] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.296490] [DEBUG] [LOCAL     ] Loaded configuration for BE: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.296553] [DEBUG] [LOCAL     ] Loaded configuration for ULY: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.296633] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.296700] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.296761] [DEBUG] [LOCAL     ] Loaded configuration for PFM: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.296840] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy
[2025-12-24T20:35:37.296911] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.296973] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.297034] [DEBUG] [LOCAL     ] Loaded configuration for VERX: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.297094] [DEBUG] [LOCAL     ] Loaded configuration for NB: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.297161] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.297221] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.297290] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.297352] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.297412] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.297480] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.297551] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.297635] [DEBUG] [LOCAL     ] Loaded configuration for GGLS: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.297698] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.297759] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.297820] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.297880] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.297940] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.298001] [DEBUG] [LOCAL     ] Loaded configuration for JAMF: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.298064] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.298133] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.298203] [DEBUG] [LOCAL     ] Loaded configuration for ATRO: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.298265] [DEBUG] [LOCAL     ] Loaded configuration for CRON: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.298326] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.298388] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.298462] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.298523] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.298610] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 7 features, 90.0% accuracy
[2025-12-24T20:35:37.298686] [DEBUG] [LOCAL     ] Loaded configuration for GRFS: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.298748] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.298808] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.298869] [DEBUG] [LOCAL     ] Loaded configuration for LILA: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.298939] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.299002] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.299064] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.299125] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.299185] [DEBUG] [LOCAL     ] Loaded configuration for FWRG: 2 features, 50.0% accuracy
[2025-12-24T20:35:37.299245] [DEBUG] [LOCAL     ] Loaded configuration for UPXI: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.299360] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.299423] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.299483] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.299543] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.299624] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.299686] [DEBUG] [LOCAL     ] Loaded configuration for FITBO: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.299745] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.299804] [DEBUG] [LOCAL     ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.299865] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.299926] [DEBUG] [LOCAL     ] Loaded configuration for VPLS: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.300002] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.300066] [DEBUG] [LOCAL     ] Loaded configuration for BWB: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.300138] [DEBUG] [LOCAL     ] Loaded configuration for DMAC: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.300199] [DEBUG] [LOCAL     ] Loaded configuration for PACB: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.300260] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.300331] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.300394] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.300459] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.300530] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.300610] [DEBUG] [LOCAL     ] Loaded configuration for KPRX: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.300674] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.300735] [DEBUG] [LOCAL     ] Loaded configuration for AMCX: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.300807] [DEBUG] [LOCAL     ] Loaded configuration for CCD: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.300877] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.300940] [DEBUG] [LOCAL     ] Loaded configuration for SPRC: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.301004] [DEBUG] [LOCAL     ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy
[2025-12-24T20:35:37.301068] [DEBUG] [LOCAL     ] Loaded configuration for RPTX: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.301129] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.301189] [DEBUG] [LOCAL     ] Loaded configuration for DSP: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.301251] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.301320] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.301380] [DEBUG] [LOCAL     ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.301451] [DEBUG] [LOCAL     ] Loaded configuration for CGO: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.301551] [DEBUG] [LOCAL     ] Loaded configuration for FGEN: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.301638] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.301710] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.301773] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.301838] [DEBUG] [LOCAL     ] Loaded configuration for FEX: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.301899] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.301961] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.302022] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.302084] [DEBUG] [LOCAL     ] Loaded configuration for LCID: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.302145] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.302214] [DEBUG] [LOCAL     ] Loaded configuration for PH: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.302286] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.302349] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.302411] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.302473] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.302542] [DEBUG] [LOCAL     ] Loaded configuration for AFYA: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.302624] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.302689] [DEBUG] [LOCAL     ] Loaded configuration for SNGX: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.302751] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.302825] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.302890] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.302951] [DEBUG] [LOCAL     ] Loaded configuration for BCML: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.303250] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.303324] [DEBUG] [LOCAL     ] Loaded configuration for CBNK: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.303385] [DEBUG] [LOCAL     ] Loaded configuration for PROK: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.303447] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.303510] [DEBUG] [LOCAL     ] Loaded configuration for KSPI: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.303569] [DEBUG] [LOCAL     ] Loaded configuration for FRSX: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.303692] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.303757] [DEBUG] [LOCAL     ] Loaded configuration for AMDL: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.303837] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.303900] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.303962] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.304023] [DEBUG] [LOCAL     ] Loaded configuration for GBIO: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.304083] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.304153] [DEBUG] [LOCAL     ] Loaded configuration for SVRA: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.304216] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.304278] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.304339] [DEBUG] [LOCAL     ] Loaded configuration for SURG: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.304402] [DEBUG] [LOCAL     ] Loaded configuration for GAMB: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.304466] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.304530] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.304624] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.304689] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.304751] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.304812] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 50.0% accuracy
[2025-12-24T20:35:37.304873] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.304935] [DEBUG] [LOCAL     ] Loaded configuration for QLYS: 1 features, 100.0% accuracy
[2025-12-24T20:35:37.304995] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.305064] [DEBUG] [LOCAL     ] Loaded configuration for HCTI: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.305127] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.305188] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.305258] [DEBUG] [LOCAL     ] Loaded configuration for PHIO: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.305342] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.305415] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.305481] [DEBUG] [LOCAL     ] Loaded configuration for GPRO: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.305541] [DEBUG] [LOCAL     ] Loaded configuration for STRA: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.305622] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.305695] [DEBUG] [LOCAL     ] Loaded configuration for FOX: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.305766] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.305830] [DEBUG] [LOCAL     ] Loaded configuration for PAHC: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.305891] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.305953] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.306015] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.306079] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.306140] [DEBUG] [LOCAL     ] Loaded configuration for GDYN: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.306210] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2025-12-24T20:35:37.306273] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.306334] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.306394] [DEBUG] [LOCAL     ] Loaded configuration for LTRX: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.306461] [DEBUG] [LOCAL     ] Loaded configuration for ACTG: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.306545] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.306630] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.306692] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.306764] [DEBUG] [LOCAL     ] Loaded configuration for CSGS: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.306836] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.306899] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.306961] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.307021] [DEBUG] [LOCAL     ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.307083] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.307145] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.307207] [DEBUG] [LOCAL     ] Loaded configuration for VRSK: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.307268] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.307329] [DEBUG] [LOCAL     ] Loaded configuration for MBIO: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.307390] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.307476] [DEBUG] [LOCAL     ] Loaded configuration for TBRG: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.307552] [DEBUG] [LOCAL     ] Loaded configuration for CDNS: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.307641] [DEBUG] [LOCAL     ] Loaded configuration for SERA: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.307714] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.307778] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.307840] [DEBUG] [LOCAL     ] Loaded configuration for AB: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.307920] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.307982] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.308052] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.308116] [DEBUG] [LOCAL     ] Loaded configuration for ABCL: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.308177] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.308248] [DEBUG] [LOCAL     ] Loaded configuration for CELZ: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.308310] [DEBUG] [LOCAL     ] Loaded configuration for SHOO: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.308371] [DEBUG] [LOCAL     ] Loaded configuration for FND: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.308442] [DEBUG] [LOCAL     ] Loaded configuration for SMTI: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.308518] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.308620] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.308685] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.308745] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 1 features, 100.0% accuracy
[2025-12-24T20:35:37.308804] [DEBUG] [LOCAL     ] Loaded configuration for SOPH: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.308865] [DEBUG] [LOCAL     ] Loaded configuration for PAX: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.308924] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.308993] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.309054] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.309122] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.309181] [DEBUG] [LOCAL     ] Loaded configuration for ENVB: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.309242] [DEBUG] [LOCAL     ] Loaded configuration for STSS: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.309343] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.309408] [DEBUG] [LOCAL     ] Loaded configuration for PLUS: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.309473] [DEBUG] [LOCAL     ] Loaded configuration for FCBC: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.309535] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.309614] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.309680] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.309750] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.309813] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.309883] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.309947] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.310008] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.310069] [DEBUG] [LOCAL     ] Loaded configuration for TRNS: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.310132] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.310194] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.310255] [DEBUG] [LOCAL     ] Loaded configuration for MLCO: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.310317] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.310389] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.310466] [DEBUG] [LOCAL     ] Loaded configuration for RGEN: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.310539] [DEBUG] [LOCAL     ] Loaded configuration for SMBC: 0 features, 50.0% accuracy
[2025-12-24T20:35:37.310621] [DEBUG] [LOCAL     ] Loaded configuration for CONL: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.310683] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.310754] [DEBUG] [LOCAL     ] Loaded configuration for ELAB: 0 features, 50.0% accuracy
[2025-12-24T20:35:37.310817] [DEBUG] [LOCAL     ] Loaded configuration for UNCY: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.310877] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.310938] [DEBUG] [LOCAL     ] Loaded configuration for BELFA: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.310999] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.311060] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.311122] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.311186] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.311247] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.311335] [DEBUG] [LOCAL     ] Loaded configuration for QFIN: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.311399] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-12-24T20:35:37.311469] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.311532] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.311614] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.311686] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.311750] [DEBUG] [LOCAL     ] Loaded configuration for ROE: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.311812] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.311873] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.311934] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.312003] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.312074] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.312137] [DEBUG] [LOCAL     ] Loaded configuration for AN: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.312198] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.312260] [DEBUG] [LOCAL     ] Loaded configuration for UITB: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.312321] [DEBUG] [LOCAL     ] Loaded configuration for APM: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.312382] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.312448] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.312508] [DEBUG] [LOCAL     ] Loaded configuration for NNE: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.312597] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.312672] [DEBUG] [LOCAL     ] Loaded configuration for FMHI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.312735] [DEBUG] [LOCAL     ] Loaded configuration for WDFC: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.312795] [DEBUG] [LOCAL     ] Loaded configuration for QMOM: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.312856] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.312917] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.312995] [DEBUG] [LOCAL     ] Loaded configuration for MSEX: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.313058] [DEBUG] [LOCAL     ] Loaded configuration for ULH: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.313119] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.313181] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 6 features, 80.0% accuracy
[2025-12-24T20:35:37.313241] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.313304] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.313364] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.313425] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.313486] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.313547] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.313636] [DEBUG] [LOCAL     ] Loaded configuration for AM: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.313699] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.313760] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.313823] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.313884] [DEBUG] [LOCAL     ] Loaded configuration for STBA: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.313945] [DEBUG] [LOCAL     ] Loaded configuration for ALTI: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.314005] [DEBUG] [LOCAL     ] Loaded configuration for PCVX: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.314067] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.314127] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.314188] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.314248] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.314319] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.314394] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.314456] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.314521] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.314599] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.314664] [DEBUG] [LOCAL     ] Loaded configuration for CNXC: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.314725] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.314786] [DEBUG] [LOCAL     ] Loaded configuration for TBLA: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.314848] [DEBUG] [LOCAL     ] Loaded configuration for COCO: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.314909] [DEBUG] [LOCAL     ] Loaded configuration for CAAS: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.314970] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.315031] [DEBUG] [LOCAL     ] Loaded configuration for SANA: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.315091] [DEBUG] [LOCAL     ] Loaded configuration for VTIP: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.315152] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.315213] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.315274] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.315345] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.315423] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.315501] [DEBUG] [LOCAL     ] Loaded configuration for FTAI: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.315563] [DEBUG] [LOCAL     ] Loaded configuration for FDBC: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.315643] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.315706] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.315767] [DEBUG] [LOCAL     ] Loaded configuration for CLDX: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.315829] [DEBUG] [LOCAL     ] Loaded configuration for BTF: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.315899] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.315979] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.316043] [DEBUG] [LOCAL     ] Loaded configuration for IMPP: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.316104] [DEBUG] [LOCAL     ] Loaded configuration for IESC: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.316165] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.316227] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.316287] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.316349] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 5 features, 100.0% accuracy
[2025-12-24T20:35:37.316411] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.316481] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.316551] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.316646] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.316720] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.316781] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.316863] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.316933] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.316994] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.317063] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.317123] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.317184] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.317245] [DEBUG] [LOCAL     ] Loaded configuration for OCCI: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.317307] [DEBUG] [LOCAL     ] Loaded configuration for XOS: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.317368] [DEBUG] [LOCAL     ] Loaded configuration for GOOD: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.317430] [DEBUG] [LOCAL     ] Loaded configuration for VKTX: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.317499] [DEBUG] [LOCAL     ] Loaded configuration for INBK: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.317560] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.317643] [DEBUG] [LOCAL     ] Loaded configuration for HLAL: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.317713] [DEBUG] [LOCAL     ] Loaded configuration for LI: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.317787] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2025-12-24T20:35:37.317849] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.317911] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.317997] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.318060] [DEBUG] [LOCAL     ] Loaded configuration for EXC: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.318122] [DEBUG] [LOCAL     ] Loaded configuration for CPZ: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.318183] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.318245] [DEBUG] [LOCAL     ] Loaded configuration for PRTA: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.318315] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.318378] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.318443] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.318509] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.318592] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.318660] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.318722] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.318791] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.318862] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.318926] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.318988] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.319050] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.319112] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-12-24T20:35:37.319183] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.319244] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.319338] [DEBUG] [LOCAL     ] Loaded configuration for INVE: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.319401] [DEBUG] [LOCAL     ] Loaded configuration for EWZS: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.319463] [DEBUG] [LOCAL     ] Loaded configuration for NSSC: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.319528] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.319607] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.319680] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.319742] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.319803] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.319864] [DEBUG] [LOCAL     ] Loaded configuration for TTD: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.319937] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.320005] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.320067] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.320127] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.320188] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.320257] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.320319] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.320379] [DEBUG] [LOCAL     ] Loaded configuration for LAKE: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.320440] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.320510] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.320568] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.320649] [DEBUG] [LOCAL     ] Loaded configuration for TRIN: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.320728] [DEBUG] [LOCAL     ] Loaded configuration for FUNC: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.320790] [DEBUG] [LOCAL     ] Loaded configuration for NHTC: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.320850] [DEBUG] [LOCAL     ] Loaded configuration for MDB: 0 features, 50.0% accuracy
[2025-12-24T20:35:37.320912] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.320971] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.321044] [DEBUG] [LOCAL     ] Loaded configuration for STLD: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.321106] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.321173] [DEBUG] [LOCAL     ] Loaded configuration for ADBE: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.321235] [DEBUG] [LOCAL     ] Loaded configuration for HAIN: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.321295] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.321355] [DEBUG] [LOCAL     ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.321415] [DEBUG] [LOCAL     ] Loaded configuration for NDSN: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.321489] [DEBUG] [LOCAL     ] Loaded configuration for RRBI: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.321551] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.321635] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.321696] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.321756] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.321816] [DEBUG] [LOCAL     ] Loaded configuration for GDRX: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.321875] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.321935] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.321993] [DEBUG] [LOCAL     ] Loaded configuration for PNFP: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.322062] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.322124] [DEBUG] [LOCAL     ] Loaded configuration for SNTI: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.322183] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.322252] [DEBUG] [LOCAL     ] Loaded configuration for COO: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.322312] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.322372] [DEBUG] [LOCAL     ] Loaded configuration for FBIO: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.322431] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.322490] [DEBUG] [LOCAL     ] Loaded configuration for GO: 4 features, 50.0% accuracy
[2025-12-24T20:35:37.322568] [DEBUG] [LOCAL     ] Loaded configuration for SARK: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.322655] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.322714] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.322774] [DEBUG] [LOCAL     ] Loaded configuration for AGIO: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.322834] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.322904] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.322972] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.323033] [DEBUG] [LOCAL     ] Loaded configuration for ICFI: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.323105] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.323175] [DEBUG] [LOCAL     ] Loaded configuration for CZNC: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.323243] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.323304] [DEBUG] [LOCAL     ] Loaded configuration for PCH: 3 features, 50.0% accuracy
[2025-12-24T20:35:37.323363] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.323423] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 1 features, 40.0% accuracy
[2025-12-24T20:35:37.323483] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.323543] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.323621] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.323684] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.323752] [DEBUG] [LOCAL     ] Loaded configuration for FMNB: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.323814] [DEBUG] [LOCAL     ] Loaded configuration for MDAI: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.323875] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.323937] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 5 features, 100.0% accuracy
[2025-12-24T20:35:37.323997] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.324057] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.324116] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.324176] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.324236] [DEBUG] [LOCAL     ] Loaded configuration for MDGL: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.324295] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.324355] [DEBUG] [LOCAL     ] Loaded configuration for TUGN: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.324415] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.324474] [DEBUG] [LOCAL     ] Loaded configuration for ANIP: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.324534] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.324611] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.324673] [DEBUG] [LOCAL     ] Loaded configuration for FTCS: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.324732] [DEBUG] [LOCAL     ] Loaded configuration for LITE: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.324792] [DEBUG] [LOCAL     ] Loaded configuration for DAPP: 3 features, 50.0% accuracy
[2025-12-24T20:35:37.324854] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.324922] [DEBUG] [LOCAL     ] Loaded configuration for BFC: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.324982] [DEBUG] [LOCAL     ] Loaded configuration for SLQD: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.325042] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.325102] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.325162] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.325249] [DEBUG] [LOCAL     ] Loaded configuration for VXUS: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.325314] [DEBUG] [LOCAL     ] Loaded configuration for HOTH: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.325384] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2025-12-24T20:35:37.325447] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.325509] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.325589] [DEBUG] [LOCAL     ] Loaded configuration for CDRO: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.325655] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.325716] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.325777] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.325841] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.325902] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.325962] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.326024] [DEBUG] [LOCAL     ] Loaded configuration for LIVN: 6 features, 80.0% accuracy
[2025-12-24T20:35:37.326085] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.326148] [DEBUG] [LOCAL     ] Loaded configuration for MBS: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.326444] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.326518] [DEBUG] [LOCAL     ] Loaded configuration for BWMN: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.326598] [DEBUG] [LOCAL     ] Loaded configuration for ARRY: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.326663] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.326724] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.326786] [DEBUG] [LOCAL     ] Loaded configuration for CING: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.326847] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.326907] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.326968] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.327030] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.327092] [DEBUG] [LOCAL     ] Loaded configuration for KRMD: 3 features, 50.0% accuracy
[2025-12-24T20:35:37.327153] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.327215] [DEBUG] [LOCAL     ] Loaded configuration for WBIY: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.327277] [DEBUG] [LOCAL     ] Loaded configuration for BIIB: 3 features, 50.0% accuracy
[2025-12-24T20:35:37.327339] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.327400] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.327464] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.327526] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.327608] [DEBUG] [LOCAL     ] Loaded configuration for CYTK: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.327672] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.327732] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.327802] [DEBUG] [LOCAL     ] Loaded configuration for COP: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.327863] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.327922] [DEBUG] [LOCAL     ] Loaded configuration for ATXS: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.327981] [DEBUG] [LOCAL     ] Loaded configuration for BCAL: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.328057] [DEBUG] [LOCAL     ] Loaded configuration for HTLD: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.328118] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.328177] [DEBUG] [LOCAL     ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.328244] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.328305] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.328364] [DEBUG] [LOCAL     ] Loaded configuration for PAYX: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.328432] [DEBUG] [LOCAL     ] Loaded configuration for BATRA: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.328498] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.328557] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.328636] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.328697] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.328765] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.328827] [DEBUG] [LOCAL     ] Loaded configuration for RYTM: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.328886] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.328956] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.329050] [DEBUG] [LOCAL     ] Loaded configuration for NCNO: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.329112] [DEBUG] [LOCAL     ] Loaded configuration for KLXE: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.329174] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.329234] [DEBUG] [LOCAL     ] Loaded configuration for GOVI: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.329320] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.329383] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.329452] [DEBUG] [LOCAL     ] Loaded configuration for ATRA: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.329514] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.329589] [DEBUG] [LOCAL     ] Loaded configuration for RSSS: 2 features, 50.0% accuracy
[2025-12-24T20:35:37.329654] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 4 features, 50.0% accuracy
[2025-12-24T20:35:37.329714] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.329773] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.329832] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.329901] [DEBUG] [LOCAL     ] Loaded configuration for ODD: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.329970] [DEBUG] [LOCAL     ] Loaded configuration for JSM: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.330032] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.330110] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.330171] [DEBUG] [LOCAL     ] Loaded configuration for TBBK: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.330239] [DEBUG] [LOCAL     ] Loaded configuration for RXRX: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.330299] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.330360] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.330420] [DEBUG] [LOCAL     ] Loaded configuration for ACB: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.330489] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.330560] [DEBUG] [LOCAL     ] Loaded configuration for GOCO: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.330642] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.330719] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.330781] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.330841] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.330910] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.330970] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.331029] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.331089] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.331149] [DEBUG] [LOCAL     ] Loaded configuration for NEON: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.331208] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.331268] [DEBUG] [LOCAL     ] Loaded configuration for BRAG: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.331327] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 2 features, 50.0% accuracy
[2025-12-24T20:35:37.331386] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.331447] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.331510] [DEBUG] [LOCAL     ] Loaded configuration for ENTG: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.331587] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.331652] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.331713] [DEBUG] [LOCAL     ] Loaded configuration for CGTX: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.331773] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.331833] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.331892] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.331951] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.332011] [DEBUG] [LOCAL     ] Loaded configuration for IOVA: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.332070] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.332129] [DEBUG] [LOCAL     ] Loaded configuration for MREO: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.332187] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.332246] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.332831] [DEBUG] [LOCAL     ] Loaded configuration for BSCY: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.332910] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.332974] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.333036] [DEBUG] [LOCAL     ] Loaded configuration for PFIS: 1 features, 100.0% accuracy
[2025-12-24T20:35:37.333098] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.333159] [DEBUG] [LOCAL     ] Loaded configuration for META: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.333220] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.333281] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.333341] [DEBUG] [LOCAL     ] Loaded configuration for KLAC: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.333410] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.333494] [DEBUG] [LOCAL     ] Loaded configuration for SEIC: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.333599] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.333665] [DEBUG] [LOCAL     ] Loaded configuration for MTRX: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.333737] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.333807] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.333878] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.333941] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.334004] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.334073] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.334137] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.334200] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.334262] [DEBUG] [LOCAL     ] Loaded configuration for ULBI: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.334324] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.334386] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.334448] [DEBUG] [LOCAL     ] Loaded configuration for IBTH: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.334510] [DEBUG] [LOCAL     ] Loaded configuration for PTH: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.334587] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.334666] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.334729] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.334790] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.334851] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.334911] [DEBUG] [LOCAL     ] Loaded configuration for TORO: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.334976] [DEBUG] [LOCAL     ] Loaded configuration for IBRX: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.335044] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.335106] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.335169] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.335249] [DEBUG] [LOCAL     ] Loaded configuration for GRVY: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.335311] [DEBUG] [LOCAL     ] Loaded configuration for VRA: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.335373] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.335448] [DEBUG] [LOCAL     ] Loaded configuration for FTEK: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.335523] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.335613] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.335678] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.335739] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.335801] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.335871] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.335943] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.336006] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.336085] [DEBUG] [LOCAL     ] Loaded configuration for FBNC: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.336148] [DEBUG] [LOCAL     ] Loaded configuration for VEON: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.336209] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.336271] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.336333] [DEBUG] [LOCAL     ] Loaded configuration for LFVN: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.336395] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.336457] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.336524] [DEBUG] [LOCAL     ] Loaded configuration for BLDP: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.336606] [DEBUG] [LOCAL     ] Loaded configuration for CHRD: 1 features, 40.0% accuracy
[2025-12-24T20:35:37.336847] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.336920] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.336984] [DEBUG] [LOCAL     ] Loaded configuration for VONE: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.337045] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.337107] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.337168] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.337230] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.337300] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.337362] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.337422] [DEBUG] [LOCAL     ] Loaded configuration for HFWA: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.337487] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.337549] [DEBUG] [LOCAL     ] Loaded configuration for DRS: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.337634] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.337698] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.337759] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.337821] [DEBUG] [LOCAL     ] Loaded configuration for AREC: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.337882] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.337952] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.338027] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.338090] [DEBUG] [LOCAL     ] Loaded configuration for PENN: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.338157] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.338220] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.338281] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.338342] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.338403] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.338470] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.338532] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2025-12-24T20:35:37.338619] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.338856] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 7 features, 100.0% accuracy
[2025-12-24T20:35:37.338926] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.338996] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.339060] [DEBUG] [LOCAL     ] Loaded configuration for PNRG: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.339129] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.339192] [DEBUG] [LOCAL     ] Loaded configuration for ALGS: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.339279] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.339351] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.339413] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.339844] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.339919] [DEBUG] [LOCAL     ] Loaded configuration for KSCP: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.339982] [DEBUG] [LOCAL     ] Loaded configuration for QQQX: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.340043] [DEBUG] [LOCAL     ] Loaded configuration for AKBA: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.340105] [DEBUG] [LOCAL     ] Loaded configuration for HOLX: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.340166] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.340229] [DEBUG] [LOCAL     ] Loaded configuration for PODD: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.340297] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.340369] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.340440] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.340678] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.340750] [DEBUG] [LOCAL     ] Loaded configuration for CGBD: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.340812] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.340892] [DEBUG] [LOCAL     ] Loaded configuration for EA: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.340955] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.341017] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.341078] [DEBUG] [LOCAL     ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.341141] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.341202] [DEBUG] [LOCAL     ] Loaded configuration for CIGI: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.341262] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.341321] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.341395] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.341472] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, 80.0% accuracy
[2025-12-24T20:35:37.341545] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.341633] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.341694] [DEBUG] [LOCAL     ] Loaded configuration for ATLC: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.341756] [DEBUG] [LOCAL     ] Loaded configuration for RING: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.342005] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.342065] [DEBUG] [LOCAL     ] Loaded configuration for ISRG: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.342134] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.342205] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.342274] [DEBUG] [LOCAL     ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.342334] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.342395] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.342459] [DEBUG] [LOCAL     ] Loaded configuration for GLDD: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.342519] [DEBUG] [LOCAL     ] Loaded configuration for BWAY: 6 features, 80.0% accuracy
[2025-12-24T20:35:37.342790] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.342863] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.342932] [DEBUG] [LOCAL     ] Loaded configuration for SCZ: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.342995] [DEBUG] [LOCAL     ] Loaded configuration for TCOM: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.343054] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.343115] [DEBUG] [LOCAL     ] Loaded configuration for FLEX: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.343173] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.343232] [DEBUG] [LOCAL     ] Loaded configuration for IGF: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.343291] [DEBUG] [LOCAL     ] Loaded configuration for PSC: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.343350] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.343410] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.343473] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.343532] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.343621] [DEBUG] [LOCAL     ] Loaded configuration for BTSG: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.343684] [DEBUG] [LOCAL     ] Loaded configuration for DD: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.343746] [DEBUG] [LOCAL     ] Loaded configuration for SHFS: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.343806] [DEBUG] [LOCAL     ] Loaded configuration for VVOS: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.343866] [DEBUG] [LOCAL     ] Loaded configuration for GNTX: 6 features, 80.0% accuracy
[2025-12-24T20:35:37.343925] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.343985] [DEBUG] [LOCAL     ] Loaded configuration for FISI: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.344044] [DEBUG] [LOCAL     ] Loaded configuration for AAL: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.344114] [DEBUG] [LOCAL     ] Loaded configuration for TTEK: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.344175] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.344235] [DEBUG] [LOCAL     ] Loaded configuration for BANF: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.344296] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.344356] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.344415] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.344476] [DEBUG] [LOCAL     ] Loaded configuration for LGCL: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.344535] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.344621] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.344683] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.344744] [DEBUG] [LOCAL     ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.344820] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.344882] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.344941] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.345009] [DEBUG] [LOCAL     ] Loaded configuration for ITIC: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.345071] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.345139] [DEBUG] [LOCAL     ] Loaded configuration for KOD: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.345207] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.345276] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.345338] [DEBUG] [LOCAL     ] Loaded configuration for APP: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.345407] [DEBUG] [LOCAL     ] Loaded configuration for IRWD: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.345468] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.345549] [DEBUG] [LOCAL     ] Loaded configuration for LOCO: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.345636] [DEBUG] [LOCAL     ] Loaded configuration for BCTX: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.345706] [DEBUG] [LOCAL     ] Loaded configuration for FEPI: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.345768] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.345827] [DEBUG] [LOCAL     ] Loaded configuration for FDUS: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.345904] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.345965] [DEBUG] [LOCAL     ] Loaded configuration for WSBF: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.346025] [DEBUG] [LOCAL     ] Loaded configuration for SWIM: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.346085] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.346153] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.346215] [DEBUG] [LOCAL     ] Loaded configuration for PRZO: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.346284] [DEBUG] [LOCAL     ] Loaded configuration for AMD: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.346346] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.346407] [DEBUG] [LOCAL     ] Loaded configuration for BOOM: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.346467] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.346526] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.346604] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.346677] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.346740] [DEBUG] [LOCAL     ] Loaded configuration for NBBK: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.346810] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.346871] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.346933] [DEBUG] [LOCAL     ] Loaded configuration for NWBI: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.346994] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.347055] [DEBUG] [LOCAL     ] Loaded configuration for OPBK: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.347117] [DEBUG] [LOCAL     ] Loaded configuration for AUTL: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.347178] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.347250] [DEBUG] [LOCAL     ] Loaded configuration for HQY: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.347314] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.347392] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.347459] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.347522] [DEBUG] [LOCAL     ] Loaded configuration for MLYS: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.347605] [DEBUG] [LOCAL     ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.347680] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.347743] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.347805] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.348051] [DEBUG] [LOCAL     ] Loaded configuration for TXG: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.348121] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.348184] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.348244] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.348304] [DEBUG] [LOCAL     ] Loaded configuration for COKE: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.348365] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.348426] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.348487] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.348559] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.348640] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.348702] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.348902] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.348963] [DEBUG] [LOCAL     ] Loaded configuration for FF: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.349025] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.349086] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.349148] [DEBUG] [LOCAL     ] Loaded configuration for SWBI: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.349210] [DEBUG] [LOCAL     ] Loaded configuration for PERI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.349300] [DEBUG] [LOCAL     ] Loaded configuration for WLDS: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.349371] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.349447] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.349511] [DEBUG] [LOCAL     ] Loaded configuration for CHY: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.349588] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.349654] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.349714] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.349774] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.349842] [DEBUG] [LOCAL     ] Loaded configuration for LH: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.349904] [DEBUG] [LOCAL     ] Loaded configuration for AIRG: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.349965] [DEBUG] [LOCAL     ] Loaded configuration for CETX: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.350024] [DEBUG] [LOCAL     ] Loaded configuration for LITM: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.350084] [DEBUG] [LOCAL     ] Loaded configuration for API: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.350151] [DEBUG] [LOCAL     ] Loaded configuration for UEIC: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.350229] [DEBUG] [LOCAL     ] Loaded configuration for MSFL: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.350296] [DEBUG] [LOCAL     ] Loaded configuration for BIRD: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.350357] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.350431] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.350505] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.350598] [DEBUG] [LOCAL     ] Loaded configuration for PCTY: 5 features, 60.0% accuracy
[2025-12-24T20:35:37.350662] [DEBUG] [LOCAL     ] Loaded configuration for OPXS: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.350721] [DEBUG] [LOCAL     ] Loaded configuration for NVDA: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.350780] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.350840] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.350917] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.350978] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.351037] [DEBUG] [LOCAL     ] Loaded configuration for VREX: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.351098] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.351157] [DEBUG] [LOCAL     ] Loaded configuration for VC: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.351228] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.351290] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 2 features, 50.0% accuracy
[2025-12-24T20:35:37.351349] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2025-12-24T20:35:37.351418] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.351492] [DEBUG] [LOCAL     ] Loaded configuration for TRVG: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.351565] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.351652] [DEBUG] [LOCAL     ] Loaded configuration for DGII: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.351715] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 6 features, 80.0% accuracy
[2025-12-24T20:35:37.351776] [DEBUG] [LOCAL     ] Loaded configuration for CGABL: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.351836] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.351896] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.351957] [DEBUG] [LOCAL     ] Loaded configuration for EBON: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.352020] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.352080] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.352155] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.352218] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.352277] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.352338] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.352398] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.352458] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.352525] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.352610] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.352673] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.352749] [DEBUG] [LOCAL     ] Loaded configuration for MFI: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.352810] [DEBUG] [LOCAL     ] Loaded configuration for INM: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.352870] [DEBUG] [LOCAL     ] Loaded configuration for BEEM: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.352929] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.352993] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.353053] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.353113] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.353173] [DEBUG] [LOCAL     ] Loaded configuration for GDS: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.353236] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.353298] [DEBUG] [LOCAL     ] Loaded configuration for CHI: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.353360] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.353420] [DEBUG] [LOCAL     ] Loaded configuration for FEIM: 0 features, 50.0% accuracy
[2025-12-24T20:35:37.353482] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.353542] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.353621] [DEBUG] [LOCAL     ] Loaded configuration for SNCY: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.353692] [DEBUG] [LOCAL     ] Loaded configuration for ARGX: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.353761] [DEBUG] [LOCAL     ] Loaded configuration for CDNA: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.353830] [DEBUG] [LOCAL     ] Loaded configuration for URNJ: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.353893] [DEBUG] [LOCAL     ] Loaded configuration for MARA: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.353954] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.354013] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.354074] [DEBUG] [LOCAL     ] Loaded configuration for CRDF: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.354134] [DEBUG] [LOCAL     ] Loaded configuration for WAY: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.354195] [DEBUG] [LOCAL     ] Loaded configuration for COWG: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.354255] [DEBUG] [LOCAL     ] Loaded configuration for CRDO: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.354315] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.354376] [DEBUG] [LOCAL     ] Loaded configuration for AGYS: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.354438] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.354500] [DEBUG] [LOCAL     ] Loaded configuration for ARQQ: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.354589] [DEBUG] [LOCAL     ] Loaded configuration for BNDX: 6 features, 70.0% accuracy
[2025-12-24T20:35:37.354663] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.354735] [DEBUG] [LOCAL     ] Loaded configuration for CAC: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.354796] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 3 features, 50.0% accuracy
[2025-12-24T20:35:37.354857] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.354918] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.354987] [DEBUG] [LOCAL     ] Loaded configuration for CEVA: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.355050] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.355111] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.355188] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.355250] [DEBUG] [LOCAL     ] Loaded configuration for ROCK: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.355310] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.355371] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.355433] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.355515] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2025-12-24T20:35:37.355596] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.355661] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.355723] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.355792] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.355854] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.355924] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.355997] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.356066] [DEBUG] [LOCAL     ] Loaded configuration for CE: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.356128] [DEBUG] [LOCAL     ] Loaded configuration for TWFG: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.356189] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.356250] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.356312] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.356373] [DEBUG] [LOCAL     ] Loaded configuration for VSDA: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.356447] [DEBUG] [LOCAL     ] Loaded configuration for DSGN: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.356513] [DEBUG] [LOCAL     ] Loaded configuration for VONG: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.356595] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.356659] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.356720] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.356781] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.356841] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.356901] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.356963] [DEBUG] [LOCAL     ] Loaded configuration for CRML: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.357035] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.357098] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.357160] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.357221] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.357281] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.357342] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.357403] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.357463] [DEBUG] [LOCAL     ] Loaded configuration for TECX: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.357528] [DEBUG] [LOCAL     ] Loaded configuration for ECPG: 1 features, 100.0% accuracy
[2025-12-24T20:35:37.357611] [DEBUG] [LOCAL     ] Loaded configuration for SONO: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.357692] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.357756] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.357817] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.357880] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.357941] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.358003] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.358064] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.358125] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.358186] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.358246] [DEBUG] [LOCAL     ] Loaded configuration for LVO: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.358308] [DEBUG] [LOCAL     ] Loaded configuration for FDIF: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.358369] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.358431] [DEBUG] [LOCAL     ] Loaded configuration for BMBL: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.358492] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.358562] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.358650] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.358713] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.358775] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.358848] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.358916] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.358979] [DEBUG] [LOCAL     ] Loaded configuration for BDTX: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.359041] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.359102] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.359163] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.359224] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.359305] [DEBUG] [LOCAL     ] Loaded configuration for MSBI: 6 features, 90.0% accuracy
[2025-12-24T20:35:37.359367] [DEBUG] [LOCAL     ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.359430] [DEBUG] [LOCAL     ] Loaded configuration for RNA: 4 features, 50.0% accuracy
[2025-12-24T20:35:37.359503] [DEBUG] [LOCAL     ] Loaded configuration for PTLO: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.359566] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.359647] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.359709] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.359770] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.359832] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 5 features, 100.0% accuracy
[2025-12-24T20:35:37.359894] [DEBUG] [LOCAL     ] Loaded configuration for TMUS: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.359962] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.360032] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.360093] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.360178] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.360250] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.360320] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.360383] [DEBUG] [LOCAL     ] Loaded configuration for WWD: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.360446] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 50.0% accuracy
[2025-12-24T20:35:37.360513] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.360591] [DEBUG] [LOCAL     ] Loaded configuration for XTIA: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.360655] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.360717] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.360778] [DEBUG] [LOCAL     ] Loaded configuration for WEN: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.360838] [DEBUG] [LOCAL     ] Loaded configuration for QQQY: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.360899] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.360959] [DEBUG] [LOCAL     ] Loaded configuration for OPK: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.361021] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.361082] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.361151] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.361214] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.361274] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.361343] [DEBUG] [LOCAL     ] Loaded configuration for LUCD: 3 features, 50.0% accuracy
[2025-12-24T20:35:37.361405] [DEBUG] [LOCAL     ] Loaded configuration for CG: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.361468] [DEBUG] [LOCAL     ] Loaded configuration for AXGN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.361543] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.361625] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.361688] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.361749] [DEBUG] [LOCAL     ] Loaded configuration for IDAI: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.361810] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.361871] [DEBUG] [LOCAL     ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy
[2025-12-24T20:35:37.361933] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.362002] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.362063] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.362124] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.362185] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.362245] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.362307] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.362377] [DEBUG] [LOCAL     ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.362442] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.362505] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.362592] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.362668] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.362731] [DEBUG] [LOCAL     ] Loaded configuration for ETHA: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.362793] [DEBUG] [LOCAL     ] Loaded configuration for MNRO: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.362854] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.362916] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.362977] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.363038] [DEBUG] [LOCAL     ] Loaded configuration for DNLI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.363099] [DEBUG] [LOCAL     ] Loaded configuration for SOPA: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.363170] [DEBUG] [LOCAL     ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.363233] [DEBUG] [LOCAL     ] Loaded configuration for SPRY: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.363294] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.363355] [DEBUG] [LOCAL     ] Loaded configuration for TRUP: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.363414] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.363475] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.363535] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.363616] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 2 features, 50.0% accuracy
[2025-12-24T20:35:37.363679] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.363741] [DEBUG] [LOCAL     ] Loaded configuration for USOI: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.363804] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.363868] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.363928] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.363998] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.364061] [DEBUG] [LOCAL     ] Loaded configuration for SNES: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.364122] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.364182] [DEBUG] [LOCAL     ] Loaded configuration for IMOS: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.364242] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.364304] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.364371] [DEBUG] [LOCAL     ] Loaded configuration for DGCB: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.364434] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.364543] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.364643] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.364708] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy
[2025-12-24T20:35:37.364770] [DEBUG] [LOCAL     ] Loaded configuration for BFIN: 5 features, 100.0% accuracy
[2025-12-24T20:35:37.364849] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.364913] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.364973] [DEBUG] [LOCAL     ] Loaded configuration for BVS: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.365034] [DEBUG] [LOCAL     ] Loaded configuration for MAMA: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.365105] [DEBUG] [LOCAL     ] Loaded configuration for FCCO: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.365174] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.365248] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.365323] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.365387] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.365449] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.365513] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.365592] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-12-24T20:35:37.365657] [DEBUG] [LOCAL     ] Loaded configuration for IRON: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.365719] [DEBUG] [LOCAL     ] Loaded configuration for BL: 3 features, 50.0% accuracy
[2025-12-24T20:35:37.365780] [DEBUG] [LOCAL     ] Loaded configuration for INO: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.365840] [DEBUG] [LOCAL     ] Loaded configuration for INDP: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.365910] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.365978] [DEBUG] [LOCAL     ] Loaded configuration for STEP: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.366040] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.366101] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.366162] [DEBUG] [LOCAL     ] Loaded configuration for URBN: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.366222] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.366283] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.366352] [DEBUG] [LOCAL     ] Loaded configuration for ERNA: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.366422] [DEBUG] [LOCAL     ] Loaded configuration for COPP: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.366483] [DEBUG] [LOCAL     ] Loaded configuration for OFLX: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.366544] [DEBUG] [LOCAL     ] Loaded configuration for AUPH: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.366628] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.366690] [DEBUG] [LOCAL     ] Loaded configuration for GREE: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.366750] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.366811] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.366871] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.366931] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.366991] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.367050] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.367111] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.367171] [DEBUG] [LOCAL     ] Loaded configuration for EBC: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.367230] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.367291] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.367350] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.367411] [DEBUG] [LOCAL     ] Loaded configuration for PMTS: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.367472] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.367535] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.367629] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.367692] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.367753] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.367815] [DEBUG] [LOCAL     ] Loaded configuration for HBAN: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.367875] [DEBUG] [LOCAL     ] Loaded configuration for WKEY: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.367935] [DEBUG] [LOCAL     ] Loaded configuration for TYGO: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.367995] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.368057] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.368126] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.368189] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.368250] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.368312] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.368374] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.368434] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.368502] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.368570] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.368652] [DEBUG] [LOCAL     ] Loaded configuration for OPAL: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.368713] [DEBUG] [LOCAL     ] Loaded configuration for AVTX: 0 features, 50.0% accuracy
[2025-12-24T20:35:37.368774] [DEBUG] [LOCAL     ] Loaded configuration for FTRI: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.368833] [DEBUG] [LOCAL     ] Loaded configuration for AZ: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.368894] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.368954] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.369015] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.369076] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.369137] [DEBUG] [LOCAL     ] Loaded configuration for EQIX: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.369197] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.369273] [DEBUG] [LOCAL     ] Loaded configuration for URGN: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.369350] [DEBUG] [LOCAL     ] Loaded configuration for DAIO: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.369432] [DEBUG] [LOCAL     ] Loaded configuration for TALK: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.369500] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.369562] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.369653] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.369724] [DEBUG] [LOCAL     ] Loaded configuration for EGBN: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.369796] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.369858] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.369918] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.369989] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.370059] [DEBUG] [LOCAL     ] Loaded configuration for LICN: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.370141] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.370205] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.370276] [DEBUG] [LOCAL     ] Loaded configuration for EMXC: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.370340] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.370406] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.370471] [DEBUG] [LOCAL     ] Loaded configuration for JBSS: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.370536] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.370620] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.370684] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.370746] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.370808] [DEBUG] [LOCAL     ] Loaded configuration for MYRG: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.370869] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.370931] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.371001] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.371064] [DEBUG] [LOCAL     ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.371127] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.371188] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.371250] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.371322] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.371398] [DEBUG] [LOCAL     ] Loaded configuration for AOSL: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.371461] [DEBUG] [LOCAL     ] Loaded configuration for AMSF: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.371534] [DEBUG] [LOCAL     ] Loaded configuration for AEHL: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.371621] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.371685] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.371747] [DEBUG] [LOCAL     ] Loaded configuration for RKLB: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.371809] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.371870] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.371933] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.371996] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.372058] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.372120] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.372183] [DEBUG] [LOCAL     ] Loaded configuration for BP: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.372245] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.372307] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.372368] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.372457] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.372534] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.372616] [DEBUG] [LOCAL     ] Loaded configuration for ACIC: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.372686] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.372748] [DEBUG] [LOCAL     ] Loaded configuration for FTXO: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.372809] [DEBUG] [LOCAL     ] Loaded configuration for CRMD: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.372871] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-12-24T20:35:37.372940] [DEBUG] [LOCAL     ] Loaded configuration for GNSS: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.373002] [DEBUG] [LOCAL     ] Loaded configuration for CBRL: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.373063] [DEBUG] [LOCAL     ] Loaded configuration for QQMG: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.373124] [DEBUG] [LOCAL     ] Loaded configuration for DHC: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.373184] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.373243] [DEBUG] [LOCAL     ] Loaded configuration for TNON: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.373303] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.373362] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.373423] [DEBUG] [LOCAL     ] Loaded configuration for CTSH: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.373482] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.373544] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.373630] [DEBUG] [LOCAL     ] Loaded configuration for CCCC: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.373694] [DEBUG] [LOCAL     ] Loaded configuration for IVAL: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.373755] [DEBUG] [LOCAL     ] Loaded configuration for WINA: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.373816] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.373878] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.373938] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.373998] [DEBUG] [LOCAL     ] Loaded configuration for LPRO: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.374058] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.374153] [DEBUG] [LOCAL     ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.374218] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.374280] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.374349] [DEBUG] [LOCAL     ] Loaded configuration for IUSB: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.374413] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.374478] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.374538] [DEBUG] [LOCAL     ] Loaded configuration for DPRO: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.374620] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.374690] [DEBUG] [LOCAL     ] Loaded configuration for MIRA: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.374752] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.374813] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.374874] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.374934] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.374993] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.375053] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.375131] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.375194] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.375253] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.375325] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.375387] [DEBUG] [LOCAL     ] Loaded configuration for EBAY: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.375458] [DEBUG] [LOCAL     ] Loaded configuration for SITM: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.375520] [DEBUG] [LOCAL     ] Loaded configuration for INTA: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.375604] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.375670] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.375731] [DEBUG] [LOCAL     ] Loaded configuration for TCBK: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.375790] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.375849] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.375909] [DEBUG] [LOCAL     ] Loaded configuration for PSEC: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.375969] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.376028] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.376087] [DEBUG] [LOCAL     ] Loaded configuration for ESQ: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.376146] [DEBUG] [LOCAL     ] Loaded configuration for DXPE: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.376206] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.376265] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.376324] [DEBUG] [LOCAL     ] Loaded configuration for FLGC: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.376394] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.376456] [DEBUG] [LOCAL     ] Loaded configuration for ABOS: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.376515] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.376596] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.376669] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.376731] [DEBUG] [LOCAL     ] Loaded configuration for BBIO: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.376790] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.376849] [DEBUG] [LOCAL     ] Loaded configuration for ABL: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.376908] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.376966] [DEBUG] [LOCAL     ] Loaded configuration for WRAP: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.377025] [DEBUG] [LOCAL     ] Loaded configuration for HYZD: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.377085] [DEBUG] [LOCAL     ] Loaded configuration for FNY: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.377145] [DEBUG] [LOCAL     ] Loaded configuration for ALRM: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.377205] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.377271] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.377333] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.377400] [DEBUG] [LOCAL     ] Loaded configuration for ASTE: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.377462] [DEBUG] [LOCAL     ] Loaded configuration for NRDS: 5 features, 100.0% accuracy
[2025-12-24T20:35:37.377529] [DEBUG] [LOCAL     ] Loaded configuration for FSBC: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.377614] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.377676] [DEBUG] [LOCAL     ] Loaded configuration for LGND: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.377735] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.377794] [DEBUG] [LOCAL     ] Loaded configuration for CZFS: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.377854] [DEBUG] [LOCAL     ] Loaded configuration for CF: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.377913] [DEBUG] [LOCAL     ] Loaded configuration for QTTB: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.377973] [DEBUG] [LOCAL     ] Loaded configuration for FVCB: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.378039] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.378100] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.378167] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.378230] [DEBUG] [LOCAL     ] Loaded configuration for PKBK: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.378289] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.378356] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.378416] [DEBUG] [LOCAL     ] Loaded configuration for LKFN: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.378476] [DEBUG] [LOCAL     ] Loaded configuration for CME: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.378542] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.378621] [DEBUG] [LOCAL     ] Loaded configuration for BMRC: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.378701] [DEBUG] [LOCAL     ] Loaded configuration for BZ: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.378762] [DEBUG] [LOCAL     ] Loaded configuration for IONS: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.378822] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.378882] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.378942] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.379001] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.379061] [DEBUG] [LOCAL     ] Loaded configuration for KE: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.379119] [DEBUG] [LOCAL     ] Loaded configuration for CGEN: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.379179] [DEBUG] [LOCAL     ] Loaded configuration for MGEE: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.379239] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.379317] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.379379] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.379439] [DEBUG] [LOCAL     ] Loaded configuration for CII: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.379508] [DEBUG] [LOCAL     ] Loaded configuration for APYX: 2 features, 50.0% accuracy
[2025-12-24T20:35:37.379587] [DEBUG] [LOCAL     ] Loaded configuration for ESOA: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.379653] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.379722] [DEBUG] [LOCAL     ] Loaded configuration for SEVN: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.379784] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.379844] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.379903] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.379963] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.380030] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.380091] [DEBUG] [LOCAL     ] Loaded configuration for PLXS: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.380151] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.380210] [DEBUG] [LOCAL     ] Loaded configuration for GS: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.380268] [DEBUG] [LOCAL     ] Loaded configuration for NRIX: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.380327] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.380386] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.380461] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.380524] [DEBUG] [LOCAL     ] Loaded configuration for KC: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.380607] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.380679] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.380741] [DEBUG] [LOCAL     ] Loaded configuration for AGEN: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.380802] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.380862] [DEBUG] [LOCAL     ] Loaded configuration for QURE: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.380921] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.380980] [DEBUG] [LOCAL     ] Loaded configuration for KRYS: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.381039] [DEBUG] [LOCAL     ] Loaded configuration for RILY: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.381099] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.381158] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.381217] [DEBUG] [LOCAL     ] Loaded configuration for DAVE: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.381278] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.381341] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.381411] [DEBUG] [LOCAL     ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy
[2025-12-24T20:35:37.381472] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.381533] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.381616] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.381679] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.381739] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.381801] [DEBUG] [LOCAL     ] Loaded configuration for VTWG: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.381870] [DEBUG] [LOCAL     ] Loaded configuration for DFGX: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.381933] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.381997] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.382057] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.382126] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.382188] [DEBUG] [LOCAL     ] Loaded configuration for ALDX: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.382256] [DEBUG] [LOCAL     ] Loaded configuration for NVDS: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.382319] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.382381] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.382451] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.382516] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.382594] [DEBUG] [LOCAL     ] Loaded configuration for AUDC: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.382659] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.382720] [DEBUG] [LOCAL     ] Loaded configuration for MLGO: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.382782] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.382842] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.382905] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.382964] [DEBUG] [LOCAL     ] Loaded configuration for CEG: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.383024] [DEBUG] [LOCAL     ] Loaded configuration for RUM: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.383085] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.383145] [DEBUG] [LOCAL     ] Loaded configuration for NUKK: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.383223] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.383287] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.383349] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.383410] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.383472] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.383534] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.383617] [DEBUG] [LOCAL     ] Loaded configuration for VIRC: 7 features, 100.0% accuracy
[2025-12-24T20:35:37.383681] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.383743] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.383804] [DEBUG] [LOCAL     ] Loaded configuration for MIDD: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.383872] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.383934] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.383996] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.384057] [DEBUG] [LOCAL     ] Loaded configuration for MOGO: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.384118] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.384177] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.384239] [DEBUG] [LOCAL     ] Loaded configuration for WSBC: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.384299] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.384360] [DEBUG] [LOCAL     ] Loaded configuration for GANX: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.384421] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.384491] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.384553] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.384635] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.384705] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.384766] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.384826] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.384894] [DEBUG] [LOCAL     ] Loaded configuration for JSML: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.384954] [DEBUG] [LOCAL     ] Loaded configuration for AXSM: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.385013] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.385072] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.385141] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.385201] [DEBUG] [LOCAL     ] Loaded configuration for IBTL: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.385260] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.385318] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.385376] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.385438] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.385499] [DEBUG] [LOCAL     ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.385561] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.385647] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.385707] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.385766] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.385824] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.385884] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.385942] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.386001] [DEBUG] [LOCAL     ] Loaded configuration for VIGI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.386061] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.386122] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.386180] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.386239] [DEBUG] [LOCAL     ] Loaded configuration for PROF: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.386299] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 6 features, 90.0% accuracy
[2025-12-24T20:35:37.386358] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.386417] [DEBUG] [LOCAL     ] Loaded configuration for THRY: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.386484] [DEBUG] [LOCAL     ] Loaded configuration for MRCY: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.386552] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.386632] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.386692] [DEBUG] [LOCAL     ] Loaded configuration for MOMO: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.386752] [DEBUG] [LOCAL     ] Loaded configuration for QRVO: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.386812] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.386871] [DEBUG] [LOCAL     ] Loaded configuration for TH: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.386931] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.386990] [DEBUG] [LOCAL     ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.387066] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.387128] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.387199] [DEBUG] [LOCAL     ] Loaded configuration for HTZ: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.387275] [DEBUG] [LOCAL     ] Loaded configuration for ETON: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.387342] [DEBUG] [LOCAL     ] Loaded configuration for ANAB: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.387404] [DEBUG] [LOCAL     ] Loaded configuration for BCAX: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.387464] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.387523] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.387598] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.387661] [DEBUG] [LOCAL     ] Loaded configuration for AMGN: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.387738] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.387808] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.387869] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.387929] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.387988] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.388047] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.388107] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.388166] [DEBUG] [LOCAL     ] Loaded configuration for VANI: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.388226] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2025-12-24T20:35:37.388284] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.388344] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.388412] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.388481] [DEBUG] [LOCAL     ] Loaded configuration for NNOX: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.388540] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.388630] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.388701] [DEBUG] [LOCAL     ] Loaded configuration for BIOX: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.388765] [DEBUG] [LOCAL     ] Loaded configuration for ESEA: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.388826] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.388886] [DEBUG] [LOCAL     ] Loaded configuration for MGX: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.388948] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.389009] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.389077] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 7 features, 80.0% accuracy
[2025-12-24T20:35:37.389150] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.389213] [DEBUG] [LOCAL     ] Loaded configuration for CPRX: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.389350] [DEBUG] [LOCAL     ] Loaded configuration for PLAY: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.389414] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.389477] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.389552] [DEBUG] [LOCAL     ] Loaded configuration for CSB: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.389641] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.389703] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.389762] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.389839] [DEBUG] [LOCAL     ] Loaded configuration for WAFD: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.389909] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.389969] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.390028] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.390089] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.390164] [DEBUG] [LOCAL     ] Loaded configuration for ZM: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.390234] [DEBUG] [LOCAL     ] Loaded configuration for MSFD: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.390295] [DEBUG] [LOCAL     ] Loaded configuration for PRAX: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.390355] [DEBUG] [LOCAL     ] Loaded configuration for TOWN: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.390415] [DEBUG] [LOCAL     ] Loaded configuration for AVAH: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.390474] [DEBUG] [LOCAL     ] Loaded configuration for VMBS: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.390532] [DEBUG] [LOCAL     ] Loaded configuration for APLS: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.390611] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.390673] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.390751] [DEBUG] [LOCAL     ] Loaded configuration for SUSL: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.390814] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.390882] [DEBUG] [LOCAL     ] Loaded configuration for ANGL: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.390943] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.391011] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.391078] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.391141] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.391201] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.391261] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.391321] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.391380] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.391448] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.391509] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2025-12-24T20:35:37.391569] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.391648] [DEBUG] [LOCAL     ] Loaded configuration for SATL: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.391710] [DEBUG] [LOCAL     ] Loaded configuration for STX: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.391769] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.391830] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2025-12-24T20:35:37.391889] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.391949] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.392009] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.392068] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 2 features, 50.0% accuracy
[2025-12-24T20:35:37.392137] [DEBUG] [LOCAL     ] Loaded configuration for LOAN: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.392214] [DEBUG] [LOCAL     ] Loaded configuration for BSCX: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.392296] [DEBUG] [LOCAL     ] Loaded configuration for PPTA: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.392365] [DEBUG] [LOCAL     ] Loaded configuration for CDZI: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.392445] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.392511] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.392589] [DEBUG] [LOCAL     ] Loaded configuration for TENB: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.392654] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.392714] [DEBUG] [LOCAL     ] Loaded configuration for ATNI: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.392775] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 6 features, 90.0% accuracy
[2025-12-24T20:35:37.392836] [DEBUG] [LOCAL     ] Loaded configuration for RNAZ: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.392895] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 1 features, 100.0% accuracy
[2025-12-24T20:35:37.392954] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.393014] [DEBUG] [LOCAL     ] Loaded configuration for FNKO: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.393073] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.393142] [DEBUG] [LOCAL     ] Loaded configuration for SPRX: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.393212] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.393281] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.393343] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.393418] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.393496] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.393560] [DEBUG] [LOCAL     ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.393642] [DEBUG] [LOCAL     ] Loaded configuration for KTCC: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.393704] [DEBUG] [LOCAL     ] Loaded configuration for HRZN: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.393765] [DEBUG] [LOCAL     ] Loaded configuration for XP: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.393824] [DEBUG] [LOCAL     ] Loaded configuration for UXIN: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.393883] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.393952] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.394014] [DEBUG] [LOCAL     ] Loaded configuration for SAIC: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.394073] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.394133] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.394192] [DEBUG] [LOCAL     ] Loaded configuration for NBIX: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.394251] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.394310] [DEBUG] [LOCAL     ] Loaded configuration for UBRL: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.394377] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 1 features, 100.0% accuracy
[2025-12-24T20:35:37.394446] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.394505] [DEBUG] [LOCAL     ] Loaded configuration for PUBM: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.394565] [DEBUG] [LOCAL     ] Loaded configuration for AFRI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.394651] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.394710] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 1 features, 100.0% accuracy
[2025-12-24T20:35:37.394797] [DEBUG] [LOCAL     ] Loaded configuration for VTC: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.394859] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.394919] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.394978] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.395037] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.395097] [DEBUG] [LOCAL     ] Loaded configuration for MRAM: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.395156] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.395226] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.395288] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.395346] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.395415] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.395488] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.395549] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.395629] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.395691] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.395751] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.395812] [DEBUG] [LOCAL     ] Loaded configuration for TSBK: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.395872] [DEBUG] [LOCAL     ] Loaded configuration for SKIN: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.395942] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.396004] [DEBUG] [LOCAL     ] Loaded configuration for TFSL: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.396063] [DEBUG] [LOCAL     ] Loaded configuration for KINS: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.396123] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.396182] [DEBUG] [LOCAL     ] Loaded configuration for ANIX: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.396243] [DEBUG] [LOCAL     ] Loaded configuration for CFO: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.396302] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.396362] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.396421] [DEBUG] [LOCAL     ] Loaded configuration for EL: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.396481] [DEBUG] [LOCAL     ] Loaded configuration for FFIC: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.396563] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 6 features, 90.0% accuracy
[2025-12-24T20:35:37.396647] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.396708] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.396767] [DEBUG] [LOCAL     ] Loaded configuration for GRID: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.396828] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.396888] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.396947] [DEBUG] [LOCAL     ] Loaded configuration for SND: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.397026] [DEBUG] [LOCAL     ] Loaded configuration for GTX: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.397098] [DEBUG] [LOCAL     ] Loaded configuration for SENS: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.397159] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.397228] [DEBUG] [LOCAL     ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.397297] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.397357] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.397419] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.397484] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.397546] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.397628] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.397690] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.397767] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.397831] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.397893] [DEBUG] [LOCAL     ] Loaded configuration for HQI: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.397956] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.398017] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.398079] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.398139] [DEBUG] [LOCAL     ] Loaded configuration for LAB: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.398200] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.398261] [DEBUG] [LOCAL     ] Loaded configuration for ILMN: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.398332] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.398399] [DEBUG] [LOCAL     ] Loaded configuration for RPID: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.398461] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.398531] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 3 features, 50.0% accuracy
[2025-12-24T20:35:37.398613] [DEBUG] [LOCAL     ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy
[2025-12-24T20:35:37.398676] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.398739] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.398800] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.398860] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.398922] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.398982] [DEBUG] [LOCAL     ] Loaded configuration for BND: 0 features, 50.0% accuracy
[2025-12-24T20:35:37.399044] [DEBUG] [LOCAL     ] Loaded configuration for WBTN: 6 features, 90.0% accuracy
[2025-12-24T20:35:37.399106] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.399166] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.399236] [DEBUG] [LOCAL     ] Loaded configuration for GAIA: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.399342] [DEBUG] [LOCAL     ] Loaded configuration for FTSL: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.399405] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.399472] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.399534] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.399618] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.399682] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.399750] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.399813] [DEBUG] [LOCAL     ] Loaded configuration for SIEB: 6 features, 90.0% accuracy
[2025-12-24T20:35:37.399875] [DEBUG] [LOCAL     ] Loaded configuration for INMD: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.399935] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.399996] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.400068] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.400131] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.400193] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 7 features, 90.0% accuracy
[2025-12-24T20:35:37.400253] [DEBUG] [LOCAL     ] Loaded configuration for CGEM: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.400324] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.400388] [DEBUG] [LOCAL     ] Loaded configuration for ARBE: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.400450] [DEBUG] [LOCAL     ] Loaded configuration for PDLB: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.400511] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.400597] [DEBUG] [LOCAL     ] Loaded configuration for FA: 0 features, 50.0% accuracy
[2025-12-24T20:35:37.400670] [DEBUG] [LOCAL     ] Loaded configuration for STI: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.400739] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 6 features, 80.0% accuracy
[2025-12-24T20:35:37.400803] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.400867] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.400929] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.400991] [DEBUG] [LOCAL     ] Loaded configuration for ONB: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.401052] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.401114] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.401176] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2025-12-24T20:35:37.401238] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.401301] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.401362] [DEBUG] [LOCAL     ] Loaded configuration for VEEE: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.401422] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.401483] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.401553] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.401639] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.401718] [DEBUG] [LOCAL     ] Loaded configuration for GNPX: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.401780] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.401842] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.401903] [DEBUG] [LOCAL     ] Loaded configuration for UBSI: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.401964] [DEBUG] [LOCAL     ] Loaded configuration for OCGN: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.402025] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.402086] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.402150] [DEBUG] [LOCAL     ] Loaded configuration for VTWO: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.402228] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.402290] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.402351] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.402412] [DEBUG] [LOCAL     ] Loaded configuration for HOLO: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.402473] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.402535] [DEBUG] [LOCAL     ] Loaded configuration for LEGN: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.402616] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.402680] [DEBUG] [LOCAL     ] Loaded configuration for MASS: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.402754] [DEBUG] [LOCAL     ] Loaded configuration for GCBC: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.402817] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.402879] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.402940] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.403003] [DEBUG] [LOCAL     ] Loaded configuration for AIRS: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.403065] [DEBUG] [LOCAL     ] Loaded configuration for TDUP: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.403134] [DEBUG] [LOCAL     ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.403198] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.403273] [DEBUG] [LOCAL     ] Loaded configuration for HNDL: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.403346] [DEBUG] [LOCAL     ] Loaded configuration for CLLS: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.403416] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.403480] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.403541] [DEBUG] [LOCAL     ] Loaded configuration for HBANL: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.403628] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.403698] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.403761] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.403822] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.403884] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.403946] [DEBUG] [LOCAL     ] Loaded configuration for ATLO: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.404006] [DEBUG] [LOCAL     ] Loaded configuration for NCNA: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.404067] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.404128] [DEBUG] [LOCAL     ] Loaded configuration for SLM: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.404189] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.404263] [DEBUG] [LOCAL     ] Loaded configuration for FICS: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.404325] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.404386] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.404447] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.404512] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.404588] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.404663] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.404736] [DEBUG] [LOCAL     ] Loaded configuration for CNOB: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.404799] [DEBUG] [LOCAL     ] Loaded configuration for OTEX: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.404864] [DEBUG] [LOCAL     ] Loaded configuration for ICUI: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.404924] [DEBUG] [LOCAL     ] Loaded configuration for FLYE: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.404984] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.405046] [DEBUG] [LOCAL     ] Loaded configuration for JD: 4 features, 50.0% accuracy
[2025-12-24T20:35:37.405108] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.405168] [DEBUG] [LOCAL     ] Loaded configuration for C: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.405230] [DEBUG] [LOCAL     ] Loaded configuration for VNOM: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.405292] [DEBUG] [LOCAL     ] Loaded configuration for NISN: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.405353] [DEBUG] [LOCAL     ] Loaded configuration for AVXL: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.405414] [DEBUG] [LOCAL     ] Loaded configuration for TRMB: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.405479] [DEBUG] [LOCAL     ] Loaded configuration for GOGO: 2 features, 50.0% accuracy
[2025-12-24T20:35:37.405549] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.405631] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.405693] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.405757] [DEBUG] [LOCAL     ] Loaded configuration for QNCX: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.405825] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.405896] [DEBUG] [LOCAL     ] Loaded configuration for SCVL: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.405959] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.406021] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.406082] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.406144] [DEBUG] [LOCAL     ] Loaded configuration for UTWO: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.406213] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2025-12-24T20:35:37.406284] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.406370] [DEBUG] [LOCAL     ] Loaded configuration for HYFM: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.406436] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.406500] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.406560] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.406646] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.406709] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.406778] [DEBUG] [LOCAL     ] Loaded configuration for SBUX: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.406841] [DEBUG] [LOCAL     ] Loaded configuration for PHVS: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.406904] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.406967] [DEBUG] [LOCAL     ] Loaded configuration for RDHL: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.407041] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.407105] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.407166] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 6 features, 90.0% accuracy
[2025-12-24T20:35:37.407235] [DEBUG] [LOCAL     ] Loaded configuration for IBTO: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.407296] [DEBUG] [LOCAL     ] Loaded configuration for BOKF: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.407358] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.407419] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.407485] [DEBUG] [LOCAL     ] Loaded configuration for BHF: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.407546] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.407647] [DEBUG] [LOCAL     ] Loaded configuration for ATHA: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.407711] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.407772] [DEBUG] [LOCAL     ] Loaded configuration for TRMD: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.407833] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.407907] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.407971] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.408031] [DEBUG] [LOCAL     ] Loaded configuration for ZURA: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.408091] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.408151] [DEBUG] [LOCAL     ] Loaded configuration for ACLS: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.408212] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.408281] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.408344] [DEBUG] [LOCAL     ] Loaded configuration for HIVE: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.408413] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.408479] [DEBUG] [LOCAL     ] Loaded configuration for CLNN: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.408547] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.408632] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.408695] [DEBUG] [LOCAL     ] Loaded configuration for LOGI: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.408764] [DEBUG] [LOCAL     ] Loaded configuration for DYN: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.408832] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.408897] [DEBUG] [LOCAL     ] Loaded configuration for LIND: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.408958] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.409019] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.409079] [DEBUG] [LOCAL     ] Loaded configuration for WERN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.409149] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.409212] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.409311] [DEBUG] [LOCAL     ] Loaded configuration for MGPI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.409382] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.409449] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy
[2025-12-24T20:35:37.409514] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.409590] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.409663] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.409730] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.409799] [DEBUG] [LOCAL     ] Loaded configuration for DH: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.409859] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.409920] [DEBUG] [LOCAL     ] Loaded configuration for MDXH: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.409979] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.410038] [DEBUG] [LOCAL     ] Loaded configuration for LE: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.410106] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.410175] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.410239] [DEBUG] [LOCAL     ] Loaded configuration for SPSC: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.410306] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.410367] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.410439] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.410511] [DEBUG] [LOCAL     ] Loaded configuration for BNTC: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.410601] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.410665] [DEBUG] [LOCAL     ] Loaded configuration for MTLS: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.410734] [DEBUG] [LOCAL     ] Loaded configuration for ENSC: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.410795] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.410855] [DEBUG] [LOCAL     ] Loaded configuration for USEA: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.410914] [DEBUG] [LOCAL     ] Loaded configuration for LX: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.410977] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.411037] [DEBUG] [LOCAL     ] Loaded configuration for CSWC: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.411123] [DEBUG] [LOCAL     ] Loaded configuration for DXCM: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.411192] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.411256] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 6 features, 90.0% accuracy
[2025-12-24T20:35:37.411320] [DEBUG] [LOCAL     ] Loaded configuration for DGRS: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.411380] [DEBUG] [LOCAL     ] Loaded configuration for FRHC: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.411452] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.411536] [DEBUG] [LOCAL     ] Loaded configuration for DLTH: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.411631] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.411696] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.411766] [DEBUG] [LOCAL     ] Loaded configuration for LND: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.411834] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.411896] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.411955] [DEBUG] [LOCAL     ] Loaded configuration for CVGI: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.412014] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.412073] [DEBUG] [LOCAL     ] Loaded configuration for ITRI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.412133] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.412193] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.412252] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.412319] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.412379] [DEBUG] [LOCAL     ] Loaded configuration for REAL: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.412448] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.412509] [DEBUG] [LOCAL     ] Loaded configuration for SGC: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.412592] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.412666] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 6 features, 90.0% accuracy
[2025-12-24T20:35:37.412727] [DEBUG] [LOCAL     ] Loaded configuration for ALLO: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.412786] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.412847] [DEBUG] [LOCAL     ] Loaded configuration for VRNS: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.412909] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.412968] [DEBUG] [LOCAL     ] Loaded configuration for QQQM: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.413028] [DEBUG] [LOCAL     ] Loaded configuration for POOL: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.413100] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.413161] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.413220] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.413280] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.413338] [DEBUG] [LOCAL     ] Loaded configuration for MNKD: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.413398] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.413465] [DEBUG] [LOCAL     ] Loaded configuration for BEAM: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.413524] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.413606] [DEBUG] [LOCAL     ] Loaded configuration for POWL: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.413670] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.413729] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.413790] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.413849] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.413917] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.413979] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.414038] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.414100] [DEBUG] [LOCAL     ] Loaded configuration for EXPI: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.414161] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.414229] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.414292] [DEBUG] [LOCAL     ] Loaded configuration for LDSF: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.414366] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.414436] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.414498] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.414563] [DEBUG] [LOCAL     ] Loaded configuration for FITBI: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.414644] [DEBUG] [LOCAL     ] Loaded configuration for ANTX: 2 features, 50.0% accuracy
[2025-12-24T20:35:37.414707] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.414775] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.414836] [DEBUG] [LOCAL     ] Loaded configuration for PTIX: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.414897] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.414959] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.415020] [DEBUG] [LOCAL     ] Loaded configuration for OPRX: 5 features, 100.0% accuracy
[2025-12-24T20:35:37.415090] [DEBUG] [LOCAL     ] Loaded configuration for FIVE: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.415152] [DEBUG] [LOCAL     ] Loaded configuration for SDVY: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.415214] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.415275] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.415336] [DEBUG] [LOCAL     ] Loaded configuration for SFM: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.415397] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.415458] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 6 features, 90.0% accuracy
[2025-12-24T20:35:37.415520] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.415598] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.415675] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.415768] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.415833] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.415895] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.415956] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.416018] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.416079] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.416140] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.416200] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.416261] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.416331] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.416394] [DEBUG] [LOCAL     ] Loaded configuration for FHB: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.416461] [DEBUG] [LOCAL     ] Loaded configuration for USGO: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.416521] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.416605] [DEBUG] [LOCAL     ] Loaded configuration for FRBA: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.416678] [DEBUG] [LOCAL     ] Loaded configuration for LENZ: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.416744] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.416814] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.416885] [DEBUG] [LOCAL     ] Loaded configuration for OMCL: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.416944] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.417013] [DEBUG] [LOCAL     ] Loaded configuration for FTCI: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.417076] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.417148] [DEBUG] [LOCAL     ] Loaded configuration for OLPX: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.417211] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.417281] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.417351] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.417412] [DEBUG] [LOCAL     ] Loaded configuration for BNGO: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.417478] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.417540] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.417620] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.417682] [DEBUG] [LOCAL     ] Loaded configuration for SPWH: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.417745] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.417806] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.417867] [DEBUG] [LOCAL     ] Loaded configuration for TNXP: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.417927] [DEBUG] [LOCAL     ] Loaded configuration for QYLD: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.417988] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.418049] [DEBUG] [LOCAL     ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.418109] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.418170] [DEBUG] [LOCAL     ] Loaded configuration for VS: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.418242] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.418305] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.418366] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.418426] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.418487] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.418547] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.418628] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.418699] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.418771] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.418842] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.418904] [DEBUG] [LOCAL     ] Loaded configuration for FDIG: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.418965] [DEBUG] [LOCAL     ] Loaded configuration for HAFC: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.419027] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.419088] [DEBUG] [LOCAL     ] Loaded configuration for BCPC: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.419149] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.419209] [DEBUG] [LOCAL     ] Loaded configuration for FRSH: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.419287] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.419354] [DEBUG] [LOCAL     ] Loaded configuration for QTUM: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.419415] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.419481] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.419542] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.419628] [DEBUG] [LOCAL     ] Loaded configuration for ADEA: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.419691] [DEBUG] [LOCAL     ] Loaded configuration for NEGG: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.419752] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.419820] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.419883] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.419948] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.420009] [DEBUG] [LOCAL     ] Loaded configuration for TCX: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.420070] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.420131] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 6 features, 80.0% accuracy
[2025-12-24T20:35:37.420201] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.420270] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.420340] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.420421] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.420500] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.420570] [DEBUG] [LOCAL     ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.420654] [DEBUG] [LOCAL     ] Loaded configuration for COF: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.420717] [DEBUG] [LOCAL     ] Loaded configuration for UNTY: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.420778] [DEBUG] [LOCAL     ] Loaded configuration for NPCE: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.420841] [DEBUG] [LOCAL     ] Loaded configuration for WSFS: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.420903] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.420965] [DEBUG] [LOCAL     ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy
[2025-12-24T20:35:37.421028] [DEBUG] [LOCAL     ] Loaded configuration for SLAB: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.421089] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.421150] [DEBUG] [LOCAL     ] Loaded configuration for AISP: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.421211] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.421273] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.421335] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.421395] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.421456] [DEBUG] [LOCAL     ] Loaded configuration for MRUS: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.421516] [DEBUG] [LOCAL     ] Loaded configuration for RDCM: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.421596] [DEBUG] [LOCAL     ] Loaded configuration for NXPI: 6 features, 70.0% accuracy
[2025-12-24T20:35:37.421660] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.421723] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.421784] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.421845] [DEBUG] [LOCAL     ] Loaded configuration for INOD: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.421907] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.421969] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.422029] [DEBUG] [LOCAL     ] Loaded configuration for ULCC: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.422093] [DEBUG] [LOCAL     ] Loaded configuration for FHTX: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.422154] [DEBUG] [LOCAL     ] Loaded configuration for KVHI: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.422217] [DEBUG] [LOCAL     ] Loaded configuration for CBUS: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.422286] [DEBUG] [LOCAL     ] Loaded configuration for DNTH: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.422347] [DEBUG] [LOCAL     ] Loaded configuration for QCRH: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.422408] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.422474] [DEBUG] [LOCAL     ] Loaded configuration for CALM: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.422535] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.422620] [DEBUG] [LOCAL     ] Loaded configuration for ERIC: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.422692] [DEBUG] [LOCAL     ] Loaded configuration for EZGO: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.422754] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.422816] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.422878] [DEBUG] [LOCAL     ] Loaded configuration for UBFO: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.422939] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.423008] [DEBUG] [LOCAL     ] Loaded configuration for XGN: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.423070] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.423131] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.423195] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.423257] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.423324] [DEBUG] [LOCAL     ] Loaded configuration for ARDX: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.423385] [DEBUG] [LOCAL     ] Loaded configuration for NITO: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.423464] [DEBUG] [LOCAL     ] Loaded configuration for NAMS: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.423527] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.423607] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.423672] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.423734] [DEBUG] [LOCAL     ] Loaded configuration for KOPN: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.423795] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.423856] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.423917] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.423979] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.424040] [DEBUG] [LOCAL     ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.424100] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.424161] [DEBUG] [LOCAL     ] Loaded configuration for HURC: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.424223] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.424292] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.424353] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.424414] [DEBUG] [LOCAL     ] Loaded configuration for MSTX: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.424480] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.424542] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.424622] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.424684] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.424761] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.424824] [DEBUG] [LOCAL     ] Loaded configuration for KELYA: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.424894] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.424954] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.425033] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.425095] [DEBUG] [LOCAL     ] Loaded configuration for HPK: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.425156] [DEBUG] [LOCAL     ] Loaded configuration for OM: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.425217] [DEBUG] [LOCAL     ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.425288] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.425351] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.425415] [DEBUG] [LOCAL     ] Loaded configuration for NYXH: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.425481] [DEBUG] [LOCAL     ] Loaded configuration for AIFF: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.425542] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.425624] [DEBUG] [LOCAL     ] Loaded configuration for SWKS: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.425688] [DEBUG] [LOCAL     ] Loaded configuration for CSGP: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.425750] [DEBUG] [LOCAL     ] Loaded configuration for NBTB: 6 features, 70.0% accuracy
[2025-12-24T20:35:37.425810] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.425872] [DEBUG] [LOCAL     ] Loaded configuration for TRDA: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.425933] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.425994] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.426055] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.426116] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.426178] [DEBUG] [LOCAL     ] Loaded configuration for XPEL: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.426238] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.426309] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.426373] [DEBUG] [LOCAL     ] Loaded configuration for JFIN: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.426445] [DEBUG] [LOCAL     ] Loaded configuration for BLKB: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.426509] [DEBUG] [LOCAL     ] Loaded configuration for ROAD: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.426570] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.426651] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.426713] [DEBUG] [LOCAL     ] Loaded configuration for IMXI: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.426773] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.426841] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.426904] [DEBUG] [LOCAL     ] Loaded configuration for PBFS: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.426968] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.427028] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.427088] [DEBUG] [LOCAL     ] Loaded configuration for PEBO: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.427148] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.427217] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.427288] [DEBUG] [LOCAL     ] Loaded configuration for ALNY: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.427350] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.427412] [DEBUG] [LOCAL     ] Loaded configuration for GEOS: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.427473] [DEBUG] [LOCAL     ] Loaded configuration for COLB: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.427537] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.427620] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.427685] [DEBUG] [LOCAL     ] Loaded configuration for ACWI: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.427756] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.427819] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.427881] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.427942] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.428003] [DEBUG] [LOCAL     ] Loaded configuration for CHEF: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.428065] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.428126] [DEBUG] [LOCAL     ] Loaded configuration for ANNX: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.428187] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.428248] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.428309] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.428370] [DEBUG] [LOCAL     ] Loaded configuration for FNX: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.428440] [DEBUG] [LOCAL     ] Loaded configuration for NEXN: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.428510] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.428588] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.428653] [DEBUG] [LOCAL     ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.428714] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.428776] [DEBUG] [LOCAL     ] Loaded configuration for LESL: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.428837] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.428906] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.428970] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.429032] [DEBUG] [LOCAL     ] Loaded configuration for BSLK: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.429094] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.429156] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.429218] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.429297] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.429369] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.429432] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.429495] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.429556] [DEBUG] [LOCAL     ] Loaded configuration for NNDM: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.429652] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.429733] [DEBUG] [LOCAL     ] Loaded configuration for GABC: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.429796] [DEBUG] [LOCAL     ] Loaded configuration for RMNI: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.429867] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.429930] [DEBUG] [LOCAL     ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy
[2025-12-24T20:35:37.429991] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.430052] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.430113] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.430175] [DEBUG] [LOCAL     ] Loaded configuration for LVHD: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.430235] [DEBUG] [LOCAL     ] Loaded configuration for EGAN: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.430305] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.430373] [DEBUG] [LOCAL     ] Loaded configuration for HRTX: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.430437] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.430502] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.430563] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.430647] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.430709] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.430773] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.430834] [DEBUG] [LOCAL     ] Loaded configuration for NIKL: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.430896] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.430957] [DEBUG] [LOCAL     ] Loaded configuration for FMBH: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.431032] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.431095] [DEBUG] [LOCAL     ] Loaded configuration for RVSB: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.431157] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.431226] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.431289] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.431350] [DEBUG] [LOCAL     ] Loaded configuration for EOLS: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.431412] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.431473] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.431538] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.431623] [DEBUG] [LOCAL     ] Loaded configuration for CWBC: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.431694] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.431758] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.431818] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.431879] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 6 features, 90.0% accuracy
[2025-12-24T20:35:37.431946] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.432009] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.432080] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 6 features, 90.0% accuracy
[2025-12-24T20:35:37.432141] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.432210] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.432272] [DEBUG] [LOCAL     ] Loaded configuration for AGNC: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.432334] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.432394] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.432460] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.432526] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2025-12-24T20:35:37.432605] [DEBUG] [LOCAL     ] Loaded configuration for XERS: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.432669] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.432732] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.432792] [DEBUG] [LOCAL     ] Loaded configuration for CATH: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.432853] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.432916] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.432977] [DEBUG] [LOCAL     ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.433038] [DEBUG] [LOCAL     ] Loaded configuration for MCHP: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.433099] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.433161] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.433222] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.433292] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy
[2025-12-24T20:35:37.433358] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 6 features, 100.0% accuracy
[2025-12-24T20:35:37.433423] [DEBUG] [LOCAL     ] Loaded configuration for BWFG: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.433483] [DEBUG] [LOCAL     ] Loaded configuration for PFBC: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.433545] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.433625] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.433688] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.433933] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.433995] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.434060] [DEBUG] [LOCAL     ] Loaded configuration for APPF: 2 features, 50.0% accuracy
[2025-12-24T20:35:37.434121] [DEBUG] [LOCAL     ] Loaded configuration for ASTH: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.434182] [DEBUG] [LOCAL     ] Loaded configuration for SMCI: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.434243] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.434313] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.434376] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.434464] [DEBUG] [LOCAL     ] Loaded configuration for COLM: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.434528] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.434616] [DEBUG] [LOCAL     ] Loaded configuration for CHDN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.434688] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.434751] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.434811] [DEBUG] [LOCAL     ] Loaded configuration for CRAI: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.434894] [DEBUG] [LOCAL     ] Loaded configuration for SELF: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.434969] [DEBUG] [LOCAL     ] Loaded configuration for MMSI: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.435033] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.435094] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.435155] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.435217] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.435278] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.435338] [DEBUG] [LOCAL     ] Loaded configuration for BEEP: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.435399] [DEBUG] [LOCAL     ] Loaded configuration for ARQ: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.435461] [DEBUG] [LOCAL     ] Loaded configuration for MITK: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.435523] [DEBUG] [LOCAL     ] Loaded configuration for VRSN: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.435600] [DEBUG] [LOCAL     ] Loaded configuration for PGEN: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.435822] [DEBUG] [LOCAL     ] Loaded configuration for HGBL: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.435884] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.435946] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.436007] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.436070] [DEBUG] [LOCAL     ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.436132] [DEBUG] [LOCAL     ] Loaded configuration for TZOO: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.436193] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.436253] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.436314] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.436375] [DEBUG] [LOCAL     ] Loaded configuration for TWIN: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.436436] [DEBUG] [LOCAL     ] Loaded configuration for FDTX: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.436501] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.436562] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.436843] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.436912] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.436980] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.437040] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.437100] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.437170] [DEBUG] [LOCAL     ] Loaded configuration for NWS: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.437232] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.437294] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.437354] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.437413] [DEBUG] [LOCAL     ] Loaded configuration for CDTX: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.437472] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.437531] [DEBUG] [LOCAL     ] Loaded configuration for IREN: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.437610] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.437829] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.437889] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.437960] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.438022] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.438082] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.438149] [DEBUG] [LOCAL     ] Loaded configuration for VALN: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.438210] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 4 features, 50.0% accuracy
[2025-12-24T20:35:37.438269] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.438329] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.438389] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.438453] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.438513] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.438596] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.438659] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.438879] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.438940] [DEBUG] [LOCAL     ] Loaded configuration for PXS: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.438999] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.439059] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.439118] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.439177] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 6 features, 70.0% accuracy
[2025-12-24T20:35:37.439237] [DEBUG] [LOCAL     ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.439312] [DEBUG] [LOCAL     ] Loaded configuration for SIXG: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.439373] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.439444] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.439505] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.439565] [DEBUG] [LOCAL     ] Loaded configuration for ALMS: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.439644] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.439923] [DEBUG] [LOCAL     ] Loaded configuration for AI: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.439986] [DEBUG] [LOCAL     ] Loaded configuration for GH: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.440047] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.440107] [DEBUG] [LOCAL     ] Loaded configuration for PLBC: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.440166] [DEBUG] [LOCAL     ] Loaded configuration for ORRF: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.440226] [DEBUG] [LOCAL     ] Loaded configuration for CRBP: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.440285] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.440343] [DEBUG] [LOCAL     ] Loaded configuration for SFIX: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.440411] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.440487] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.440558] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.440647] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.440709] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.440770] [DEBUG] [LOCAL     ] Loaded configuration for SRTS: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.440830] [DEBUG] [LOCAL     ] Loaded configuration for VRCA: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.440893] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.440954] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.441013] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.441071] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.441131] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.441190] [DEBUG] [LOCAL     ] Loaded configuration for MQ: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.441253] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.441313] [DEBUG] [LOCAL     ] Loaded configuration for QTRX: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.441372] [DEBUG] [LOCAL     ] Loaded configuration for HSIC: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.441433] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.441495] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.441568] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.441663] [DEBUG] [LOCAL     ] Loaded configuration for BIAF: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.441725] [DEBUG] [LOCAL     ] Loaded configuration for AMRN: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.441783] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.441843] [DEBUG] [LOCAL     ] Loaded configuration for ENSG: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.441901] [DEBUG] [LOCAL     ] Loaded configuration for GLSI: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.441959] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.442028] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.442089] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.442157] [DEBUG] [LOCAL     ] Loaded configuration for JAGX: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.442218] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.442277] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.442337] [DEBUG] [LOCAL     ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.442396] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.442455] [DEBUG] [LOCAL     ] Loaded configuration for XRAY: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.442514] [DEBUG] [LOCAL     ] Loaded configuration for AMWD: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.442588] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.442653] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.442721] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.442783] [DEBUG] [LOCAL     ] Loaded configuration for HFFG: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.442843] [DEBUG] [LOCAL     ] Loaded configuration for TIL: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.442910] [DEBUG] [LOCAL     ] Loaded configuration for GHRS: 7 features, 90.0% accuracy
[2025-12-24T20:35:37.442971] [DEBUG] [LOCAL     ] Loaded configuration for LWLG: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.443039] [DEBUG] [LOCAL     ] Loaded configuration for SAIA: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.443099] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.443159] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.443217] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 50.0% accuracy
[2025-12-24T20:35:37.443285] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.443353] [DEBUG] [LOCAL     ] Loaded configuration for AHCO: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.443416] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.443476] [DEBUG] [LOCAL     ] Loaded configuration for STOK: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.443536] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.443613] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.443678] [DEBUG] [LOCAL     ] Loaded configuration for WGMI: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.443737] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.443796] [DEBUG] [LOCAL     ] Loaded configuration for GTLB: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.443855] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.443914] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.443982] [DEBUG] [LOCAL     ] Loaded configuration for LILAK: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.444049] [DEBUG] [LOCAL     ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.444110] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.444180] [DEBUG] [LOCAL     ] Loaded configuration for RUN: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.444241] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.444300] [DEBUG] [LOCAL     ] Loaded configuration for YTRA: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.444358] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.444443] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.444503] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.444563] [DEBUG] [LOCAL     ] Loaded configuration for MVBF: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.444842] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.444906] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.444978] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.445047] [DEBUG] [LOCAL     ] Loaded configuration for SFLO: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.445107] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2025-12-24T20:35:37.445174] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.445235] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.445296] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.445365] [DEBUG] [LOCAL     ] Loaded configuration for HRMY: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.445426] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.445494] [DEBUG] [LOCAL     ] Loaded configuration for WB: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.445556] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 2 features, 50.0% accuracy
[2025-12-24T20:35:37.445638] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.445709] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.445771] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.445832] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.445893] [DEBUG] [LOCAL     ] Loaded configuration for APPN: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.445955] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.446017] [DEBUG] [LOCAL     ] Loaded configuration for NRIM: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.446085] [DEBUG] [LOCAL     ] Loaded configuration for MGRC: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.446149] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.446210] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.446271] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.446332] [DEBUG] [LOCAL     ] Loaded configuration for TNDM: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.446392] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.446462] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.446524] [DEBUG] [LOCAL     ] Loaded configuration for GCMG: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.446791] [DEBUG] [LOCAL     ] Loaded configuration for SMH: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.446856] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.446918] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.446986] [DEBUG] [LOCAL     ] Loaded configuration for HLMN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.447048] [DEBUG] [LOCAL     ] Loaded configuration for REPL: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.447119] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.447181] [DEBUG] [LOCAL     ] Loaded configuration for TCMD: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.447248] [DEBUG] [LOCAL     ] Loaded configuration for CCB: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.447311] [DEBUG] [LOCAL     ] Loaded configuration for MSGM: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.447370] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.447436] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 1 features, 100.0% accuracy
[2025-12-24T20:35:37.447502] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.447561] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.447640] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.447700] [DEBUG] [LOCAL     ] Loaded configuration for EVRG: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.447767] [DEBUG] [LOCAL     ] Loaded configuration for UTEN: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.447827] [DEBUG] [LOCAL     ] Loaded configuration for EXAS: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.447887] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.447947] [DEBUG] [LOCAL     ] Loaded configuration for PI: 3 features, 50.0% accuracy
[2025-12-24T20:35:37.448007] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.448066] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.448125] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.448194] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.448256] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.448324] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.448385] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.448446] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.448506] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.448568] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.448648] [DEBUG] [LOCAL     ] Loaded configuration for NICE: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.448710] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.448771] [DEBUG] [LOCAL     ] Loaded configuration for CHCO: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.448831] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.448891] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.448954] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.449015] [DEBUG] [LOCAL     ] Loaded configuration for FEP: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.449076] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.449137] [DEBUG] [LOCAL     ] Loaded configuration for PSNL: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.449205] [DEBUG] [LOCAL     ] Loaded configuration for CRNC: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.449288] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.449356] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.449437] [DEBUG] [LOCAL     ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.449500] [DEBUG] [LOCAL     ] Loaded configuration for VFS: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.449563] [DEBUG] [LOCAL     ] Loaded configuration for APEI: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.449646] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.449710] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 6 features, 80.0% accuracy
[2025-12-24T20:35:37.449774] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.449845] [DEBUG] [LOCAL     ] Loaded configuration for WIX: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.449910] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.449972] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.450033] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 1 features, 100.0% accuracy
[2025-12-24T20:35:37.450106] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.450178] [DEBUG] [LOCAL     ] Loaded configuration for ZYME: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.450242] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.450305] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.450367] [DEBUG] [LOCAL     ] Loaded configuration for APVO: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.450430] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.450510] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.450588] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.450655] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.450725] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.450790] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.450860] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.450922] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.450984] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.451046] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.451108] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.451170] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.451232] [DEBUG] [LOCAL     ] Loaded configuration for HBANP: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.451298] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.451367] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.451428] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.451495] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.451557] [DEBUG] [LOCAL     ] Loaded configuration for FLXS: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.451653] [DEBUG] [LOCAL     ] Loaded configuration for SLP: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.451717] [DEBUG] [LOCAL     ] Loaded configuration for III: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.451781] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.451842] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.451904] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 1 features, 40.0% accuracy
[2025-12-24T20:35:37.451966] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.452029] [DEBUG] [LOCAL     ] Loaded configuration for MNTK: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.452091] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.452152] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 1 features, 100.0% accuracy
[2025-12-24T20:35:37.452214] [DEBUG] [LOCAL     ] Loaded configuration for CALC: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.452275] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.452338] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.452400] [DEBUG] [LOCAL     ] Loaded configuration for NMFC: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.452462] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.452529] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.452610] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.452675] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.452739] [DEBUG] [LOCAL     ] Loaded configuration for FORM: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.452800] [DEBUG] [LOCAL     ] Loaded configuration for CENX: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.452862] [DEBUG] [LOCAL     ] Loaded configuration for WLDN: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.452924] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.452988] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.453048] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.453110] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.453172] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.453234] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.453302] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.453364] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 100.0% accuracy
[2025-12-24T20:35:37.453426] [DEBUG] [LOCAL     ] Loaded configuration for LIF: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.453491] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.453552] [DEBUG] [LOCAL     ] Loaded configuration for TAYD: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.453633] [DEBUG] [LOCAL     ] Loaded configuration for IMTX: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.453694] [DEBUG] [LOCAL     ] Loaded configuration for EVCM: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.453756] [DEBUG] [LOCAL     ] Loaded configuration for EMB: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.453827] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.453889] [DEBUG] [LOCAL     ] Loaded configuration for PHO: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.453950] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.454011] [DEBUG] [LOCAL     ] Loaded configuration for AMBA: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.454089] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.454151] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.454212] [DEBUG] [LOCAL     ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.454272] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.454332] [DEBUG] [LOCAL     ] Loaded configuration for CRESY: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.454393] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.454454] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.454515] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.454594] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.454667] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.454729] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.454789] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.454851] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.454912] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.454972] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.455034] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.455095] [DEBUG] [LOCAL     ] Loaded configuration for MRCC: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.455156] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.455217] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.455278] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.455349] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.455411] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.455477] [DEBUG] [LOCAL     ] Loaded configuration for GGAL: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.455538] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.455621] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.455684] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.455753] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.455815] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.455876] [DEBUG] [LOCAL     ] Loaded configuration for GMM: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.455937] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.455997] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.456066] [DEBUG] [LOCAL     ] Loaded configuration for TLS: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.456129] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.456190] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.456259] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.456321] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.456382] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.456443] [DEBUG] [LOCAL     ] Loaded configuration for GEVO: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.456515] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.456594] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.456659] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.456737] [DEBUG] [LOCAL     ] Loaded configuration for RAY: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.456800] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.456860] [DEBUG] [LOCAL     ] Loaded configuration for CORZ: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.456921] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.456990] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.457054] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.457115] [DEBUG] [LOCAL     ] Loaded configuration for EHTH: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.457176] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.457237] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.457297] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.457358] [DEBUG] [LOCAL     ] Loaded configuration for FNLC: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.457420] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.457485] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.457547] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.457632] [DEBUG] [LOCAL     ] Loaded configuration for METD: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.457695] [DEBUG] [LOCAL     ] Loaded configuration for BUSE: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.457756] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.457817] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.457877] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.457938] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.458008] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.458071] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.458144] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.458216] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.458277] [DEBUG] [LOCAL     ] Loaded configuration for SAMG: 0 features, 50.0% accuracy
[2025-12-24T20:35:37.458338] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.458398] [DEBUG] [LOCAL     ] Loaded configuration for USMC: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.458459] [DEBUG] [LOCAL     ] Loaded configuration for EVGO: 1 features, 100.0% accuracy
[2025-12-24T20:35:37.458526] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.458604] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2025-12-24T20:35:37.458686] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.458748] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.458811] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.458872] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.458933] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.458994] [DEBUG] [LOCAL     ] Loaded configuration for ENTA: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.459055] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.459116] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.459177] [DEBUG] [LOCAL     ] Loaded configuration for ONCO: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.459237] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.459332] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.459396] [DEBUG] [LOCAL     ] Loaded configuration for VUZI: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.459458] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.459518] [DEBUG] [LOCAL     ] Loaded configuration for SNDX: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.459598] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 1 features, 20.0% accuracy
[2025-12-24T20:35:37.459663] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.459735] [DEBUG] [LOCAL     ] Loaded configuration for IBTM: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.459799] [DEBUG] [LOCAL     ] Loaded configuration for ZION: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.459860] [DEBUG] [LOCAL     ] Loaded configuration for MRTN: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.459921] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.459991] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.460060] [DEBUG] [LOCAL     ] Loaded configuration for BSVN: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.460121] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.460183] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 6 features, 80.0% accuracy
[2025-12-24T20:35:37.460244] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.460305] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.460367] [DEBUG] [LOCAL     ] Loaded configuration for DLPN: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.460427] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.460502] [DEBUG] [LOCAL     ] Loaded configuration for EEMA: 2 features, 40.0% accuracy
[2025-12-24T20:35:37.460565] [DEBUG] [LOCAL     ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.460658] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.460727] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.460796] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.460859] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 6 features, 80.0% accuracy
[2025-12-24T20:35:37.460919] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.460980] [DEBUG] [LOCAL     ] Loaded configuration for ALRS: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.461044] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.461113] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.461189] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.461252] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.461319] [DEBUG] [LOCAL     ] Loaded configuration for UFCS: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.461381] [DEBUG] [LOCAL     ] Loaded configuration for EWBC: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.461445] [DEBUG] [LOCAL     ] Loaded configuration for BTAI: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.461505] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.461565] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.461646] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.461708] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.461770] [DEBUG] [LOCAL     ] Loaded configuration for DE: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.461830] [DEBUG] [LOCAL     ] Loaded configuration for USVM: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.461891] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.461952] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.462012] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.462076] [DEBUG] [LOCAL     ] Loaded configuration for SBGI: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.462136] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.462198] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.462258] [DEBUG] [LOCAL     ] Loaded configuration for FYC: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.462318] [DEBUG] [LOCAL     ] Loaded configuration for EB: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.462395] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.462458] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.462519] [DEBUG] [LOCAL     ] Loaded configuration for SIGA: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.462597] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.462660] [DEBUG] [LOCAL     ] Loaded configuration for METC: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.462722] [DEBUG] [LOCAL     ] Loaded configuration for LRGE: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.462782] [DEBUG] [LOCAL     ] Loaded configuration for EM: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.462844] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-12-24T20:35:37.462917] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.462979] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.463048] [DEBUG] [LOCAL     ] Loaded configuration for TSCO: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.463112] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.463173] [DEBUG] [LOCAL     ] Loaded configuration for Z: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.463246] [DEBUG] [LOCAL     ] Loaded configuration for CMMB: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.463325] [DEBUG] [LOCAL     ] Loaded configuration for AMAL: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.463386] [DEBUG] [LOCAL     ] Loaded configuration for BK: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.463447] [DEBUG] [LOCAL     ] Loaded configuration for TUSK: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.463509] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.463570] [DEBUG] [LOCAL     ] Loaded configuration for CARE: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.463652] [DEBUG] [LOCAL     ] Loaded configuration for UMBF: 2 features, 50.0% accuracy
[2025-12-24T20:35:37.463723] [DEBUG] [LOCAL     ] Loaded configuration for NDRA: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.463786] [DEBUG] [LOCAL     ] Loaded configuration for TARS: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.463849] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.463909] [DEBUG] [LOCAL     ] Loaded configuration for USLM: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.463971] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.464032] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.464094] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.464164] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.464228] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.464291] [DEBUG] [LOCAL     ] Loaded configuration for WYNN: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.464353] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.464414] [DEBUG] [LOCAL     ] Loaded configuration for ASTS: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.464488] [DEBUG] [LOCAL     ] Loaded configuration for USCB: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.464555] [DEBUG] [LOCAL     ] Loaded configuration for GIFI: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.464640] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.464714] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.464777] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.464839] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.464908] [DEBUG] [LOCAL     ] Loaded configuration for OFS: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.464971] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.465041] [DEBUG] [LOCAL     ] Loaded configuration for IAC: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.465105] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.465166] [DEBUG] [LOCAL     ] Loaded configuration for ANIK: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.465226] [DEBUG] [LOCAL     ] Loaded configuration for HDSN: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.465289] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.465353] [DEBUG] [LOCAL     ] Loaded configuration for MRSN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.465415] [DEBUG] [LOCAL     ] Loaded configuration for IXUS: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.465477] [DEBUG] [LOCAL     ] Loaded configuration for APH: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.465538] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.465628] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.465694] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.465770] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.465841] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.465904] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.465964] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.466025] [DEBUG] [LOCAL     ] Loaded configuration for MERC: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.466085] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.466146] [DEBUG] [LOCAL     ] Loaded configuration for SUSC: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.466208] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.466278] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.466341] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.466410] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.466481] [DEBUG] [LOCAL     ] Loaded configuration for KRUS: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.466550] [DEBUG] [LOCAL     ] Loaded configuration for NTIC: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.466631] [DEBUG] [LOCAL     ] Loaded configuration for SPRO: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.466693] [DEBUG] [LOCAL     ] Loaded configuration for BRCC: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.466754] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.466814] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.466875] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.466937] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.466998] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.467057] [DEBUG] [LOCAL     ] Loaded configuration for FBL: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.467118] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.467178] [DEBUG] [LOCAL     ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.467240] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.467301] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.467363] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.467424] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.467486] [DEBUG] [LOCAL     ] Loaded configuration for SLDB: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.467549] [DEBUG] [LOCAL     ] Loaded configuration for GDC: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.467629] [DEBUG] [LOCAL     ] Loaded configuration for SY: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.467854] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.467915] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.467988] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.468051] [DEBUG] [LOCAL     ] Loaded configuration for AMRX: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.468130] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.468193] [DEBUG] [LOCAL     ] Loaded configuration for OMAB: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.468254] [DEBUG] [LOCAL     ] Loaded configuration for OS: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.468328] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.468398] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.468468] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.468532] [DEBUG] [LOCAL     ] Loaded configuration for ADMA: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.468792] [DEBUG] [LOCAL     ] Loaded configuration for CSCO: 5 features, 60.0% accuracy
[2025-12-24T20:35:37.468856] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.468917] [DEBUG] [LOCAL     ] Loaded configuration for AMLX: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.468979] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.469040] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.469110] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.469172] [DEBUG] [LOCAL     ] Loaded configuration for AWRE: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.469233] [DEBUG] [LOCAL     ] Loaded configuration for FID: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.469315] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.469378] [DEBUG] [LOCAL     ] Loaded configuration for AVDL: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.469446] [DEBUG] [LOCAL     ] Loaded configuration for PCB: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.469506] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.469567] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.469849] [DEBUG] [LOCAL     ] Loaded configuration for TRUE: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.469911] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.469982] [DEBUG] [LOCAL     ] Loaded configuration for UE: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.470051] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.470112] [DEBUG] [LOCAL     ] Loaded configuration for WTFC: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.470171] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.470231] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.470290] [DEBUG] [LOCAL     ] Loaded configuration for NWL: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.470351] [DEBUG] [LOCAL     ] Loaded configuration for AEIS: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.470411] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.470471] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.470534] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.470617] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.470681] [DEBUG] [LOCAL     ] Loaded configuration for CNTY: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.470741] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.470800] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.470868] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.470929] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.470988] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.471047] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.471106] [DEBUG] [LOCAL     ] Loaded configuration for QTEC: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.471175] [DEBUG] [LOCAL     ] Loaded configuration for DAWN: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.471244] [DEBUG] [LOCAL     ] Loaded configuration for RGNX: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.471303] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.471363] [DEBUG] [LOCAL     ] Loaded configuration for CVBF: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.471423] [DEBUG] [LOCAL     ] Loaded configuration for BBCP: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.471484] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.471553] [DEBUG] [LOCAL     ] Loaded configuration for CARG: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.471632] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.471692] [DEBUG] [LOCAL     ] Loaded configuration for SUUN: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.471758] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.471817] [DEBUG] [LOCAL     ] Loaded configuration for NWFL: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.471885] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.471946] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.472007] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.472067] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.472126] [DEBUG] [LOCAL     ] Loaded configuration for UPWK: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.472184] [DEBUG] [LOCAL     ] Loaded configuration for CLMB: 0 features, 50.0% accuracy
[2025-12-24T20:35:37.472242] [DEBUG] [LOCAL     ] Loaded configuration for ESPO: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.472301] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.472359] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.472429] [DEBUG] [LOCAL     ] Loaded configuration for SAVA: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.472504] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.472565] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.472644] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.472705] [DEBUG] [LOCAL     ] Loaded configuration for NUWE: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.472764] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.472837] [DEBUG] [LOCAL     ] Loaded configuration for AQMS: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.472899] [DEBUG] [LOCAL     ] Loaded configuration for BCBP: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.472960] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.473021] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.473099] [DEBUG] [LOCAL     ] Loaded configuration for CTKB: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.473160] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, 100.0% accuracy
[2025-12-24T20:35:37.473220] [DEBUG] [LOCAL     ] Loaded configuration for INSE: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.473279] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.473340] [DEBUG] [LOCAL     ] Loaded configuration for UFPI: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.473400] [DEBUG] [LOCAL     ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.473465] [DEBUG] [LOCAL     ] Loaded configuration for SBFM: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.473526] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2025-12-24T20:35:37.473606] [DEBUG] [LOCAL     ] Loaded configuration for RIVN: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.473685] [DEBUG] [LOCAL     ] Loaded configuration for ASTI: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.473749] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.473808] [DEBUG] [LOCAL     ] Loaded configuration for FLNC: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.473868] [DEBUG] [LOCAL     ] Loaded configuration for ROP: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.473930] [DEBUG] [LOCAL     ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.473991] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 6 features, 90.0% accuracy
[2025-12-24T20:35:37.474050] [DEBUG] [LOCAL     ] Loaded configuration for WHF: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.474110] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.474170] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.474229] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.474290] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.474358] [DEBUG] [LOCAL     ] Loaded configuration for EXPO: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.474418] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.474478] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.474541] [DEBUG] [LOCAL     ] Loaded configuration for PTEN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.474622] [DEBUG] [LOCAL     ] Loaded configuration for APD: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.474685] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.474746] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.474806] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.474865] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.474923] [DEBUG] [LOCAL     ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.474982] [DEBUG] [LOCAL     ] Loaded configuration for ACGL: 5 features, 60.0% accuracy
[2025-12-24T20:35:37.475045] [DEBUG] [LOCAL     ] Loaded configuration for NTLA: 5 features, 50.0% accuracy
[2025-12-24T20:35:37.475105] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.475166] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.475238] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.475302] [DEBUG] [LOCAL     ] Loaded configuration for OPRA: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.475363] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.475424] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.475485] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.475546] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.475632] [DEBUG] [LOCAL     ] Loaded configuration for JTEK: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.475695] [DEBUG] [LOCAL     ] Loaded configuration for JSMD: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.475756] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.475816] [DEBUG] [LOCAL     ] Loaded configuration for HURN: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.475877] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.475938] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.475998] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.476066] [DEBUG] [LOCAL     ] Loaded configuration for WRLD: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.476139] [DEBUG] [LOCAL     ] Loaded configuration for BNY: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.476202] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.476263] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.476324] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.476384] [DEBUG] [LOCAL     ] Loaded configuration for BWIN: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.476447] [DEBUG] [LOCAL     ] Loaded configuration for BJRI: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.476511] [DEBUG] [LOCAL     ] Loaded configuration for TASK: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.476589] [DEBUG] [LOCAL     ] Loaded configuration for RLAY: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.476654] [DEBUG] [LOCAL     ] Loaded configuration for FG: 1 features, 100.0% accuracy
[2025-12-24T20:35:37.476724] [DEBUG] [LOCAL     ] Loaded configuration for MXL: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.476788] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.476848] [DEBUG] [LOCAL     ] Loaded configuration for SHBI: 1 features, 40.0% accuracy
[2025-12-24T20:35:37.476911] [DEBUG] [LOCAL     ] Loaded configuration for EXPE: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.476971] [DEBUG] [LOCAL     ] Loaded configuration for SMCX: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.477032] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.477092] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.477164] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.477226] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.477287] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.477356] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.477427] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.477489] [DEBUG] [LOCAL     ] Loaded configuration for SNEX: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.477550] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.477655] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.477719] [DEBUG] [LOCAL     ] Loaded configuration for CXSE: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.477781] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.477842] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.477904] [DEBUG] [LOCAL     ] Loaded configuration for FTA: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.477965] [DEBUG] [LOCAL     ] Loaded configuration for JJSF: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.478026] [DEBUG] [LOCAL     ] Loaded configuration for DASH: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.478088] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.478150] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.478220] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.478285] [DEBUG] [LOCAL     ] Loaded configuration for CRIS: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.478347] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.478409] [DEBUG] [LOCAL     ] Loaded configuration for ARHS: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.478469] [DEBUG] [LOCAL     ] Loaded configuration for WGS: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.478548] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.478632] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.478695] [DEBUG] [LOCAL     ] Loaded configuration for IDXX: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.478766] [DEBUG] [LOCAL     ] Loaded configuration for ATAI: 0 features, 50.0% accuracy
[2025-12-24T20:35:37.478829] [DEBUG] [LOCAL     ] Loaded configuration for UPBD: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.478891] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.478954] [DEBUG] [LOCAL     ] Loaded configuration for CLFD: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.479016] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.479077] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.479145] [DEBUG] [LOCAL     ] Loaded configuration for TLSI: 0 features, 50.0% accuracy
[2025-12-24T20:35:37.479208] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.479283] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.479350] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.479412] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.479483] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.479546] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.479633] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.479704] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.479775] [DEBUG] [LOCAL     ] Loaded configuration for UONE: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.479838] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.479900] [DEBUG] [LOCAL     ] Loaded configuration for MNDO: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.479961] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.480023] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.480084] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.480155] [DEBUG] [LOCAL     ] Loaded configuration for SBLK: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.480218] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.480279] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.480341] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.480406] [DEBUG] [LOCAL     ] Loaded configuration for GILD: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.480482] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.480544] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.480633] [DEBUG] [LOCAL     ] Loaded configuration for FTRE: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.480706] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.480768] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.480837] [DEBUG] [LOCAL     ] Loaded configuration for HCM: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.480899] [DEBUG] [LOCAL     ] Loaded configuration for CLNE: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.480960] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.481023] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.481105] [DEBUG] [LOCAL     ] Loaded configuration for NIPG: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.481167] [DEBUG] [LOCAL     ] Loaded configuration for SXTC: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.481229] [DEBUG] [LOCAL     ] Loaded configuration for USDX: 0 features, 50.0% accuracy
[2025-12-24T20:35:37.481290] [DEBUG] [LOCAL     ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.481351] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.481419] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.481482] [DEBUG] [LOCAL     ] Loaded configuration for REG: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.481542] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.481624] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.481696] [DEBUG] [LOCAL     ] Loaded configuration for HBCP: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.481766] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.481828] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.481892] [DEBUG] [LOCAL     ] Loaded configuration for SNOA: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.481953] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.482021] [DEBUG] [LOCAL     ] Loaded configuration for DWSH: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.482090] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.482152] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.482214] [DEBUG] [LOCAL     ] Loaded configuration for NKTX: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.482275] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.482353] [DEBUG] [LOCAL     ] Loaded configuration for IUS: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.482416] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.482482] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.482543] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.482629] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.482691] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.482752] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.482822] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.482885] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.482947] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.483007] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.483067] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.483128] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.483189] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.483250] [DEBUG] [LOCAL     ] Loaded configuration for TLSA: 5 features, 60.0% accuracy
[2025-12-24T20:35:37.483312] [DEBUG] [LOCAL     ] Loaded configuration for CCLD: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.483373] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.483438] [DEBUG] [LOCAL     ] Loaded configuration for EOSE: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.483501] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.483588] [DEBUG] [LOCAL     ] Loaded configuration for MAXN: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.483666] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.483733] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.483795] [DEBUG] [LOCAL     ] Loaded configuration for APG: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.483866] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.483928] [DEBUG] [LOCAL     ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.483989] [DEBUG] [LOCAL     ] Loaded configuration for FOXF: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.484050] [DEBUG] [LOCAL     ] Loaded configuration for DBX: 5 features, 100.0% accuracy
[2025-12-24T20:35:37.484111] [DEBUG] [LOCAL     ] Loaded configuration for SHOP: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.484173] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.484234] [DEBUG] [LOCAL     ] Loaded configuration for MNMD: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.484297] [DEBUG] [LOCAL     ] Loaded configuration for CVAC: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.484358] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.484419] [DEBUG] [LOCAL     ] Loaded configuration for PPSI: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.484482] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.484551] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.484637] [DEBUG] [LOCAL     ] Loaded configuration for SMHX: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.484700] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.484769] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.484832] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.484893] [DEBUG] [LOCAL     ] Loaded configuration for PEBK: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.484961] [DEBUG] [LOCAL     ] Loaded configuration for TRIP: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.485023] [DEBUG] [LOCAL     ] Loaded configuration for NWPX: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.485083] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.485145] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.485215] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.485278] [DEBUG] [LOCAL     ] Loaded configuration for CP: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.485347] [DEBUG] [LOCAL     ] Loaded configuration for ERAS: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.485409] [DEBUG] [LOCAL     ] Loaded configuration for BTM: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.485471] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.485532] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.485611] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.485673] [DEBUG] [LOCAL     ] Loaded configuration for CCAP: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.485734] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.485795] [DEBUG] [LOCAL     ] Loaded configuration for XRX: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.485859] [DEBUG] [LOCAL     ] Loaded configuration for TXMD: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.485920] [DEBUG] [LOCAL     ] Loaded configuration for NODK: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.485981] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.486061] [DEBUG] [LOCAL     ] Loaded configuration for LUCY: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.486133] [DEBUG] [LOCAL     ] Loaded configuration for LPLA: 2 features, 50.0% accuracy
[2025-12-24T20:35:37.486193] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 5 features, 100.0% accuracy
[2025-12-24T20:35:37.486254] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.486315] [DEBUG] [LOCAL     ] Loaded configuration for RNAC: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.486375] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.486436] [DEBUG] [LOCAL     ] Loaded configuration for ENGN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.486498] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.486560] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.486643] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2025-12-24T20:35:37.486716] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, 80.0% accuracy
[2025-12-24T20:35:37.486779] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 5 features, 100.0% accuracy
[2025-12-24T20:35:37.486841] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.486902] [DEBUG] [LOCAL     ] Loaded configuration for CREX: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.486989] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.487055] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.487116] [DEBUG] [LOCAL     ] Loaded configuration for GNLN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.487177] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.487238] [DEBUG] [LOCAL     ] Loaded configuration for LAES: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.487300] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.487360] [DEBUG] [LOCAL     ] Loaded configuration for ON: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.487421] [DEBUG] [LOCAL     ] Loaded configuration for EUFN: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.487483] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.487544] [DEBUG] [LOCAL     ] Loaded configuration for GENK: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.487635] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.487707] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.487772] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.487832] [DEBUG] [LOCAL     ] Loaded configuration for RPD: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.487893] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.487963] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 6 features, 80.0% accuracy
[2025-12-24T20:35:37.488033] [DEBUG] [LOCAL     ] Loaded configuration for COMM: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.488097] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.488158] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.488227] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.488289] [DEBUG] [LOCAL     ] Loaded configuration for WOOF: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.488351] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.488412] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.488473] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.488559] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.488646] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.488707] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.488768] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.488836] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.488899] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.488968] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.489030] [DEBUG] [LOCAL     ] Loaded configuration for ELDN: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.489091] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.489152] [DEBUG] [LOCAL     ] Loaded configuration for VERO: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.489225] [DEBUG] [LOCAL     ] Loaded configuration for CGC: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.489304] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.489369] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.489432] [DEBUG] [LOCAL     ] Loaded configuration for EH: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.489501] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.489587] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 7 features, 90.0% accuracy
[2025-12-24T20:35:37.489654] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.489723] [DEBUG] [LOCAL     ] Loaded configuration for MDWD: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.489786] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.489846] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.489908] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.489981] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.490044] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.490105] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.490173] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.490235] [DEBUG] [LOCAL     ] Loaded configuration for RAPP: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.490297] [DEBUG] [LOCAL     ] Loaded configuration for DENN: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.490358] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.490434] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.490497] [DEBUG] [LOCAL     ] Loaded configuration for UYLD: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.490558] [DEBUG] [LOCAL     ] Loaded configuration for BBH: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.490639] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.490700] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.490955] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.491025] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.491088] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.491148] [DEBUG] [LOCAL     ] Loaded configuration for PLBY: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.491208] [DEBUG] [LOCAL     ] Loaded configuration for RBBN: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.491281] [DEBUG] [LOCAL     ] Loaded configuration for ASYS: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.491343] [DEBUG] [LOCAL     ] Loaded configuration for EVO: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.491406] [DEBUG] [LOCAL     ] Loaded configuration for NA: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.491468] [DEBUG] [LOCAL     ] Loaded configuration for FEM: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.491529] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.491608] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.491672] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.491733] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.491803] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.491883] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.491945] [DEBUG] [LOCAL     ] Loaded configuration for HLNE: 1 features, 50.0% accuracy
[2025-12-24T20:35:37.492007] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.492067] [DEBUG] [LOCAL     ] Loaded configuration for VGSH: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.492129] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.492190] [DEBUG] [LOCAL     ] Loaded configuration for BHRB: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.492251] [DEBUG] [LOCAL     ] Loaded configuration for STIM: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.492312] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.492372] [DEBUG] [LOCAL     ] Loaded configuration for AG: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.492443] [DEBUG] [LOCAL     ] Loaded configuration for SRCE: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.492509] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.492587] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.492656] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.492720] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.492781] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.492841] [DEBUG] [LOCAL     ] Loaded configuration for MCHX: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.492902] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.492964] [DEBUG] [LOCAL     ] Loaded configuration for LFMD: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.493025] [DEBUG] [LOCAL     ] Loaded configuration for MIRM: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.493086] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.493146] [DEBUG] [LOCAL     ] Loaded configuration for VTSI: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.493207] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.493268] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.493330] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.493390] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.493463] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.493526] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.493610] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.493675] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.493744] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.493805] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.493867] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.493927] [DEBUG] [LOCAL     ] Loaded configuration for TITN: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.493989] [DEBUG] [LOCAL     ] Loaded configuration for ASTL: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.494050] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.494111] [DEBUG] [LOCAL     ] Loaded configuration for CASS: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.494172] [DEBUG] [LOCAL     ] Loaded configuration for RELY: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.494234] [DEBUG] [LOCAL     ] Loaded configuration for VINP: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.494294] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.494357] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.494416] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.494490] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.494557] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.494843] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.494907] [DEBUG] [LOCAL     ] Loaded configuration for FULC: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.494969] [DEBUG] [LOCAL     ] Loaded configuration for PYPL: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.495039] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.495101] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 1 features, 100.0% accuracy
[2025-12-24T20:35:37.495163] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.495225] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.495285] [DEBUG] [LOCAL     ] Loaded configuration for AVGX: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.495346] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.495416] [DEBUG] [LOCAL     ] Loaded configuration for ACDC: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.495490] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.495553] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.495636] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 50.0% accuracy
[2025-12-24T20:35:37.495699] [DEBUG] [LOCAL     ] Loaded configuration for GLTO: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.495760] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.495822] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.495890] [DEBUG] [LOCAL     ] Loaded configuration for NUTX: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.495954] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.496016] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.496077] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.496138] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 3 features, 50.0% accuracy
[2025-12-24T20:35:37.496201] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 100.0% accuracy
[2025-12-24T20:35:37.496271] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.496334] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.496403] [DEBUG] [LOCAL     ] Loaded configuration for FLL: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.496465] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.496538] [DEBUG] [LOCAL     ] Loaded configuration for UVSP: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.496619] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.496888] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.496952] [DEBUG] [LOCAL     ] Loaded configuration for AMSC: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.497022] [DEBUG] [LOCAL     ] Loaded configuration for UTMD: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.497085] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.497147] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.497208] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.497270] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.497331] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.497392] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.497453] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.497515] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.497593] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.497659] [DEBUG] [LOCAL     ] Loaded configuration for BCRX: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.497730] [DEBUG] [LOCAL     ] Loaded configuration for PY: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.497792] [DEBUG] [LOCAL     ] Loaded configuration for PSHG: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.497853] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.497923] [DEBUG] [LOCAL     ] Loaded configuration for NMRK: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.497986] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.498048] [DEBUG] [LOCAL     ] Loaded configuration for GSBC: 6 features, 90.0% accuracy
[2025-12-24T20:35:37.498110] [DEBUG] [LOCAL     ] Loaded configuration for CAKE: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.498172] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.498232] [DEBUG] [LOCAL     ] Loaded configuration for FTHI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.498294] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.498356] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.498416] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.498479] [DEBUG] [LOCAL     ] Loaded configuration for VFLO: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.498540] [DEBUG] [LOCAL     ] Loaded configuration for IBTK: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.498626] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.498689] [DEBUG] [LOCAL     ] Loaded configuration for WVE: 5 features, 60.0% accuracy
[2025-12-24T20:35:37.498750] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.498812] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.498873] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.498934] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.498995] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.499056] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.499124] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.499186] [DEBUG] [LOCAL     ] Loaded configuration for ALVO: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.499247] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.499330] [DEBUG] [LOCAL     ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.499392] [DEBUG] [LOCAL     ] Loaded configuration for DUOL: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.499464] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.499526] [DEBUG] [LOCAL     ] Loaded configuration for TARA: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.499605] [DEBUG] [LOCAL     ] Loaded configuration for CABA: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.499669] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.499731] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.499791] [DEBUG] [LOCAL     ] Loaded configuration for TTSH: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.499860] [DEBUG] [LOCAL     ] Loaded configuration for STAA: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.499922] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.499989] [DEBUG] [LOCAL     ] Loaded configuration for CINF: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.500052] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.500111] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.500178] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.500240] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.500309] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.500371] [DEBUG] [LOCAL     ] Loaded configuration for GRPN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.500431] [DEBUG] [LOCAL     ] Loaded configuration for BKNG: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.500493] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.500566] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 7 features, 90.0% accuracy
[2025-12-24T20:35:37.500648] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.500717] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 6 features, 90.0% accuracy
[2025-12-24T20:35:37.500778] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.500841] [DEBUG] [LOCAL     ] Loaded configuration for PRN: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.500902] [DEBUG] [LOCAL     ] Loaded configuration for SMID: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.500960] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.501020] [DEBUG] [LOCAL     ] Loaded configuration for THRM: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.501080] [DEBUG] [LOCAL     ] Loaded configuration for BSCS: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.501140] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.501207] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.501269] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.501328] [DEBUG] [LOCAL     ] Loaded configuration for INAB: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.501394] [DEBUG] [LOCAL     ] Loaded configuration for HYLS: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.501478] [DEBUG] [LOCAL     ] Loaded configuration for OESX: 2 features, 50.0% accuracy
[2025-12-24T20:35:37.501539] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.501629] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.501692] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 3 features, 100.0% accuracy
[2025-12-24T20:35:37.501751] [DEBUG] [LOCAL     ] Loaded configuration for NECB: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.501811] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.501870] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.501930] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.501988] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.502061] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.502121] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.502182] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.502243] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.502303] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.502364] [DEBUG] [LOCAL     ] Loaded configuration for CNXN: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.502423] [DEBUG] [LOCAL     ] Loaded configuration for ITRN: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.502482] [DEBUG] [LOCAL     ] Loaded configuration for WEYS: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.502543] [DEBUG] [LOCAL     ] Loaded configuration for AZTA: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.502633] [DEBUG] [LOCAL     ] Loaded configuration for CCOI: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.502697] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.502757] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.502817] [DEBUG] [LOCAL     ] Loaded configuration for GXAI: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.502885] [DEBUG] [LOCAL     ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.502946] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.503005] [DEBUG] [LOCAL     ] Loaded configuration for AEP: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.503072] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.503134] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.503193] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.503252] [DEBUG] [LOCAL     ] Loaded configuration for AIA: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.503318] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.503379] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.503439] [DEBUG] [LOCAL     ] Loaded configuration for QSI: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.503498] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.503557] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.503642] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.503703] [DEBUG] [LOCAL     ] Loaded configuration for BATRK: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.503771] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.503838] [DEBUG] [LOCAL     ] Loaded configuration for RPRX: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.503900] [DEBUG] [LOCAL     ] Loaded configuration for UROY: 5 features, 60.0% accuracy
[2025-12-24T20:35:37.503967] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.504036] [DEBUG] [LOCAL     ] Loaded configuration for CCEP: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.504104] [DEBUG] [LOCAL     ] Loaded configuration for IBTI: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.504165] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.504226] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.504286] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.504346] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.504408] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 1 features, 100.0% accuracy
[2025-12-24T20:35:37.504468] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.504528] [DEBUG] [LOCAL     ] Loaded configuration for UMMA: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.504609] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.504679] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.504741] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.504803] [DEBUG] [LOCAL     ] Loaded configuration for HEPS: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.504863] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.504926] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.504995] [DEBUG] [LOCAL     ] Loaded configuration for TKNO: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.505068] [DEBUG] [LOCAL     ] Loaded configuration for PEPG: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.505131] [DEBUG] [LOCAL     ] Loaded configuration for TTMI: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.505192] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.505260] [DEBUG] [LOCAL     ] Loaded configuration for QRHC: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.505321] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.505382] [DEBUG] [LOCAL     ] Loaded configuration for DLHC: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.505442] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.505503] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.505566] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.505655] [DEBUG] [LOCAL     ] Loaded configuration for FCEL: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.505718] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.505786] [DEBUG] [LOCAL     ] Loaded configuration for TYRA: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.505849] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.505910] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.505972] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.506050] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.506113] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.506173] [DEBUG] [LOCAL     ] Loaded configuration for INBX: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.506234] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.506294] [DEBUG] [LOCAL     ] Loaded configuration for STTK: 0 features, 90.0% accuracy
[2025-12-24T20:35:37.506356] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.506418] [DEBUG] [LOCAL     ] Loaded configuration for PPC: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.506490] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.506554] [DEBUG] [LOCAL     ] Loaded configuration for VCEL: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.506635] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.506698] [DEBUG] [LOCAL     ] Loaded configuration for ABNB: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.506769] [DEBUG] [LOCAL     ] Loaded configuration for NCMI: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.506832] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.506894] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.506955] [DEBUG] [LOCAL     ] Loaded configuration for VLY: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.507023] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.507093] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.507156] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.507217] [DEBUG] [LOCAL     ] Loaded configuration for CRSP: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.507277] [DEBUG] [LOCAL     ] Loaded configuration for PGY: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.507345] [DEBUG] [LOCAL     ] Loaded configuration for LPCN: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.507411] [DEBUG] [LOCAL     ] Loaded configuration for RIGL: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.507472] [DEBUG] [LOCAL     ] Loaded configuration for CHRS: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.507540] [DEBUG] [LOCAL     ] Loaded configuration for SRRK: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.507621] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.507684] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.507745] [DEBUG] [LOCAL     ] Loaded configuration for BDRX: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.507805] [DEBUG] [LOCAL     ] Loaded configuration for APA: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.507875] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, 100.0% accuracy
[2025-12-24T20:35:37.507937] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.507999] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.508067] [DEBUG] [LOCAL     ] Loaded configuration for IDYA: 3 features, 50.0% accuracy
[2025-12-24T20:35:37.508129] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.508190] [DEBUG] [LOCAL     ] Loaded configuration for MBLY: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.508251] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.508311] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.508372] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2025-12-24T20:35:37.508432] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.508506] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.508569] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2025-12-24T20:35:37.508654] [DEBUG] [LOCAL     ] Loaded configuration for VERI: 2 features, 50.0% accuracy
[2025-12-24T20:35:37.508716] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.508777] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.508838] [DEBUG] [LOCAL     ] Loaded configuration for LAND: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.508898] [DEBUG] [LOCAL     ] Loaded configuration for MNDY: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.508965] [DEBUG] [LOCAL     ] Loaded configuration for AKAM: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.509035] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.509099] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.509169] [DEBUG] [LOCAL     ] Loaded configuration for ICMB: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.509233] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2025-12-24T20:35:37.509314] [DEBUG] [LOCAL     ] Loaded configuration for OZEM: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.509382] [DEBUG] [LOCAL     ] Loaded configuration for SNDL: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.509442] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.509503] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 4 features, 90.0% accuracy
[2025-12-24T20:35:37.509565] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.509646] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.509715] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.509777] [DEBUG] [LOCAL     ] Loaded configuration for LEGH: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.509837] [DEBUG] [LOCAL     ] Loaded configuration for MLKN: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.509898] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.509959] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.510019] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-12-24T20:35:37.510080] [DEBUG] [LOCAL     ] Loaded configuration for ELWS: 1 features, 60.0% accuracy
[2025-12-24T20:35:37.510141] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.510210] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.510279] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-12-24T20:35:37.510341] [DEBUG] [LOCAL     ] Loaded configuration for WBD: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.510402] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 0 features, 80.0% accuracy
[2025-12-24T20:35:37.510466] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.510528] [DEBUG] [LOCAL     ] Loaded configuration for OCFC: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.510606] [DEBUG] [LOCAL     ] Loaded configuration for TGTX: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.510687] [DEBUG] [LOCAL     ] Loaded configuration for CVCO: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.510751] [DEBUG] [LOCAL     ] Loaded configuration for RCEL: 4 features, 60.0% accuracy
[2025-12-24T20:35:37.510812] [DEBUG] [LOCAL     ] Loaded configuration for SLS: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.510873] [DEBUG] [LOCAL     ] Loaded configuration for CURI: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.510943] [DEBUG] [LOCAL     ] Loaded configuration for HON: 3 features, 70.0% accuracy
[2025-12-24T20:35:37.511005] [DEBUG] [LOCAL     ] Loaded configuration for COIN: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.511068] [DEBUG] [LOCAL     ] Loaded configuration for CRWS: 6 features, 60.0% accuracy
[2025-12-24T20:35:37.511128] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.511189] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.511254] [DEBUG] [LOCAL     ] Loaded configuration for VRDN: 5 features, 80.0% accuracy
[2025-12-24T20:35:37.511315] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.511376] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 3 features, 80.0% accuracy
[2025-12-24T20:35:37.511455] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.511524] [DEBUG] [LOCAL     ] Loaded configuration for LANDP: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.511606] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2025-12-24T20:35:37.511679] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.511745] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 60.0% accuracy
[2025-12-24T20:35:37.511809] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 6 features, 100.0% accuracy
[2025-12-24T20:35:37.511868] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, 80.0% accuracy
[2025-12-24T20:35:37.511930] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 2 features, 60.0% accuracy
[2025-12-24T20:35:37.511990] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.512048] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2025-12-24T20:35:37.512106] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2025-12-24T20:35:37.512165] [DEBUG] [LOCAL     ] Loaded configuration for WLFC: 3 features, 60.0% accuracy
[2025-12-24T20:35:37.512233] [DEBUG] [LOCAL     ] Loaded configuration for NN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.512303] [DEBUG] [LOCAL     ] Loaded configuration for HOPE: 1 features, 70.0% accuracy
[2025-12-24T20:35:37.512364] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2025-12-24T20:35:37.512432] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2025-12-24T20:35:37.512496] [DEBUG] [LOCAL     ] Loaded configuration for GBDC: 3 features, 90.0% accuracy
[2025-12-24T20:35:37.512559] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 2 features, 80.0% accuracy
[2025-12-24T20:35:37.514283] [INFO ] [LOCAL     ] Saved consolidated report: 3551 forecasts -> ./output/forecasts/full/2025-12-26.txt
[2025-12-24T20:35:37.514330] [INFO ] [sig       ] [52/52] Successfully generated report for 2025-12-26: 3551 entries
[2025-12-24T20:35:37.514361] [INFO ] [sig       ] ==================================================
[2025-12-24T20:35:37.514390] [INFO ] [sig       ] Report generation complete: 52/52 reports succeeded
[2025-12-24T20:35:38.075428] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-12-24T20:35:38.075685] [INFO ] [sig       ] Email notification sent
[2025-12-24T20:35:38.076299] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-12-24T20:35:38.076525] [INFO ] [STATE     ] Last completion updated: 2025-12-24T20:35:38.076377